FileBase /isis1/DataGab/Rat09-20140325/Rat09-20140325 ElecNo 15 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 1111111111111111111111110 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 693839 data points of dimension 24. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 231279 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12421 members Mstep: Class 2 contains 12060 members Mstep: Class 3 contains 12290 members Mstep: Class 4 contains 12041 members Mstep: Class 5 contains 12228 members Mstep: Class 6 contains 12315 members Mstep: Class 7 contains 12282 members Mstep: Class 8 contains 12318 members Mstep: Class 9 contains 12160 members Mstep: Class 10 contains 12116 members Mstep: Class 11 contains 12133 members Mstep: Class 12 contains 11918 members Mstep: Class 13 contains 11987 members Mstep: Class 14 contains 12065 members Mstep: Class 15 contains 12019 members Mstep: Class 16 contains 12176 members Mstep: Class 17 contains 12300 members Mstep: Class 18 contains 12253 members Mstep: Class 19 contains 12197 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 278.627869 but Gain 2007.097656 Score: -20992074.000000 Penalty: 36127.789062 Iteration 0F: 19 clusters Score -2.099207e+07 nChanged 217892 Entering Unmasked Mstep Mstep: Class 0 contains 282 members Mstep: Class 1 contains 10108 members Mstep: Class 3 contains 11970 members Mstep: Class 4 contains 9909 members Mstep: Class 5 contains 12785 members Mstep: Class 6 contains 10143 members Mstep: Class 7 contains 14595 members Mstep: Class 8 contains 11667 members Mstep: Class 9 contains 11733 members Mstep: Class 10 contains 16657 members Mstep: Class 11 contains 8241 members Mstep: Class 12 contains 16075 members Mstep: Class 13 contains 32198 members Mstep: Class 14 contains 8907 members Mstep: Class 15 contains 13010 members Mstep: Class 16 contains 12362 members Mstep: Class 17 contains 10412 members Mstep: Class 18 contains 11634 members Mstep: Class 19 contains 8591 members Entering Unmasked Estep ConsiderDeletion Score: -21598928.000000 Penalty: 36127.789062 Iteration 1F: 19 clusters Score -2.159893e+07 nChanged 89733 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 11252 members Mstep: Class 3 contains 7175 members Mstep: Class 4 contains 13667 members Mstep: Class 5 contains 5069 members Mstep: Class 6 contains 8761 members Mstep: Class 7 contains 16457 members Mstep: Class 8 contains 9530 members Mstep: Class 9 contains 10495 members Mstep: Class 10 contains 12652 members Mstep: Class 11 contains 8794 members Mstep: Class 12 contains 13949 members Mstep: Class 13 contains 46297 members Mstep: Class 14 contains 7981 members Mstep: Class 15 contains 17067 members Mstep: Class 16 contains 14532 members Mstep: Class 17 contains 9192 members Mstep: Class 18 contains 13587 members Mstep: Class 19 contains 4576 members Entering Unmasked Estep ConsiderDeletion Score: -21806202.000000 Penalty: 36127.789062 Iteration 2F: 19 clusters Score -2.18062e+07 nChanged 62856 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 10524 members Mstep: Class 3 contains 4023 members Mstep: Class 4 contains 16246 members Mstep: Class 5 contains 2851 members Mstep: Class 6 contains 8061 members Mstep: Class 7 contains 17043 members Mstep: Class 8 contains 6907 members Mstep: Class 9 contains 10120 members Mstep: Class 10 contains 13536 members Mstep: Class 11 contains 9440 members Mstep: Class 12 contains 11244 members Mstep: Class 13 contains 55406 members Mstep: Class 14 contains 6713 members Mstep: Class 15 contains 17283 members Mstep: Class 16 contains 14983 members Mstep: Class 17 contains 7437 members Mstep: Class 18 contains 16692 members Mstep: Class 19 contains 2589 members Entering Unmasked Estep ConsiderDeletion Score: -21926150.000000 Penalty: 36127.789062 Iteration 3F: 19 clusters Score -2.192615e+07 nChanged 47063 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 8772 members Mstep: Class 3 contains 2426 members Mstep: Class 4 contains 17276 members Mstep: Class 5 contains 2179 members Mstep: Class 6 contains 7202 members Mstep: Class 7 contains 16975 members Mstep: Class 8 contains 4568 members Mstep: Class 9 contains 9194 members Mstep: Class 10 contains 15601 members Mstep: Class 11 contains 10111 members Mstep: Class 12 contains 9264 members Mstep: Class 13 contains 62346 members Mstep: Class 14 contains 5122 members Mstep: Class 15 contains 16118 members Mstep: Class 16 contains 14184 members Mstep: Class 17 contains 5938 members Mstep: Class 18 contains 22288 members Mstep: Class 19 contains 1600 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1630.729248 but Gain 2007.101562 Score: -21990282.000000 Penalty: 34120.687500 Iteration 4F: 18 clusters Score -2.199028e+07 nChanged 35911 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 7440 members Mstep: Class 4 contains 17464 members Mstep: Class 5 contains 1681 members Mstep: Class 6 contains 6641 members Mstep: Class 7 contains 16747 members Mstep: Class 8 contains 3053 members Mstep: Class 9 contains 8574 members Mstep: Class 10 contains 15838 members Mstep: Class 11 contains 10828 members Mstep: Class 12 contains 7677 members Mstep: Class 13 contains 70102 members Mstep: Class 14 contains 3852 members Mstep: Class 15 contains 14827 members Mstep: Class 16 contains 13052 members Mstep: Class 17 contains 5178 members Mstep: Class 18 contains 27090 members Mstep: Class 19 contains 1154 members Entering Unmasked Estep ConsiderDeletion Score: -22032000.000000 Penalty: 34120.687500 Iteration 5F: 18 clusters Score -2.2032e+07 nChanged 26195 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 6396 members Mstep: Class 4 contains 17368 members Mstep: Class 5 contains 1332 members Mstep: Class 6 contains 6238 members Mstep: Class 7 contains 15941 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 8469 members Mstep: Class 10 contains 15476 members Mstep: Class 11 contains 11296 members Mstep: Class 12 contains 6358 members Mstep: Class 13 contains 77464 members Mstep: Class 14 contains 2759 members Mstep: Class 15 contains 12705 members Mstep: Class 16 contains 11452 members Mstep: Class 17 contains 4800 members Mstep: Class 18 contains 30245 members Mstep: Class 19 contains 926 members Entering Unmasked Estep ConsiderDeletion Score: -22060196.000000 Penalty: 34120.687500 Iteration 6F: 18 clusters Score -2.20602e+07 nChanged 21917 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 5896 members Mstep: Class 4 contains 17236 members Mstep: Class 5 contains 1219 members Mstep: Class 6 contains 6014 members Mstep: Class 7 contains 14400 members Mstep: Class 8 contains 1338 members Mstep: Class 9 contains 9501 members Mstep: Class 10 contains 14266 members Mstep: Class 11 contains 11491 members Mstep: Class 12 contains 5804 members Mstep: Class 13 contains 84420 members Mstep: Class 14 contains 1896 members Mstep: Class 15 contains 9774 members Mstep: Class 16 contains 10160 members Mstep: Class 17 contains 4720 members Mstep: Class 18 contains 32290 members Mstep: Class 19 contains 804 members Entering Unmasked Estep ConsiderDeletion Score: -22083632.000000 Penalty: 34120.687500 Iteration 7F: 18 clusters Score -2.208363e+07 nChanged 20639 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 6540 members Mstep: Class 4 contains 17113 members Mstep: Class 5 contains 1243 members Mstep: Class 6 contains 5712 members Mstep: Class 7 contains 12091 members Mstep: Class 8 contains 1000 members Mstep: Class 9 contains 11743 members Mstep: Class 10 contains 11810 members Mstep: Class 11 contains 11257 members Mstep: Class 12 contains 6080 members Mstep: Class 13 contains 90579 members Mstep: Class 14 contains 1241 members Mstep: Class 15 contains 6748 members Mstep: Class 16 contains 9057 members Mstep: Class 17 contains 4683 members Mstep: Class 18 contains 33602 members Mstep: Class 19 contains 732 members Entering Unmasked Estep ConsiderDeletion Score: -22104808.000000 Penalty: 34120.687500 Iteration 8F: 18 clusters Score -2.210481e+07 nChanged 19879 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 7553 members Mstep: Class 4 contains 17014 members Mstep: Class 5 contains 1324 members Mstep: Class 6 contains 5361 members Mstep: Class 7 contains 9365 members Mstep: Class 8 contains 868 members Mstep: Class 9 contains 14685 members Mstep: Class 10 contains 8457 members Mstep: Class 11 contains 10629 members Mstep: Class 12 contains 6395 members Mstep: Class 13 contains 96573 members Mstep: Class 14 contains 871 members Mstep: Class 15 contains 4348 members Mstep: Class 16 contains 8032 members Mstep: Class 17 contains 4592 members Mstep: Class 18 contains 34484 members Mstep: Class 19 contains 684 members Entering Unmasked Estep ConsiderDeletion Score: -22125804.000000 Penalty: 34120.687500 Iteration 9F: 18 clusters Score -2.21258e+07 nChanged 16865 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 8578 members Mstep: Class 4 contains 16964 members Mstep: Class 5 contains 1343 members Mstep: Class 6 contains 4864 members Mstep: Class 7 contains 6672 members Mstep: Class 8 contains 819 members Mstep: Class 9 contains 16346 members Mstep: Class 10 contains 6353 members Mstep: Class 11 contains 9731 members Mstep: Class 12 contains 6573 members Mstep: Class 13 contains 102274 members Mstep: Class 14 contains 683 members Mstep: Class 15 contains 2697 members Mstep: Class 16 contains 7065 members Mstep: Class 17 contains 4401 members Mstep: Class 18 contains 35225 members Mstep: Class 19 contains 647 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 1676.587402 but Gain 2007.097656 Score: -22141394.000000 Penalty: 32113.589844 Iteration 10F: 17 clusters Score -2.214139e+07 nChanged 14514 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9602 members Mstep: Class 4 contains 16910 members Mstep: Class 5 contains 1329 members Mstep: Class 6 contains 4289 members Mstep: Class 7 contains 4396 members Mstep: Class 8 contains 829 members Mstep: Class 9 contains 16555 members Mstep: Class 10 contains 5757 members Mstep: Class 11 contains 8790 members Mstep: Class 12 contains 6672 members Mstep: Class 13 contains 108727 members Mstep: Class 14 contains 624 members Mstep: Class 16 contains 6239 members Mstep: Class 17 contains 4130 members Mstep: Class 18 contains 35765 members Mstep: Class 19 contains 621 members Entering Unmasked Estep ConsiderDeletion Score: -22153354.000000 Penalty: 32113.589844 Iteration 11F: 17 clusters Score -2.215335e+07 nChanged 9187 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 10366 members Mstep: Class 4 contains 16826 members Mstep: Class 5 contains 1292 members Mstep: Class 6 contains 3788 members Mstep: Class 7 contains 2588 members Mstep: Class 8 contains 779 members Mstep: Class 9 contains 16519 members Mstep: Class 10 contains 5630 members Mstep: Class 11 contains 7537 members Mstep: Class 12 contains 6682 members Mstep: Class 13 contains 112458 members Mstep: Class 14 contains 684 members Mstep: Class 16 contains 5461 members Mstep: Class 17 contains 3827 members Mstep: Class 18 contains 36195 members Mstep: Class 19 contains 602 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 1600.739258 but Gain 2007.099609 Score: -22159952.000000 Penalty: 30106.490234 Iteration 12Q: 16 clusters Score -2.215995e+07 nChanged 8323 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 11185 members Mstep: Class 4 contains 16764 members Mstep: Class 5 contains 1248 members Mstep: Class 6 contains 3482 members Mstep: Class 8 contains 774 members Mstep: Class 9 contains 16473 members Mstep: Class 10 contains 5593 members Mstep: Class 11 contains 6788 members Mstep: Class 12 contains 6640 members Mstep: Class 13 contains 115819 members Mstep: Class 14 contains 791 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 3544 members Mstep: Class 18 contains 36619 members Mstep: Class 19 contains 600 members Entering Unmasked Estep ConsiderDeletion Score: -22166054.000000 Penalty: 30106.490234 Iteration 13Q: 16 clusters Score -2.216605e+07 nChanged 4660 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 11848 members Mstep: Class 4 contains 16714 members Mstep: Class 5 contains 1199 members Mstep: Class 6 contains 3269 members Mstep: Class 8 contains 747 members Mstep: Class 9 contains 16461 members Mstep: Class 10 contains 5608 members Mstep: Class 11 contains 5883 members Mstep: Class 12 contains 6592 members Mstep: Class 13 contains 116715 members Mstep: Class 14 contains 909 members Mstep: Class 16 contains 4422 members Mstep: Class 17 contains 3307 members Mstep: Class 18 contains 36935 members Mstep: Class 19 contains 625 members Entering Unmasked Estep ConsiderDeletion Score: -22168102.000000 Penalty: 30106.490234 Iteration 14Q: 16 clusters Score -2.21681e+07 nChanged 3701 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 12616 members Mstep: Class 4 contains 16690 members Mstep: Class 5 contains 1166 members Mstep: Class 6 contains 3130 members Mstep: Class 8 contains 724 members Mstep: Class 9 contains 16447 members Mstep: Class 10 contains 5631 members Mstep: Class 11 contains 5201 members Mstep: Class 12 contains 6533 members Mstep: Class 13 contains 117058 members Mstep: Class 14 contains 985 members Mstep: Class 16 contains 4063 members Mstep: Class 17 contains 3128 members Mstep: Class 18 contains 37191 members Mstep: Class 19 contains 671 members Entering Unmasked Estep ConsiderDeletion Score: -22169416.000000 Penalty: 30106.490234 Iteration 15Q: 16 clusters Score -2.216942e+07 nChanged 3011 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 13472 members Mstep: Class 4 contains 16683 members Mstep: Class 5 contains 1139 members Mstep: Class 6 contains 3047 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 16429 members Mstep: Class 10 contains 5664 members Mstep: Class 11 contains 4731 members Mstep: Class 12 contains 6501 members Mstep: Class 13 contains 116909 members Mstep: Class 14 contains 1026 members Mstep: Class 16 contains 3827 members Mstep: Class 17 contains 3037 members Mstep: Class 18 contains 37357 members Mstep: Class 19 contains 703 members Entering Unmasked Estep ConsiderDeletion Score: -22170464.000000 Penalty: 30106.490234 Iteration 16Q: 16 clusters Score -2.217046e+07 nChanged 2663 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 14479 members Mstep: Class 4 contains 16685 members Mstep: Class 5 contains 1121 members Mstep: Class 6 contains 2998 members Mstep: Class 8 contains 683 members Mstep: Class 9 contains 16417 members Mstep: Class 10 contains 5698 members Mstep: Class 11 contains 4409 members Mstep: Class 12 contains 6485 members Mstep: Class 13 contains 116379 members Mstep: Class 14 contains 1057 members Mstep: Class 16 contains 3615 members Mstep: Class 17 contains 2965 members Mstep: Class 18 contains 37515 members Mstep: Class 19 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -22171570.000000 Penalty: 30106.490234 Iteration 17Q: 16 clusters Score -2.217157e+07 nChanged 2373 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 15535 members Mstep: Class 4 contains 16679 members Mstep: Class 5 contains 1113 members Mstep: Class 6 contains 2985 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 16412 members Mstep: Class 10 contains 5718 members Mstep: Class 11 contains 4189 members Mstep: Class 12 contains 6494 members Mstep: Class 13 contains 115604 members Mstep: Class 14 contains 1086 members Mstep: Class 16 contains 3420 members Mstep: Class 17 contains 2928 members Mstep: Class 18 contains 37643 members Mstep: Class 19 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -22172486.000000 Penalty: 30106.490234 Iteration 18Q: 16 clusters Score -2.217249e+07 nChanged 2259 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 16719 members Mstep: Class 4 contains 16677 members Mstep: Class 5 contains 1109 members Mstep: Class 6 contains 2968 members Mstep: Class 8 contains 678 members Mstep: Class 9 contains 16415 members Mstep: Class 10 contains 5740 members Mstep: Class 11 contains 4062 members Mstep: Class 12 contains 6501 members Mstep: Class 13 contains 114562 members Mstep: Class 14 contains 1107 members Mstep: Class 16 contains 3263 members Mstep: Class 17 contains 2899 members Mstep: Class 18 contains 37756 members Mstep: Class 19 contains 777 members Entering Unmasked Estep ConsiderDeletion Score: -22173236.000000 Penalty: 30106.490234 Iteration 19Q: 16 clusters Score -2.217324e+07 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 18018 members Mstep: Class 4 contains 16674 members Mstep: Class 5 contains 1112 members Mstep: Class 6 contains 2957 members Mstep: Class 8 contains 678 members Mstep: Class 9 contains 16420 members Mstep: Class 10 contains 5757 members Mstep: Class 11 contains 3953 members Mstep: Class 12 contains 6521 members Mstep: Class 13 contains 113353 members Mstep: Class 14 contains 1121 members Mstep: Class 16 contains 3125 members Mstep: Class 17 contains 2871 members Mstep: Class 18 contains 37890 members Mstep: Class 19 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -22175282.000000 Penalty: 30106.490234 Iteration 20F: 16 clusters Score -2.217528e+07 nChanged 2673 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 19517 members Mstep: Class 4 contains 16572 members Mstep: Class 5 contains 951 members Mstep: Class 6 contains 2945 members Mstep: Class 8 contains 672 members Mstep: Class 9 contains 16432 members Mstep: Class 10 contains 5769 members Mstep: Class 11 contains 3910 members Mstep: Class 12 contains 6518 members Mstep: Class 13 contains 111879 members Mstep: Class 14 contains 1347 members Mstep: Class 16 contains 2973 members Mstep: Class 17 contains 2858 members Mstep: Class 18 contains 37911 members Mstep: Class 19 contains 982 members Entering Unmasked Estep ConsiderDeletion Score: -22178146.000000 Penalty: 30106.490234 Iteration 21Q: 16 clusters Score -2.217815e+07 nChanged 3072 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 21278 members Mstep: Class 4 contains 16460 members Mstep: Class 5 contains 802 members Mstep: Class 6 contains 2939 members Mstep: Class 8 contains 684 members Mstep: Class 9 contains 16443 members Mstep: Class 10 contains 5784 members Mstep: Class 11 contains 3899 members Mstep: Class 12 contains 6538 members Mstep: Class 13 contains 110069 members Mstep: Class 14 contains 1522 members Mstep: Class 16 contains 2848 members Mstep: Class 17 contains 2854 members Mstep: Class 18 contains 37812 members Mstep: Class 19 contains 1304 members Entering Unmasked Estep ConsiderDeletion Score: -22181124.000000 Penalty: 30106.490234 Iteration 22Q: 16 clusters Score -2.218112e+07 nChanged 3509 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 23359 members Mstep: Class 4 contains 16350 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2929 members Mstep: Class 8 contains 706 members Mstep: Class 9 contains 16446 members Mstep: Class 10 contains 5799 members Mstep: Class 11 contains 3949 members Mstep: Class 12 contains 6566 members Mstep: Class 13 contains 107806 members Mstep: Class 14 contains 1583 members Mstep: Class 16 contains 2745 members Mstep: Class 17 contains 2850 members Mstep: Class 18 contains 37633 members Mstep: Class 19 contains 1765 members Entering Unmasked Estep ConsiderDeletion Score: -22183830.000000 Penalty: 30106.490234 Iteration 23Q: 16 clusters Score -2.218383e+07 nChanged 4074 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 25916 members Mstep: Class 4 contains 16285 members Mstep: Class 5 contains 708 members Mstep: Class 6 contains 2926 members Mstep: Class 8 contains 741 members Mstep: Class 9 contains 16442 members Mstep: Class 10 contains 5815 members Mstep: Class 11 contains 4040 members Mstep: Class 12 contains 6575 members Mstep: Class 13 contains 105013 members Mstep: Class 14 contains 1610 members Mstep: Class 16 contains 2675 members Mstep: Class 17 contains 2842 members Mstep: Class 18 contains 37420 members Mstep: Class 19 contains 2229 members Entering Unmasked Estep ConsiderDeletion Score: -22187126.000000 Penalty: 30106.490234 Iteration 24Q: 16 clusters Score -2.218713e+07 nChanged 4744 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 29109 members Mstep: Class 4 contains 16248 members Mstep: Class 5 contains 679 members Mstep: Class 6 contains 2913 members Mstep: Class 8 contains 798 members Mstep: Class 9 contains 16427 members Mstep: Class 10 contains 5838 members Mstep: Class 11 contains 4239 members Mstep: Class 12 contains 6598 members Mstep: Class 13 contains 101492 members Mstep: Class 14 contains 1620 members Mstep: Class 16 contains 2606 members Mstep: Class 17 contains 2840 members Mstep: Class 18 contains 37226 members Mstep: Class 19 contains 2604 members Entering Unmasked Estep ConsiderDeletion Score: -22191320.000000 Penalty: 30106.490234 Iteration 25Q: 16 clusters Score -2.219132e+07 nChanged 5496 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 32987 members Mstep: Class 4 contains 16206 members Mstep: Class 5 contains 661 members Mstep: Class 6 contains 2906 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 16407 members Mstep: Class 10 contains 5855 members Mstep: Class 11 contains 4614 members Mstep: Class 12 contains 6619 members Mstep: Class 13 contains 97163 members Mstep: Class 14 contains 1629 members Mstep: Class 16 contains 2567 members Mstep: Class 17 contains 2838 members Mstep: Class 18 contains 37008 members Mstep: Class 19 contains 2894 members Entering Unmasked Estep ConsiderDeletion Score: -22198466.000000 Penalty: 30106.490234 Iteration 26Q: 16 clusters Score -2.219847e+07 nChanged 6238 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 37100 members Mstep: Class 4 contains 16158 members Mstep: Class 5 contains 652 members Mstep: Class 6 contains 2902 members Mstep: Class 8 contains 989 members Mstep: Class 9 contains 16386 members Mstep: Class 10 contains 5886 members Mstep: Class 11 contains 5427 members Mstep: Class 12 contains 6632 members Mstep: Class 13 contains 92167 members Mstep: Class 14 contains 1637 members Mstep: Class 16 contains 2583 members Mstep: Class 17 contains 2842 members Mstep: Class 18 contains 36721 members Mstep: Class 19 contains 3155 members Entering Unmasked Estep ConsiderDeletion Score: -22211002.000000 Penalty: 30106.490234 Iteration 27Q: 16 clusters Score -2.2211e+07 nChanged 4772 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 39408 members Mstep: Class 4 contains 16091 members Mstep: Class 5 contains 648 members Mstep: Class 6 contains 2876 members Mstep: Class 8 contains 995 members Mstep: Class 9 contains 16350 members Mstep: Class 10 contains 5938 members Mstep: Class 11 contains 6121 members Mstep: Class 12 contains 6563 members Mstep: Class 13 contains 89337 members Mstep: Class 14 contains 1668 members Mstep: Class 16 contains 2752 members Mstep: Class 17 contains 2838 members Mstep: Class 18 contains 36279 members Mstep: Class 19 contains 3373 members Entering Unmasked Estep ConsiderDeletion Score: -22219094.000000 Penalty: 30106.490234 Iteration 28Q: 16 clusters Score -2.221909e+07 nChanged 3545 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 40302 members Mstep: Class 4 contains 16056 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 2863 members Mstep: Class 8 contains 920 members Mstep: Class 9 contains 16330 members Mstep: Class 10 contains 5991 members Mstep: Class 11 contains 6783 members Mstep: Class 12 contains 6410 members Mstep: Class 13 contains 87893 members Mstep: Class 14 contains 1703 members Mstep: Class 16 contains 3035 members Mstep: Class 17 contains 2832 members Mstep: Class 18 contains 35895 members Mstep: Class 19 contains 3577 members Entering Unmasked Estep ConsiderDeletion Score: -22223186.000000 Penalty: 30106.490234 Iteration 29Q: 16 clusters Score -2.222319e+07 nChanged 2946 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 40879 members Mstep: Class 4 contains 16040 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 2852 members Mstep: Class 8 contains 853 members Mstep: Class 9 contains 16317 members Mstep: Class 10 contains 6010 members Mstep: Class 11 contains 7503 members Mstep: Class 12 contains 6246 members Mstep: Class 13 contains 86895 members Mstep: Class 14 contains 1726 members Mstep: Class 16 contains 3273 members Mstep: Class 17 contains 2827 members Mstep: Class 18 contains 35430 members Mstep: Class 19 contains 3739 members Entering Unmasked Estep ConsiderDeletion Score: -22225660.000000 Penalty: 30106.490234 Iteration 30Q: 16 clusters Score -2.222566e+07 nChanged 2443 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41160 members Mstep: Class 4 contains 16032 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 2848 members Mstep: Class 8 contains 778 members Mstep: Class 9 contains 16318 members Mstep: Class 10 contains 5998 members Mstep: Class 11 contains 8219 members Mstep: Class 12 contains 6094 members Mstep: Class 13 contains 86246 members Mstep: Class 14 contains 1737 members Mstep: Class 16 contains 3509 members Mstep: Class 17 contains 2818 members Mstep: Class 18 contains 34936 members Mstep: Class 19 contains 3897 members Entering Unmasked Estep ConsiderDeletion Score: -22227392.000000 Penalty: 30106.490234 Iteration 31Q: 16 clusters Score -2.222739e+07 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 41337 members Mstep: Class 4 contains 16022 members Mstep: Class 5 contains 649 members Mstep: Class 6 contains 2842 members Mstep: Class 8 contains 706 members Mstep: Class 9 contains 16330 members Mstep: Class 10 contains 5986 members Mstep: Class 11 contains 8973 members Mstep: Class 12 contains 5942 members Mstep: Class 13 contains 85782 members Mstep: Class 14 contains 1737 members Mstep: Class 16 contains 3689 members Mstep: Class 17 contains 2808 members Mstep: Class 18 contains 34358 members Mstep: Class 19 contains 4077 members Entering Unmasked Estep ConsiderDeletion Score: -22228562.000000 Penalty: 30106.490234 Iteration 32Q: 16 clusters Score -2.222856e+07 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41414 members Mstep: Class 4 contains 16023 members Mstep: Class 5 contains 650 members Mstep: Class 6 contains 2835 members Mstep: Class 8 contains 645 members Mstep: Class 9 contains 16333 members Mstep: Class 10 contains 5975 members Mstep: Class 11 contains 9630 members Mstep: Class 12 contains 5800 members Mstep: Class 13 contains 85521 members Mstep: Class 14 contains 1738 members Mstep: Class 16 contains 3849 members Mstep: Class 17 contains 2807 members Mstep: Class 18 contains 33757 members Mstep: Class 19 contains 4260 members Entering Unmasked Estep ConsiderDeletion Score: -22229652.000000 Penalty: 30106.490234 Iteration 33Q: 16 clusters Score -2.222965e+07 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41460 members Mstep: Class 4 contains 16025 members Mstep: Class 5 contains 652 members Mstep: Class 6 contains 2832 members Mstep: Class 8 contains 599 members Mstep: Class 9 contains 16341 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 10209 members Mstep: Class 12 contains 5645 members Mstep: Class 13 contains 85419 members Mstep: Class 14 contains 1738 members Mstep: Class 16 contains 3963 members Mstep: Class 17 contains 2801 members Mstep: Class 18 contains 33121 members Mstep: Class 19 contains 4466 members Entering Unmasked Estep ConsiderDeletion Score: -22230480.000000 Penalty: 30106.490234 Iteration 34Q: 16 clusters Score -2.223048e+07 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41481 members Mstep: Class 4 contains 16024 members Mstep: Class 5 contains 653 members Mstep: Class 6 contains 2835 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 16349 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 10723 members Mstep: Class 12 contains 5522 members Mstep: Class 13 contains 85346 members Mstep: Class 14 contains 1734 members Mstep: Class 16 contains 4029 members Mstep: Class 17 contains 2797 members Mstep: Class 18 contains 32550 members Mstep: Class 19 contains 4657 members Entering Unmasked Estep ConsiderDeletion Score: -22230900.000000 Penalty: 30106.490234 Iteration 35Q: 16 clusters Score -2.22309e+07 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41475 members Mstep: Class 4 contains 16017 members Mstep: Class 5 contains 654 members Mstep: Class 6 contains 2841 members Mstep: Class 8 contains 548 members Mstep: Class 9 contains 16351 members Mstep: Class 10 contains 5969 members Mstep: Class 11 contains 11128 members Mstep: Class 12 contains 5400 members Mstep: Class 13 contains 85397 members Mstep: Class 14 contains 1731 members Mstep: Class 16 contains 4088 members Mstep: Class 17 contains 2794 members Mstep: Class 18 contains 32032 members Mstep: Class 19 contains 4812 members Entering Unmasked Estep ConsiderDeletion Score: -22231138.000000 Penalty: 30106.490234 Iteration 36Q: 16 clusters Score -2.223114e+07 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 41462 members Mstep: Class 4 contains 16006 members Mstep: Class 5 contains 654 members Mstep: Class 6 contains 2844 members Mstep: Class 8 contains 532 members Mstep: Class 9 contains 16353 members Mstep: Class 10 contains 5972 members Mstep: Class 11 contains 11475 members Mstep: Class 12 contains 5307 members Mstep: Class 13 contains 85489 members Mstep: Class 14 contains 1727 members Mstep: Class 16 contains 4117 members Mstep: Class 17 contains 2790 members Mstep: Class 18 contains 31577 members Mstep: Class 19 contains 4931 members Entering Unmasked Estep ConsiderDeletion Score: -22231450.000000 Penalty: 30106.490234 Iteration 37Q: 16 clusters Score -2.223145e+07 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41452 members Mstep: Class 4 contains 15998 members Mstep: Class 5 contains 654 members Mstep: Class 6 contains 2845 members Mstep: Class 8 contains 512 members Mstep: Class 9 contains 16351 members Mstep: Class 10 contains 5971 members Mstep: Class 11 contains 11774 members Mstep: Class 12 contains 5236 members Mstep: Class 13 contains 85571 members Mstep: Class 14 contains 1725 members Mstep: Class 16 contains 4143 members Mstep: Class 17 contains 2791 members Mstep: Class 18 contains 31197 members Mstep: Class 19 contains 5017 members Entering Unmasked Estep ConsiderDeletion Score: -22231616.000000 Penalty: 30106.490234 Iteration 38Q: 16 clusters Score -2.223162e+07 nChanged 784 Entering ConstructFrom: Score: -22231616.000000 Penalty: 30106.490234 Entering ConstructFrom: Trying to split cluster 1 (41432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41432 members Entering Unmasked Estep Score: -4074391.500000 Penalty: 1727.668945 Iteration 0F: 2 clusters Score -4074392 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20627 members Mstep: Class 2 contains 20805 members Entering Unmasked Estep Score: -4046793.000000 Penalty: 3455.337891 Iteration 0F: 3 clusters Score -4046793 nChanged 19241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20284 members Mstep: Class 2 contains 21148 members Entering Unmasked Estep Score: -4058789.750000 Penalty: 3455.337891 Iteration 1F: 3 clusters Score -4058790 nChanged 2772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20190 members Mstep: Class 2 contains 21242 members Entering Unmasked Estep Score: -4060792.750000 Penalty: 3455.337891 Iteration 2F: 3 clusters Score -4060793 nChanged 3084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20102 members Mstep: Class 2 contains 21330 members Entering Unmasked Estep Score: -4063247.500000 Penalty: 3455.337891 Iteration 3F: 3 clusters Score -4063248 nChanged 3192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20036 members Mstep: Class 2 contains 21396 members Entering Unmasked Estep Score: -4065828.250000 Penalty: 3455.337891 Iteration 4F: 3 clusters Score -4065828 nChanged 2914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20070 members Mstep: Class 2 contains 21362 members Entering Unmasked Estep Score: -4067946.000000 Penalty: 3455.337891 Iteration 5F: 3 clusters Score -4067946 nChanged 2526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20090 members Mstep: Class 2 contains 21342 members Entering Unmasked Estep Score: -4069433.500000 Penalty: 3455.337891 Iteration 6F: 3 clusters Score -4069434 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20107 members Mstep: Class 2 contains 21325 members Entering Unmasked Estep Score: -4070340.250000 Penalty: 3455.337891 Iteration 7Q: 3 clusters Score -4070340 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20050 members Mstep: Class 2 contains 21382 members Entering Unmasked Estep Score: -4070842.750000 Penalty: 3455.337891 Iteration 8Q: 3 clusters Score -4070843 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19958 members Mstep: Class 2 contains 21474 members Entering Unmasked Estep Score: -4071119.250000 Penalty: 3455.337891 Iteration 9Q: 3 clusters Score -4071119 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19850 members Mstep: Class 2 contains 21582 members Entering Unmasked Estep Score: -4071282.750000 Penalty: 3455.337891 Iteration 10Q: 3 clusters Score -4071283 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19711 members Mstep: Class 2 contains 21721 members Entering Unmasked Estep Score: -4071411.000000 Penalty: 3455.337891 Iteration 11Q: 3 clusters Score -4071411 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19541 members Mstep: Class 2 contains 21891 members Entering Unmasked Estep Score: -4071539.000000 Penalty: 3455.337891 Iteration 12Q: 3 clusters Score -4071539 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19358 members Mstep: Class 2 contains 22074 members Entering Unmasked Estep Score: -4071684.000000 Penalty: 3455.337891 Iteration 13Q: 3 clusters Score -4071684 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19172 members Mstep: Class 2 contains 22260 members Entering Unmasked Estep Score: -4071773.250000 Penalty: 3455.337891 Iteration 14Q: 3 clusters Score -4071773 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18984 members Mstep: Class 2 contains 22448 members Entering Unmasked Estep Score: -4071860.000000 Penalty: 3455.337891 Iteration 15Q: 3 clusters Score -4071860 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18798 members Mstep: Class 2 contains 22634 members Entering Unmasked Estep Score: -4071959.250000 Penalty: 3455.337891 Iteration 16Q: 3 clusters Score -4071959 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18593 members Mstep: Class 2 contains 22839 members Entering Unmasked Estep Score: -4072055.500000 Penalty: 3455.337891 Iteration 17Q: 3 clusters Score -4072056 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18370 members Mstep: Class 2 contains 23062 members Entering Unmasked Estep Score: -4072137.250000 Penalty: 3455.337891 Iteration 18Q: 3 clusters Score -4072137 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18119 members Mstep: Class 2 contains 23313 members Entering Unmasked Estep Score: -4072234.000000 Penalty: 3455.337891 Iteration 19Q: 3 clusters Score -4072234 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17852 members Mstep: Class 2 contains 23580 members Entering Unmasked Estep Score: -4072316.750000 Penalty: 3455.337891 Iteration 20F: 3 clusters Score -4072317 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17563 members Mstep: Class 2 contains 23869 members Entering Unmasked Estep Score: -4072382.500000 Penalty: 3455.337891 Iteration 21Q: 3 clusters Score -4072382 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17278 members Mstep: Class 2 contains 24154 members Entering Unmasked Estep Score: -4072453.250000 Penalty: 3455.337891 Iteration 22Q: 3 clusters Score -4072453 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17011 members Mstep: Class 2 contains 24421 members Entering Unmasked Estep Score: -4072520.750000 Penalty: 3455.337891 Iteration 23Q: 3 clusters Score -4072521 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16744 members Mstep: Class 2 contains 24688 members Entering Unmasked Estep Score: -4072556.000000 Penalty: 3455.337891 Iteration 24Q: 3 clusters Score -4072556 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16479 members Mstep: Class 2 contains 24953 members Entering Unmasked Estep Score: -4072621.000000 Penalty: 3455.337891 Iteration 25Q: 3 clusters Score -4072621 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16213 members Mstep: Class 2 contains 25219 members Entering Unmasked Estep Score: -4072658.250000 Penalty: 3455.337891 Iteration 26Q: 3 clusters Score -4072658 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15968 members Mstep: Class 2 contains 25464 members Entering Unmasked Estep Score: -4072706.500000 Penalty: 3455.337891 Iteration 27Q: 3 clusters Score -4072706 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15715 members Mstep: Class 2 contains 25717 members Entering Unmasked Estep Score: -4072755.500000 Penalty: 3455.337891 Iteration 28Q: 3 clusters Score -4072756 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15485 members Mstep: Class 2 contains 25947 members Entering Unmasked Estep Score: -4072773.250000 Penalty: 3455.337891 Iteration 29Q: 3 clusters Score -4072773 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15259 members Mstep: Class 2 contains 26173 members Entering Unmasked Estep Score: -4072770.750000 Penalty: 3455.337891 Iteration 30Q: 3 clusters Score -4072771 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15058 members Mstep: Class 2 contains 26374 members Entering Unmasked Estep Score: -4072803.500000 Penalty: 3455.337891 Iteration 31Q: 3 clusters Score -4072804 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14852 members Mstep: Class 2 contains 26580 members Entering Unmasked Estep Score: -4072833.750000 Penalty: 3455.337891 Iteration 32Q: 3 clusters Score -4072834 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14681 members Mstep: Class 2 contains 26751 members Entering Unmasked Estep Score: -4072855.750000 Penalty: 3455.337891 Iteration 33Q: 3 clusters Score -4072856 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14501 members Mstep: Class 2 contains 26931 members Entering Unmasked Estep Score: -4072885.000000 Penalty: 3455.337891 Iteration 34Q: 3 clusters Score -4072885 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 27108 members Entering Unmasked Estep Score: -4072918.000000 Penalty: 3455.337891 Iteration 35Q: 3 clusters Score -4072918 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14148 members Mstep: Class 2 contains 27284 members Entering Unmasked Estep Score: -4072932.500000 Penalty: 3455.337891 Iteration 36Q: 3 clusters Score -4072932 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13988 members Mstep: Class 2 contains 27444 members Entering Unmasked Estep Score: -4072953.250000 Penalty: 3455.337891 Iteration 37Q: 3 clusters Score -4072953 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 27604 members Entering Unmasked Estep Score: -4072968.250000 Penalty: 3455.337891 Iteration 38Q: 3 clusters Score -4072968 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13661 members Mstep: Class 2 contains 27771 members Entering Unmasked Estep Score: -4072982.000000 Penalty: 3455.337891 Iteration 39Q: 3 clusters Score -4072982 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13495 members Mstep: Class 2 contains 27937 members Entering Unmasked Estep Score: -4072980.500000 Penalty: 3455.337891 Iteration 40F: 3 clusters Score -4072980 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13342 members Mstep: Class 2 contains 28090 members Entering Unmasked Estep Score: -4072992.250000 Penalty: 3455.337891 Iteration 41Q: 3 clusters Score -4072992 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13180 members Mstep: Class 2 contains 28252 members Entering Unmasked Estep Score: -4073013.250000 Penalty: 3455.337891 Iteration 42Q: 3 clusters Score -4073013 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13011 members Mstep: Class 2 contains 28421 members Entering Unmasked Estep Score: -4073020.000000 Penalty: 3455.337891 Iteration 43Q: 3 clusters Score -4073020 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12845 members Mstep: Class 2 contains 28587 members Entering Unmasked Estep Score: -4073033.250000 Penalty: 3455.337891 Iteration 44Q: 3 clusters Score -4073033 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12678 members Mstep: Class 2 contains 28754 members Entering Unmasked Estep Score: -4073051.500000 Penalty: 3455.337891 Iteration 45Q: 3 clusters Score -4073052 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12501 members Mstep: Class 2 contains 28931 members Entering Unmasked Estep Score: -4073071.250000 Penalty: 3455.337891 Iteration 46Q: 3 clusters Score -4073071 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12323 members Mstep: Class 2 contains 29109 members Entering Unmasked Estep Score: -4073095.000000 Penalty: 3455.337891 Iteration 47Q: 3 clusters Score -4073095 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12155 members Mstep: Class 2 contains 29277 members Entering Unmasked Estep Score: -4073114.000000 Penalty: 3455.337891 Iteration 48Q: 3 clusters Score -4073114 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 29453 members Entering Unmasked Estep Score: -4073125.500000 Penalty: 3455.337891 Iteration 49Q: 3 clusters Score -4073126 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11778 members Mstep: Class 2 contains 29654 members Entering Unmasked Estep Score: -4073152.750000 Penalty: 3455.337891 Iteration 50Q: 3 clusters Score -4073153 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 29850 members Entering Unmasked Estep Score: -4073184.500000 Penalty: 3455.337891 Iteration 51Q: 3 clusters Score -4073184 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 30039 members Entering Unmasked Estep Score: -4073198.000000 Penalty: 3455.337891 Iteration 52Q: 3 clusters Score -4073198 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11212 members Mstep: Class 2 contains 30220 members Entering Unmasked Estep Score: -4073224.500000 Penalty: 3455.337891 Iteration 53Q: 3 clusters Score -4073224 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11040 members Mstep: Class 2 contains 30392 members Entering Unmasked Estep Score: -4073250.250000 Penalty: 3455.337891 Iteration 54Q: 3 clusters Score -4073250 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10863 members Mstep: Class 2 contains 30569 members Entering Unmasked Estep Score: -4073285.250000 Penalty: 3455.337891 Iteration 55Q: 3 clusters Score -4073285 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 30742 members Entering Unmasked Estep Score: -4073291.000000 Penalty: 3455.337891 Iteration 56Q: 3 clusters Score -4073291 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10526 members Mstep: Class 2 contains 30906 members Entering Unmasked Estep Score: -4073320.500000 Penalty: 3455.337891 Iteration 57Q: 3 clusters Score -4073320 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10382 members Mstep: Class 2 contains 31050 members Entering Unmasked Estep Score: -4073334.000000 Penalty: 3455.337891 Iteration 58Q: 3 clusters Score -4073334 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10238 members Mstep: Class 2 contains 31194 members Entering Unmasked Estep Score: -4073342.500000 Penalty: 3455.337891 Iteration 59Q: 3 clusters Score -4073342 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 31333 members Entering Unmasked Estep Score: -4073353.500000 Penalty: 3455.337891 Iteration 60F: 3 clusters Score -4073354 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 31456 members Entering Unmasked Estep Score: -4073362.000000 Penalty: 3455.337891 Iteration 61Q: 3 clusters Score -4073362 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 31566 members Entering Unmasked Estep Score: -4073373.250000 Penalty: 3455.337891 Iteration 62Q: 3 clusters Score -4073373 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 31676 members Entering Unmasked Estep Score: -4073390.000000 Penalty: 3455.337891 Iteration 63Q: 3 clusters Score -4073390 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9661 members Mstep: Class 2 contains 31771 members Entering Unmasked Estep Score: -4073396.500000 Penalty: 3455.337891 Iteration 64Q: 3 clusters Score -4073396 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9565 members Mstep: Class 2 contains 31867 members Entering Unmasked Estep Score: -4073393.500000 Penalty: 3455.337891 Iteration 65Q: 3 clusters Score -4073394 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9472 members Mstep: Class 2 contains 31960 members Entering Unmasked Estep Score: -4073406.500000 Penalty: 3455.337891 Iteration 66Q: 3 clusters Score -4073406 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 32048 members Entering Unmasked Estep Score: -4073414.500000 Penalty: 3455.337891 Iteration 67Q: 3 clusters Score -4073414 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9298 members Mstep: Class 2 contains 32134 members Entering Unmasked Estep Score: -4073417.250000 Penalty: 3455.337891 Iteration 68Q: 3 clusters Score -4073417 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9209 members Mstep: Class 2 contains 32223 members Entering Unmasked Estep Score: -4073435.250000 Penalty: 3455.337891 Iteration 69Q: 3 clusters Score -4073435 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 32319 members Entering Unmasked Estep Score: -4073441.000000 Penalty: 3455.337891 Iteration 70Q: 3 clusters Score -4073441 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9002 members Mstep: Class 2 contains 32430 members Entering Unmasked Estep Score: -4073448.750000 Penalty: 3455.337891 Iteration 71Q: 3 clusters Score -4073449 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 32536 members Entering Unmasked Estep Score: -4073458.000000 Penalty: 3455.337891 Iteration 72Q: 3 clusters Score -4073458 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 32631 members Entering Unmasked Estep Score: -4073465.250000 Penalty: 3455.337891 Iteration 73Q: 3 clusters Score -4073465 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 32728 members Entering Unmasked Estep Score: -4073491.000000 Penalty: 3455.337891 Iteration 74Q: 3 clusters Score -4073491 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8614 members Mstep: Class 2 contains 32818 members Entering Unmasked Estep Score: -4073498.000000 Penalty: 3455.337891 Iteration 75Q: 3 clusters Score -4073498 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8539 members Mstep: Class 2 contains 32893 members Entering Unmasked Estep Score: -4073507.500000 Penalty: 3455.337891 Iteration 76Q: 3 clusters Score -4073508 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 32970 members Entering Unmasked Estep Score: -4073516.500000 Penalty: 3455.337891 Iteration 77Q: 3 clusters Score -4073516 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 33051 members Entering Unmasked Estep Score: -4073531.750000 Penalty: 3455.337891 Iteration 78Q: 3 clusters Score -4073532 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8287 members Mstep: Class 2 contains 33145 members Entering Unmasked Estep Score: -4073536.500000 Penalty: 3455.337891 Iteration 79Q: 3 clusters Score -4073536 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 33243 members Entering Unmasked Estep Score: -4073561.500000 Penalty: 3455.337891 Iteration 80F: 3 clusters Score -4073562 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 33350 members Entering Unmasked Estep Score: -4073582.500000 Penalty: 3455.337891 Iteration 81Q: 3 clusters Score -4073582 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 33456 members Entering Unmasked Estep Score: -4073571.750000 Penalty: 3455.337891 Iteration 82Q: 3 clusters Score -4073572 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 33560 members Entering Unmasked Estep Score: -4073599.750000 Penalty: 3455.337891 Iteration 83Q: 3 clusters Score -4073600 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 33668 members Entering Unmasked Estep Score: -4073613.750000 Penalty: 3455.337891 Iteration 84Q: 3 clusters Score -4073614 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 33785 members Entering Unmasked Estep Score: -4073643.250000 Penalty: 3455.337891 Iteration 85Q: 3 clusters Score -4073643 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 33906 members Entering Unmasked Estep Score: -4073667.000000 Penalty: 3455.337891 Iteration 86Q: 3 clusters Score -4073667 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 34029 members Entering Unmasked Estep Score: -4073706.250000 Penalty: 3455.337891 Iteration 87Q: 3 clusters Score -4073706 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 34188 members Entering Unmasked Estep Score: -4073783.000000 Penalty: 3455.337891 Iteration 88Q: 3 clusters Score -4073783 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 34341 members Entering Unmasked Estep Score: -4073855.000000 Penalty: 3455.337891 Iteration 89Q: 3 clusters Score -4073855 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 34504 members Entering Unmasked Estep Score: -4073947.500000 Penalty: 3455.337891 Iteration 90Q: 3 clusters Score -4073948 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 34661 members Entering Unmasked Estep Score: -4074027.750000 Penalty: 3455.337891 Iteration 91Q: 3 clusters Score -4074028 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 34826 members Entering Unmasked Estep Score: -4074076.750000 Penalty: 3455.337891 Iteration 92Q: 3 clusters Score -4074077 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 34958 members Entering Unmasked Estep Score: -4074116.500000 Penalty: 3455.337891 Iteration 93Q: 3 clusters Score -4074116 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 35067 members Entering Unmasked Estep Score: -4074123.000000 Penalty: 3455.337891 Iteration 94Q: 3 clusters Score -4074123 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 35163 members Entering Unmasked Estep Score: -4074131.250000 Penalty: 3455.337891 Iteration 95Q: 3 clusters Score -4074131 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 35248 members Entering Unmasked Estep Score: -4074147.000000 Penalty: 3455.337891 Iteration 96Q: 3 clusters Score -4074147 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 35324 members Entering Unmasked Estep Score: -4074166.750000 Penalty: 3455.337891 Iteration 97Q: 3 clusters Score -4074167 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 35383 members Entering Unmasked Estep Score: -4074180.500000 Penalty: 3455.337891 Iteration 98Q: 3 clusters Score -4074180 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 35432 members Entering Unmasked Estep Score: -4074189.750000 Penalty: 3455.337891 Iteration 99Q: 3 clusters Score -4074190 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 35487 members Entering Unmasked Estep Score: -4074189.500000 Penalty: 3455.337891 Iteration 100F: 3 clusters Score -4074190 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 35541 members Entering Unmasked Estep Score: -4074196.000000 Penalty: 3455.337891 Iteration 101Q: 3 clusters Score -4074196 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 35589 members Entering Unmasked Estep Score: -4074203.250000 Penalty: 3455.337891 Iteration 102Q: 3 clusters Score -4074203 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 35634 members Entering Unmasked Estep Score: -4074201.750000 Penalty: 3455.337891 Iteration 103Q: 3 clusters Score -4074202 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 35670 members Entering Unmasked Estep Score: -4074207.000000 Penalty: 3455.337891 Iteration 104Q: 3 clusters Score -4074207 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 35709 members Entering Unmasked Estep Score: -4074209.750000 Penalty: 3455.337891 Iteration 105Q: 3 clusters Score -4074210 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 35738 members Entering Unmasked Estep Score: -4074220.000000 Penalty: 3455.337891 Iteration 106Q: 3 clusters Score -4074220 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5665 members Mstep: Class 2 contains 35767 members Entering Unmasked Estep Score: -4074238.500000 Penalty: 3455.337891 Iteration 107Q: 3 clusters Score -4074238 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 35796 members Entering Unmasked Estep Score: -4074235.250000 Penalty: 3455.337891 Iteration 108Q: 3 clusters Score -4074235 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 35826 members Entering Unmasked Estep Score: -4074234.250000 Penalty: 3455.337891 Iteration 109Q: 3 clusters Score -4074234 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 35856 members Entering Unmasked Estep Score: -4074235.500000 Penalty: 3455.337891 Iteration 110Q: 3 clusters Score -4074236 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 35881 members Entering Unmasked Estep Score: -4074233.250000 Penalty: 3455.337891 Iteration 111Q: 3 clusters Score -4074233 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 35909 members Entering Unmasked Estep Score: -4074238.500000 Penalty: 3455.337891 Iteration 112Q: 3 clusters Score -4074238 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 35931 members Entering Unmasked Estep Score: -4074243.250000 Penalty: 3455.337891 Iteration 113Q: 3 clusters Score -4074243 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 35955 members Entering Unmasked Estep Score: -4074249.250000 Penalty: 3455.337891 Iteration 114Q: 3 clusters Score -4074249 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 35975 members Entering Unmasked Estep Score: -4074246.000000 Penalty: 3455.337891 Iteration 115Q: 3 clusters Score -4074246 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 35986 members Entering Unmasked Estep Score: -4074237.750000 Penalty: 3455.337891 Iteration 116Q: 3 clusters Score -4074238 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 35997 members Entering Unmasked Estep Score: -4074236.250000 Penalty: 3455.337891 Iteration 117Q: 3 clusters Score -4074236 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 36004 members Entering Unmasked Estep Score: -4074245.250000 Penalty: 3455.337891 Iteration 118Q: 3 clusters Score -4074245 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 36014 members Entering Unmasked Estep Score: -4074239.750000 Penalty: 3455.337891 Iteration 119Q: 3 clusters Score -4074240 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 36026 members Entering Unmasked Estep Score: -4074236.000000 Penalty: 3455.337891 Iteration 120F: 3 clusters Score -4074236 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 36034 members Entering Unmasked Estep Score: -4074234.750000 Penalty: 3455.337891 Iteration 121Q: 3 clusters Score -4074235 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 36040 members Entering Unmasked Estep Score: -4074233.250000 Penalty: 3455.337891 Iteration 122Q: 3 clusters Score -4074233 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 36044 members Entering Unmasked Estep Score: -4074234.500000 Penalty: 3455.337891 Iteration 123Q: 3 clusters Score -4074234 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 36049 members Entering Unmasked Estep Score: -4074239.250000 Penalty: 3455.337891 Iteration 124Q: 3 clusters Score -4074239 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 36053 members Entering Unmasked Estep Score: -4074239.000000 Penalty: 3455.337891 Iteration 125Q: 3 clusters Score -4074239 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 36056 members Entering Unmasked Estep Score: -4074237.500000 Penalty: 3455.337891 Iteration 126Q: 3 clusters Score -4074238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 36058 members Entering Unmasked Estep Score: -4074238.000000 Penalty: 3455.337891 Iteration 127Q: 3 clusters Score -4074238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 36062 members Entering Unmasked Estep Score: -4074236.500000 Penalty: 3455.337891 Iteration 128Q: 3 clusters Score -4074236 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 36067 members Entering Unmasked Estep Score: -4074235.000000 Penalty: 3455.337891 Iteration 129Q: 3 clusters Score -4074235 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 36070 members Entering Unmasked Estep Score: -4074235.000000 Penalty: 3455.337891 Iteration 130Q: 3 clusters Score -4074235 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 36071 members Entering Unmasked Estep Score: -4074234.500000 Penalty: 3455.337891 Iteration 131Q: 3 clusters Score -4074234 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 36071 members Entering Unmasked Estep Score: -4074234.500000 Penalty: 3455.337891 Iteration 132F: 3 clusters Score -4074234 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (15992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15992 members Entering Unmasked Estep Score: -1585761.000000 Penalty: 1572.974609 Iteration 0F: 2 clusters Score -1585761 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -1574775.125000 Penalty: 3145.949219 Iteration 0F: 3 clusters Score -1574775 nChanged 7142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -1579664.000000 Penalty: 3145.949219 Iteration 1F: 3 clusters Score -1579664 nChanged 1470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 9699 members Entering Unmasked Estep Score: -1581060.000000 Penalty: 3145.949219 Iteration 2F: 3 clusters Score -1581060 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 10755 members Entering Unmasked Estep Score: -1582547.875000 Penalty: 3145.949219 Iteration 3F: 3 clusters Score -1582548 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -1584092.375000 Penalty: 3145.949219 Iteration 4F: 3 clusters Score -1584092 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 12612 members Entering Unmasked Estep Score: -1585367.750000 Penalty: 3145.949219 Iteration 5F: 3 clusters Score -1585368 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 13084 members Entering Unmasked Estep Score: -1586322.375000 Penalty: 3145.949219 Iteration 6F: 3 clusters Score -1586322 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -1587013.375000 Penalty: 3145.949219 Iteration 7Q: 3 clusters Score -1587013 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 13212 members Entering Unmasked Estep Score: -1587577.500000 Penalty: 3145.949219 Iteration 8Q: 3 clusters Score -1587578 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 13121 members Entering Unmasked Estep Score: -1588128.125000 Penalty: 3145.949219 Iteration 9Q: 3 clusters Score -1588128 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -1588720.875000 Penalty: 3145.949219 Iteration 10Q: 3 clusters Score -1588721 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -1589363.250000 Penalty: 3145.949219 Iteration 11Q: 3 clusters Score -1589363 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 12954 members Entering Unmasked Estep Score: -1589690.750000 Penalty: 3145.949219 Iteration 12Q: 3 clusters Score -1589691 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 12940 members Entering Unmasked Estep Score: -1589755.250000 Penalty: 3145.949219 Iteration 13Q: 3 clusters Score -1589755 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 12941 members Entering Unmasked Estep Score: -1589777.250000 Penalty: 3145.949219 Iteration 14Q: 3 clusters Score -1589777 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 12943 members Entering Unmasked Estep Score: -1589776.625000 Penalty: 3145.949219 Iteration 15Q: 3 clusters Score -1589777 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -1589779.500000 Penalty: 3145.949219 Iteration 16Q: 3 clusters Score -1589780 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 12940 members Entering Unmasked Estep Score: -1589777.625000 Penalty: 3145.949219 Iteration 17Q: 3 clusters Score -1589778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 12941 members Entering Unmasked Estep Score: -1589779.750000 Penalty: 3145.949219 Iteration 18Q: 3 clusters Score -1589780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -1589774.875000 Penalty: 3145.949219 Iteration 19Q: 3 clusters Score -1589775 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 12941 members Entering Unmasked Estep Score: -1589799.500000 Penalty: 3145.949219 Iteration 20F: 3 clusters Score -1589800 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 12940 members Entering Unmasked Estep Score: -1589801.250000 Penalty: 3145.949219 Iteration 21Q: 3 clusters Score -1589801 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 12941 members Entering Unmasked Estep Score: -1589803.625000 Penalty: 3145.949219 Iteration 22Q: 3 clusters Score -1589804 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 12941 members Entering Unmasked Estep Score: -1589803.625000 Penalty: 3145.949219 Iteration 23F: 3 clusters Score -1589804 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41432 members Mstep: Class 2 contains 12941 members Mstep: Class 4 contains 3051 members Mstep: Class 5 contains 654 members Mstep: Class 6 contains 2848 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 16350 members Mstep: Class 10 contains 5970 members Mstep: Class 11 contains 12060 members Mstep: Class 12 contains 5168 members Mstep: Class 13 contains 85636 members Mstep: Class 14 contains 1719 members Mstep: Class 16 contains 4140 members Mstep: Class 17 contains 2790 members Mstep: Class 18 contains 30889 members Mstep: Class 19 contains 5098 members Entering Unmasked Estep Score: -22235116.000000 Penalty: 32113.589844 Splitting cluster 4 changes total score from -22231616.000000 to -22235116.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 5 (654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Entering Unmasked Estep Score: -50139.445312 Penalty: 1053.505005 Iteration 0F: 2 clusters Score -50139.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -49123.750000 Penalty: 2107.010010 Iteration 0F: 3 clusters Score -49123.75 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -49629.960938 Penalty: 2107.010010 Iteration 1F: 3 clusters Score -49629.96 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -49798.789062 Penalty: 2107.010010 Iteration 2F: 3 clusters Score -49798.79 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -49887.351562 Penalty: 2107.010010 Iteration 3F: 3 clusters Score -49887.35 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -50011.000000 Penalty: 2107.010010 Iteration 4Q: 3 clusters Score -50011 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -50200.613281 Penalty: 2107.010010 Iteration 5Q: 3 clusters Score -50200.61 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -50570.789062 Penalty: 2107.010010 Iteration 6F: 3 clusters Score -50570.79 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -51331.671875 Penalty: 2107.010010 Iteration 7F: 3 clusters Score -51331.67 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -52352.218750 Penalty: 2107.010010 Iteration 8F: 3 clusters Score -52352.22 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -53118.539062 Penalty: 2107.010010 Iteration 9F: 3 clusters Score -53118.54 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -53521.015625 Penalty: 2107.010010 Iteration 10Q: 3 clusters Score -53521.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -53704.980469 Penalty: 2107.010010 Iteration 11Q: 3 clusters Score -53704.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -53718.839844 Penalty: 2107.010010 Iteration 12Q: 3 clusters Score -53718.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -53718.839844 Penalty: 2107.010010 Iteration 13F: 3 clusters Score -53718.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41432 members Mstep: Class 2 contains 12941 members Mstep: Class 3 contains 239 members Mstep: Class 4 contains 3051 members Mstep: Class 5 contains 415 members Mstep: Class 6 contains 2848 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 16350 members Mstep: Class 10 contains 5970 members Mstep: Class 11 contains 12060 members Mstep: Class 12 contains 5168 members Mstep: Class 13 contains 85636 members Mstep: Class 14 contains 1719 members Mstep: Class 16 contains 4140 members Mstep: Class 17 contains 2790 members Mstep: Class 18 contains 30889 members Mstep: Class 19 contains 5098 members Entering Unmasked Estep Score: -22237756.000000 Penalty: 34120.687500 Splitting cluster 5 changes total score from -22231616.000000 to -22237756.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 6 (2848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Entering Unmasked Estep Score: -276248.937500 Penalty: 1292.585571 Iteration 0F: 2 clusters Score -276248.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -273615.937500 Penalty: 2585.171143 Iteration 0F: 3 clusters Score -273615.9 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -274299.593750 Penalty: 2585.171143 Iteration 1F: 3 clusters Score -274299.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -274534.562500 Penalty: 2585.171143 Iteration 2F: 3 clusters Score -274534.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -274733.468750 Penalty: 2585.171143 Iteration 3F: 3 clusters Score -274733.5 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -274898.937500 Penalty: 2585.171143 Iteration 4F: 3 clusters Score -274898.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -275022.375000 Penalty: 2585.171143 Iteration 5Q: 3 clusters Score -275022.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -275108.187500 Penalty: 2585.171143 Iteration 6Q: 3 clusters Score -275108.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -275155.062500 Penalty: 2585.171143 Iteration 7Q: 3 clusters Score -275155.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -275193.437500 Penalty: 2585.171143 Iteration 8Q: 3 clusters Score -275193.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -275225.406250 Penalty: 2585.171143 Iteration 9Q: 3 clusters Score -275225.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -275246.218750 Penalty: 2585.171143 Iteration 10Q: 3 clusters Score -275246.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -275267.437500 Penalty: 2585.171143 Iteration 11Q: 3 clusters Score -275267.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -275279.718750 Penalty: 2585.171143 Iteration 12Q: 3 clusters Score -275279.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -275290.468750 Penalty: 2585.171143 Iteration 13Q: 3 clusters Score -275290.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -275299.531250 Penalty: 2585.171143 Iteration 14Q: 3 clusters Score -275299.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -275307.468750 Penalty: 2585.171143 Iteration 15Q: 3 clusters Score -275307.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -275312.187500 Penalty: 2585.171143 Iteration 16Q: 3 clusters Score -275312.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -275314.312500 Penalty: 2585.171143 Iteration 17Q: 3 clusters Score -275314.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -275316.000000 Penalty: 2585.171143 Iteration 18Q: 3 clusters Score -275316 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -275317.062500 Penalty: 2585.171143 Iteration 19Q: 3 clusters Score -275317.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -275317.593750 Penalty: 2585.171143 Iteration 20F: 3 clusters Score -275317.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -275317.250000 Penalty: 2585.171143 Iteration 21Q: 3 clusters Score -275317.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -275317.250000 Penalty: 2585.171143 Iteration 22F: 3 clusters Score -275317.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Entering Unmasked Estep Score: -43579.792969 Penalty: 1006.922180 Iteration 0F: 2 clusters Score -43579.79 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 250 members Entering Unmasked Estep Score: -42567.851562 Penalty: 2013.844360 Iteration 0F: 3 clusters Score -42567.85 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -42746.734375 Penalty: 2013.844360 Iteration 1F: 3 clusters Score -42746.73 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -42790.703125 Penalty: 2013.844360 Iteration 2Q: 3 clusters Score -42790.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -42812.937500 Penalty: 2013.844360 Iteration 3Q: 3 clusters Score -42812.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -42828.152344 Penalty: 2013.844360 Iteration 4Q: 3 clusters Score -42828.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -42835.914062 Penalty: 2013.844360 Iteration 5Q: 3 clusters Score -42835.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -42842.921875 Penalty: 2013.844360 Iteration 6Q: 3 clusters Score -42842.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -42846.128906 Penalty: 2013.844360 Iteration 7Q: 3 clusters Score -42846.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -42847.925781 Penalty: 2013.844360 Iteration 8Q: 3 clusters Score -42847.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -42848.800781 Penalty: 2013.844360 Iteration 9Q: 3 clusters Score -42848.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -42848.800781 Penalty: 2013.844360 Iteration 10F: 3 clusters Score -42848.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (16350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16350 members Entering Unmasked Estep Score: -1666236.500000 Penalty: 1576.572266 Iteration 0F: 2 clusters Score -1666236 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8134 members Mstep: Class 2 contains 8216 members Entering Unmasked Estep Score: -1654991.875000 Penalty: 3153.144531 Iteration 0F: 3 clusters Score -1654992 nChanged 7264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7946 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -1659070.250000 Penalty: 3153.144531 Iteration 1F: 3 clusters Score -1659070 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -1659701.625000 Penalty: 3153.144531 Iteration 2F: 3 clusters Score -1659702 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7555 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -1660442.250000 Penalty: 3153.144531 Iteration 3F: 3 clusters Score -1660442 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -1661197.000000 Penalty: 3153.144531 Iteration 4F: 3 clusters Score -1661197 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 9552 members Entering Unmasked Estep Score: -1661857.250000 Penalty: 3153.144531 Iteration 5F: 3 clusters Score -1661857 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 9931 members Entering Unmasked Estep Score: -1662320.375000 Penalty: 3153.144531 Iteration 6F: 3 clusters Score -1662320 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 10307 members Entering Unmasked Estep Score: -1662625.500000 Penalty: 3153.144531 Iteration 7Q: 3 clusters Score -1662626 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 10686 members Entering Unmasked Estep Score: -1662841.875000 Penalty: 3153.144531 Iteration 8Q: 3 clusters Score -1662842 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -1663049.625000 Penalty: 3153.144531 Iteration 9Q: 3 clusters Score -1663050 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 11454 members Entering Unmasked Estep Score: -1663286.375000 Penalty: 3153.144531 Iteration 10Q: 3 clusters Score -1663286 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 11866 members Entering Unmasked Estep Score: -1663575.125000 Penalty: 3153.144531 Iteration 11Q: 3 clusters Score -1663575 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -1663876.125000 Penalty: 3153.144531 Iteration 12Q: 3 clusters Score -1663876 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 12576 members Entering Unmasked Estep Score: -1664166.125000 Penalty: 3153.144531 Iteration 13Q: 3 clusters Score -1664166 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 12893 members Entering Unmasked Estep Score: -1664375.250000 Penalty: 3153.144531 Iteration 14Q: 3 clusters Score -1664375 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 13143 members Entering Unmasked Estep Score: -1664509.750000 Penalty: 3153.144531 Iteration 15Q: 3 clusters Score -1664510 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -1664597.125000 Penalty: 3153.144531 Iteration 16Q: 3 clusters Score -1664597 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 13527 members Entering Unmasked Estep Score: -1664669.875000 Penalty: 3153.144531 Iteration 17Q: 3 clusters Score -1664670 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 13690 members Entering Unmasked Estep Score: -1664735.250000 Penalty: 3153.144531 Iteration 18Q: 3 clusters Score -1664735 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 13834 members Entering Unmasked Estep Score: -1664797.375000 Penalty: 3153.144531 Iteration 19Q: 3 clusters Score -1664797 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 13969 members Entering Unmasked Estep Score: -1664858.500000 Penalty: 3153.144531 Iteration 20F: 3 clusters Score -1664858 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 14092 members Entering Unmasked Estep Score: -1664920.375000 Penalty: 3153.144531 Iteration 21Q: 3 clusters Score -1664920 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 14192 members Entering Unmasked Estep Score: -1664958.625000 Penalty: 3153.144531 Iteration 22Q: 3 clusters Score -1664959 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 14280 members Entering Unmasked Estep Score: -1664991.250000 Penalty: 3153.144531 Iteration 23Q: 3 clusters Score -1664991 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 14341 members Entering Unmasked Estep Score: -1665017.125000 Penalty: 3153.144531 Iteration 24Q: 3 clusters Score -1665017 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 14392 members Entering Unmasked Estep Score: -1665028.500000 Penalty: 3153.144531 Iteration 25Q: 3 clusters Score -1665028 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 14443 members Entering Unmasked Estep Score: -1665046.250000 Penalty: 3153.144531 Iteration 26Q: 3 clusters Score -1665046 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 14497 members Entering Unmasked Estep Score: -1665062.750000 Penalty: 3153.144531 Iteration 27Q: 3 clusters Score -1665063 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 14538 members Entering Unmasked Estep Score: -1665080.000000 Penalty: 3153.144531 Iteration 28Q: 3 clusters Score -1665080 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 14570 members Entering Unmasked Estep Score: -1665089.625000 Penalty: 3153.144531 Iteration 29Q: 3 clusters Score -1665090 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 14605 members Entering Unmasked Estep Score: -1665098.000000 Penalty: 3153.144531 Iteration 30Q: 3 clusters Score -1665098 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 14631 members Entering Unmasked Estep Score: -1665106.250000 Penalty: 3153.144531 Iteration 31Q: 3 clusters Score -1665106 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 14654 members Entering Unmasked Estep Score: -1665111.875000 Penalty: 3153.144531 Iteration 32Q: 3 clusters Score -1665112 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 14677 members Entering Unmasked Estep Score: -1665127.375000 Penalty: 3153.144531 Iteration 33Q: 3 clusters Score -1665127 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 14697 members Entering Unmasked Estep Score: -1665131.125000 Penalty: 3153.144531 Iteration 34Q: 3 clusters Score -1665131 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 14720 members Entering Unmasked Estep Score: -1665133.000000 Penalty: 3153.144531 Iteration 35Q: 3 clusters Score -1665133 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 14743 members Entering Unmasked Estep Score: -1665140.375000 Penalty: 3153.144531 Iteration 36Q: 3 clusters Score -1665140 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 14765 members Entering Unmasked Estep Score: -1665139.375000 Penalty: 3153.144531 Iteration 37Q: 3 clusters Score -1665139 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 14781 members Entering Unmasked Estep Score: -1665145.000000 Penalty: 3153.144531 Iteration 38Q: 3 clusters Score -1665145 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 14793 members Entering Unmasked Estep Score: -1665149.625000 Penalty: 3153.144531 Iteration 39Q: 3 clusters Score -1665150 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 14804 members Entering Unmasked Estep Score: -1665153.500000 Penalty: 3153.144531 Iteration 40F: 3 clusters Score -1665154 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 14810 members Entering Unmasked Estep Score: -1665151.750000 Penalty: 3153.144531 Iteration 41Q: 3 clusters Score -1665152 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 14816 members Entering Unmasked Estep Score: -1665155.375000 Penalty: 3153.144531 Iteration 42Q: 3 clusters Score -1665155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 14823 members Entering Unmasked Estep Score: -1665156.375000 Penalty: 3153.144531 Iteration 43Q: 3 clusters Score -1665156 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 14827 members Entering Unmasked Estep Score: -1665156.000000 Penalty: 3153.144531 Iteration 44Q: 3 clusters Score -1665156 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 14832 members Entering Unmasked Estep Score: -1665158.250000 Penalty: 3153.144531 Iteration 45Q: 3 clusters Score -1665158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 14833 members Entering Unmasked Estep Score: -1665158.250000 Penalty: 3153.144531 Iteration 46Q: 3 clusters Score -1665158 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 14833 members Entering Unmasked Estep Score: -1665158.250000 Penalty: 3153.144531 Iteration 47F: 3 clusters Score -1665158 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Entering Unmasked Estep Score: -573113.250000 Penalty: 1412.856567 Iteration 0F: 2 clusters Score -573113.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -568591.687500 Penalty: 2825.713135 Iteration 0F: 3 clusters Score -568591.7 nChanged 2452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -570064.500000 Penalty: 2825.713135 Iteration 1F: 3 clusters Score -570064.5 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -570719.437500 Penalty: 2825.713135 Iteration 2F: 3 clusters Score -570719.4 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -571398.000000 Penalty: 2825.713135 Iteration 3F: 3 clusters Score -571398 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -572010.187500 Penalty: 2825.713135 Iteration 4F: 3 clusters Score -572010.2 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -572518.687500 Penalty: 2825.713135 Iteration 5F: 3 clusters Score -572518.7 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -572871.687500 Penalty: 2825.713135 Iteration 6F: 3 clusters Score -572871.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -573114.375000 Penalty: 2825.713135 Iteration 7Q: 3 clusters Score -573114.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -573333.562500 Penalty: 2825.713135 Iteration 8Q: 3 clusters Score -573333.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -573560.500000 Penalty: 2825.713135 Iteration 9Q: 3 clusters Score -573560.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -573646.875000 Penalty: 2825.713135 Iteration 10Q: 3 clusters Score -573646.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -573671.937500 Penalty: 2825.713135 Iteration 11Q: 3 clusters Score -573671.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -573680.625000 Penalty: 2825.713135 Iteration 12Q: 3 clusters Score -573680.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -573680.875000 Penalty: 2825.713135 Iteration 13Q: 3 clusters Score -573680.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -573681.312500 Penalty: 2825.713135 Iteration 14Q: 3 clusters Score -573681.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -573681.875000 Penalty: 2825.713135 Iteration 15Q: 3 clusters Score -573681.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -573681.437500 Penalty: 2825.713135 Iteration 16Q: 3 clusters Score -573681.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -573683.625000 Penalty: 2825.713135 Iteration 17Q: 3 clusters Score -573683.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -573684.625000 Penalty: 2825.713135 Iteration 18Q: 3 clusters Score -573684.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -573684.750000 Penalty: 2825.713135 Iteration 19Q: 3 clusters Score -573684.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -573684.375000 Penalty: 2825.713135 Iteration 20F: 3 clusters Score -573684.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41432 members Mstep: Class 2 contains 12941 members Mstep: Class 3 contains 239 members Mstep: Class 4 contains 3051 members Mstep: Class 5 contains 415 members Mstep: Class 6 contains 2848 members Mstep: Class 7 contains 5321 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 16350 members Mstep: Class 10 contains 649 members Mstep: Class 11 contains 12060 members Mstep: Class 12 contains 5168 members Mstep: Class 13 contains 85636 members Mstep: Class 14 contains 1719 members Mstep: Class 16 contains 4140 members Mstep: Class 17 contains 2790 members Mstep: Class 18 contains 30889 members Mstep: Class 19 contains 5098 members Entering Unmasked Estep Score: -22237778.000000 Penalty: 36127.789062 Splitting cluster 10 changes total score from -22231616.000000 to -22237778.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 11 (12060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12060 members Entering Unmasked Estep Score: -1129994.625000 Penalty: 1527.118042 Iteration 0F: 2 clusters Score -1129995 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -1121530.125000 Penalty: 3054.236084 Iteration 0F: 3 clusters Score -1121530 nChanged 5189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1124284.750000 Penalty: 3054.236084 Iteration 1F: 3 clusters Score -1124285 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -1124519.375000 Penalty: 3054.236084 Iteration 2F: 3 clusters Score -1124519 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -1124781.250000 Penalty: 3054.236084 Iteration 3Q: 3 clusters Score -1124781 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -1125083.375000 Penalty: 3054.236084 Iteration 4Q: 3 clusters Score -1125083 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -1125550.375000 Penalty: 3054.236084 Iteration 5F: 3 clusters Score -1125550 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -1126564.250000 Penalty: 3054.236084 Iteration 6F: 3 clusters Score -1126564 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -1128628.500000 Penalty: 3054.236084 Iteration 7F: 3 clusters Score -1128628 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -1129966.250000 Penalty: 3054.236084 Iteration 8F: 3 clusters Score -1129966 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -1130759.750000 Penalty: 3054.236084 Iteration 9F: 3 clusters Score -1130760 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -1131139.250000 Penalty: 3054.236084 Iteration 10Q: 3 clusters Score -1131139 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -1131264.250000 Penalty: 3054.236084 Iteration 11Q: 3 clusters Score -1131264 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -1131302.750000 Penalty: 3054.236084 Iteration 12Q: 3 clusters Score -1131303 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -1131311.625000 Penalty: 3054.236084 Iteration 13Q: 3 clusters Score -1131312 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 7741 members Entering Unmasked Estep Score: -1131320.500000 Penalty: 3054.236084 Iteration 14Q: 3 clusters Score -1131320 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -1131327.750000 Penalty: 3054.236084 Iteration 15Q: 3 clusters Score -1131328 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 7759 members Entering Unmasked Estep Score: -1131334.250000 Penalty: 3054.236084 Iteration 16Q: 3 clusters Score -1131334 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -1131336.000000 Penalty: 3054.236084 Iteration 17Q: 3 clusters Score -1131336 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -1131336.375000 Penalty: 3054.236084 Iteration 18Q: 3 clusters Score -1131336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -1131337.375000 Penalty: 3054.236084 Iteration 19Q: 3 clusters Score -1131337 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -1131336.750000 Penalty: 3054.236084 Iteration 20F: 3 clusters Score -1131337 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -1131336.625000 Penalty: 3054.236084 Iteration 21Q: 3 clusters Score -1131337 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -1131337.375000 Penalty: 3054.236084 Iteration 22Q: 3 clusters Score -1131337 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -1131337.875000 Penalty: 3054.236084 Iteration 23Q: 3 clusters Score -1131338 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 7749 members Entering Unmasked Estep Score: -1131337.875000 Penalty: 3054.236084 Iteration 24Q: 3 clusters Score -1131338 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -1131337.875000 Penalty: 3054.236084 Iteration 25Q: 3 clusters Score -1131338 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -1131338.875000 Penalty: 3054.236084 Iteration 26Q: 3 clusters Score -1131339 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -1131341.250000 Penalty: 3054.236084 Iteration 27Q: 3 clusters Score -1131341 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -1131340.125000 Penalty: 3054.236084 Iteration 28Q: 3 clusters Score -1131340 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -1131341.375000 Penalty: 3054.236084 Iteration 29Q: 3 clusters Score -1131341 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 7733 members Entering Unmasked Estep Score: -1131342.250000 Penalty: 3054.236084 Iteration 30Q: 3 clusters Score -1131342 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -1131344.375000 Penalty: 3054.236084 Iteration 31Q: 3 clusters Score -1131344 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -1131344.000000 Penalty: 3054.236084 Iteration 32Q: 3 clusters Score -1131344 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -1131348.625000 Penalty: 3054.236084 Iteration 33Q: 3 clusters Score -1131349 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 7724 members Entering Unmasked Estep Score: -1131346.125000 Penalty: 3054.236084 Iteration 34Q: 3 clusters Score -1131346 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -1131343.750000 Penalty: 3054.236084 Iteration 35Q: 3 clusters Score -1131344 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -1131346.625000 Penalty: 3054.236084 Iteration 36Q: 3 clusters Score -1131347 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -1131346.250000 Penalty: 3054.236084 Iteration 37Q: 3 clusters Score -1131346 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -1131346.250000 Penalty: 3054.236084 Iteration 38F: 3 clusters Score -1131346 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41432 members Mstep: Class 2 contains 12941 members Mstep: Class 3 contains 239 members Mstep: Class 4 contains 3051 members Mstep: Class 5 contains 415 members Mstep: Class 6 contains 2848 members Mstep: Class 7 contains 5321 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 16350 members Mstep: Class 10 contains 649 members Mstep: Class 11 contains 4350 members Mstep: Class 12 contains 5168 members Mstep: Class 13 contains 85636 members Mstep: Class 14 contains 1719 members Mstep: Class 15 contains 7710 members Mstep: Class 16 contains 4140 members Mstep: Class 17 contains 2790 members Mstep: Class 18 contains 30889 members Mstep: Class 19 contains 5098 members Entering Unmasked Estep Score: -22238688.000000 Penalty: 38134.886719 Splitting cluster 11 changes total score from -22231616.000000 to -22238688.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 12 (5168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Entering Unmasked Estep Score: -519141.375000 Penalty: 1389.414185 Iteration 0F: 2 clusters Score -519141.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -515107.843750 Penalty: 2778.828369 Iteration 0F: 3 clusters Score -515107.8 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -516236.718750 Penalty: 2778.828369 Iteration 1F: 3 clusters Score -516236.7 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -516440.468750 Penalty: 2778.828369 Iteration 2F: 3 clusters Score -516440.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -516628.156250 Penalty: 2778.828369 Iteration 3F: 3 clusters Score -516628.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -516795.031250 Penalty: 2778.828369 Iteration 4F: 3 clusters Score -516795 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -516957.656250 Penalty: 2778.828369 Iteration 5Q: 3 clusters Score -516957.7 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -517097.218750 Penalty: 2778.828369 Iteration 6Q: 3 clusters Score -517097.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -517217.968750 Penalty: 2778.828369 Iteration 7Q: 3 clusters Score -517218 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -517338.718750 Penalty: 2778.828369 Iteration 8Q: 3 clusters Score -517338.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -517450.750000 Penalty: 2778.828369 Iteration 9Q: 3 clusters Score -517450.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -517552.718750 Penalty: 2778.828369 Iteration 10Q: 3 clusters Score -517552.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -517656.625000 Penalty: 2778.828369 Iteration 11Q: 3 clusters Score -517656.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -517745.437500 Penalty: 2778.828369 Iteration 12Q: 3 clusters Score -517745.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -517804.875000 Penalty: 2778.828369 Iteration 13Q: 3 clusters Score -517804.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -517854.187500 Penalty: 2778.828369 Iteration 14Q: 3 clusters Score -517854.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -517909.250000 Penalty: 2778.828369 Iteration 15Q: 3 clusters Score -517909.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -517939.687500 Penalty: 2778.828369 Iteration 16Q: 3 clusters Score -517939.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -517954.937500 Penalty: 2778.828369 Iteration 17Q: 3 clusters Score -517954.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -517965.375000 Penalty: 2778.828369 Iteration 18Q: 3 clusters Score -517965.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -517972.250000 Penalty: 2778.828369 Iteration 19Q: 3 clusters Score -517972.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -517980.062500 Penalty: 2778.828369 Iteration 20F: 3 clusters Score -517980.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -517988.875000 Penalty: 2778.828369 Iteration 21Q: 3 clusters Score -517988.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -517997.531250 Penalty: 2778.828369 Iteration 22Q: 3 clusters Score -517997.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -518005.312500 Penalty: 2778.828369 Iteration 23Q: 3 clusters Score -518005.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -518009.937500 Penalty: 2778.828369 Iteration 24Q: 3 clusters Score -518009.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -518016.562500 Penalty: 2778.828369 Iteration 25Q: 3 clusters Score -518016.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -518020.093750 Penalty: 2778.828369 Iteration 26Q: 3 clusters Score -518020.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -518023.062500 Penalty: 2778.828369 Iteration 27Q: 3 clusters Score -518023.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -518026.406250 Penalty: 2778.828369 Iteration 28Q: 3 clusters Score -518026.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -518029.187500 Penalty: 2778.828369 Iteration 29Q: 3 clusters Score -518029.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -518031.156250 Penalty: 2778.828369 Iteration 30Q: 3 clusters Score -518031.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -518032.187500 Penalty: 2778.828369 Iteration 31Q: 3 clusters Score -518032.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -518034.125000 Penalty: 2778.828369 Iteration 32Q: 3 clusters Score -518034.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -518037.156250 Penalty: 2778.828369 Iteration 33Q: 3 clusters Score -518037.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -518037.156250 Penalty: 2778.828369 Iteration 34F: 3 clusters Score -518037.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (85636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85636 members Entering Unmasked Estep Score: -8386369.500000 Penalty: 1845.652344 Iteration 0F: 2 clusters Score -8386370 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42685 members Mstep: Class 2 contains 42951 members Entering Unmasked Estep Score: -8328773.500000 Penalty: 3691.304688 Iteration 0F: 3 clusters Score -8328774 nChanged 40912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41313 members Mstep: Class 2 contains 44323 members Entering Unmasked Estep Score: -8352443.000000 Penalty: 3691.304688 Iteration 1F: 3 clusters Score -8352443 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40540 members Mstep: Class 2 contains 45096 members Entering Unmasked Estep Score: -8353383.500000 Penalty: 3691.304688 Iteration 2Q: 3 clusters Score -8353384 nChanged 3382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39408 members Mstep: Class 2 contains 46228 members Entering Unmasked Estep Score: -8354612.000000 Penalty: 3691.304688 Iteration 3Q: 3 clusters Score -8354612 nChanged 4067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37657 members Mstep: Class 2 contains 47979 members Entering Unmasked Estep Score: -8356799.500000 Penalty: 3691.304688 Iteration 4Q: 3 clusters Score -8356800 nChanged 5063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35282 members Mstep: Class 2 contains 50354 members Entering Unmasked Estep Score: -8360334.000000 Penalty: 3691.304688 Iteration 5F: 3 clusters Score -8360334 nChanged 6055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32451 members Mstep: Class 2 contains 53185 members Entering Unmasked Estep Score: -8365608.000000 Penalty: 3691.304688 Iteration 6F: 3 clusters Score -8365608 nChanged 6430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29751 members Mstep: Class 2 contains 55885 members Entering Unmasked Estep Score: -8371411.500000 Penalty: 3691.304688 Iteration 7F: 3 clusters Score -8371412 nChanged 5842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27707 members Mstep: Class 2 contains 57929 members Entering Unmasked Estep Score: -8376144.500000 Penalty: 3691.304688 Iteration 8F: 3 clusters Score -8376144 nChanged 4279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26418 members Mstep: Class 2 contains 59218 members Entering Unmasked Estep Score: -8378643.500000 Penalty: 3691.304688 Iteration 9Q: 3 clusters Score -8378644 nChanged 2784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25370 members Mstep: Class 2 contains 60266 members Entering Unmasked Estep Score: -8379695.500000 Penalty: 3691.304688 Iteration 10Q: 3 clusters Score -8379696 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24433 members Mstep: Class 2 contains 61203 members Entering Unmasked Estep Score: -8380172.500000 Penalty: 3691.304688 Iteration 11Q: 3 clusters Score -8380172 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23543 members Mstep: Class 2 contains 62093 members Entering Unmasked Estep Score: -8380461.500000 Penalty: 3691.304688 Iteration 12Q: 3 clusters Score -8380462 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22673 members Mstep: Class 2 contains 62963 members Entering Unmasked Estep Score: -8380675.500000 Penalty: 3691.304688 Iteration 13Q: 3 clusters Score -8380676 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21797 members Mstep: Class 2 contains 63839 members Entering Unmasked Estep Score: -8380875.500000 Penalty: 3691.304688 Iteration 14Q: 3 clusters Score -8380876 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21035 members Mstep: Class 2 contains 64601 members Entering Unmasked Estep Score: -8381087.500000 Penalty: 3691.304688 Iteration 15Q: 3 clusters Score -8381088 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20275 members Mstep: Class 2 contains 65361 members Entering Unmasked Estep Score: -8381212.000000 Penalty: 3691.304688 Iteration 16Q: 3 clusters Score -8381212 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19550 members Mstep: Class 2 contains 66086 members Entering Unmasked Estep Score: -8381293.500000 Penalty: 3691.304688 Iteration 17Q: 3 clusters Score -8381294 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18839 members Mstep: Class 2 contains 66797 members Entering Unmasked Estep Score: -8381424.500000 Penalty: 3691.304688 Iteration 18Q: 3 clusters Score -8381424 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18161 members Mstep: Class 2 contains 67475 members Entering Unmasked Estep Score: -8381537.500000 Penalty: 3691.304688 Iteration 19Q: 3 clusters Score -8381538 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17488 members Mstep: Class 2 contains 68148 members Entering Unmasked Estep Score: -8381677.500000 Penalty: 3691.304688 Iteration 20F: 3 clusters Score -8381678 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16836 members Mstep: Class 2 contains 68800 members Entering Unmasked Estep Score: -8381780.000000 Penalty: 3691.304688 Iteration 21Q: 3 clusters Score -8381780 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16198 members Mstep: Class 2 contains 69438 members Entering Unmasked Estep Score: -8381841.000000 Penalty: 3691.304688 Iteration 22Q: 3 clusters Score -8381841 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15553 members Mstep: Class 2 contains 70083 members Entering Unmasked Estep Score: -8381958.500000 Penalty: 3691.304688 Iteration 23Q: 3 clusters Score -8381958 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14872 members Mstep: Class 2 contains 70764 members Entering Unmasked Estep Score: -8382103.000000 Penalty: 3691.304688 Iteration 24Q: 3 clusters Score -8382103 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14152 members Mstep: Class 2 contains 71484 members Entering Unmasked Estep Score: -8382301.500000 Penalty: 3691.304688 Iteration 25Q: 3 clusters Score -8382302 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13464 members Mstep: Class 2 contains 72172 members Entering Unmasked Estep Score: -8382421.500000 Penalty: 3691.304688 Iteration 26Q: 3 clusters Score -8382422 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12811 members Mstep: Class 2 contains 72825 members Entering Unmasked Estep Score: -8382559.500000 Penalty: 3691.304688 Iteration 27Q: 3 clusters Score -8382560 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12159 members Mstep: Class 2 contains 73477 members Entering Unmasked Estep Score: -8382751.500000 Penalty: 3691.304688 Iteration 28Q: 3 clusters Score -8382752 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 74130 members Entering Unmasked Estep Score: -8382935.000000 Penalty: 3691.304688 Iteration 29Q: 3 clusters Score -8382935 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10849 members Mstep: Class 2 contains 74787 members Entering Unmasked Estep Score: -8383059.500000 Penalty: 3691.304688 Iteration 30Q: 3 clusters Score -8383060 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 75422 members Entering Unmasked Estep Score: -8383203.500000 Penalty: 3691.304688 Iteration 31Q: 3 clusters Score -8383204 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 76060 members Entering Unmasked Estep Score: -8383411.500000 Penalty: 3691.304688 Iteration 32Q: 3 clusters Score -8383412 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8960 members Mstep: Class 2 contains 76676 members Entering Unmasked Estep Score: -8383543.500000 Penalty: 3691.304688 Iteration 33Q: 3 clusters Score -8383544 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8361 members Mstep: Class 2 contains 77275 members Entering Unmasked Estep Score: -8383762.000000 Penalty: 3691.304688 Iteration 34Q: 3 clusters Score -8383762 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 77892 members Entering Unmasked Estep Score: -8383932.000000 Penalty: 3691.304688 Iteration 35Q: 3 clusters Score -8383932 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 78465 members Entering Unmasked Estep Score: -8384110.000000 Penalty: 3691.304688 Iteration 36Q: 3 clusters Score -8384110 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 78983 members Entering Unmasked Estep Score: -8384241.000000 Penalty: 3691.304688 Iteration 37Q: 3 clusters Score -8384241 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 79478 members Entering Unmasked Estep Score: -8384370.500000 Penalty: 3691.304688 Iteration 38Q: 3 clusters Score -8384370 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 79934 members Entering Unmasked Estep Score: -8384514.500000 Penalty: 3691.304688 Iteration 39Q: 3 clusters Score -8384514 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 80356 members Entering Unmasked Estep Score: -8384656.000000 Penalty: 3691.304688 Iteration 40F: 3 clusters Score -8384656 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 80766 members Entering Unmasked Estep Score: -8384759.000000 Penalty: 3691.304688 Iteration 41Q: 3 clusters Score -8384759 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 81135 members Entering Unmasked Estep Score: -8384906.000000 Penalty: 3691.304688 Iteration 42Q: 3 clusters Score -8384906 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 81485 members Entering Unmasked Estep Score: -8385028.000000 Penalty: 3691.304688 Iteration 43Q: 3 clusters Score -8385028 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 81796 members Entering Unmasked Estep Score: -8385154.500000 Penalty: 3691.304688 Iteration 44Q: 3 clusters Score -8385154 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 82094 members Entering Unmasked Estep Score: -8385237.000000 Penalty: 3691.304688 Iteration 45Q: 3 clusters Score -8385237 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 82331 members Entering Unmasked Estep Score: -8385297.500000 Penalty: 3691.304688 Iteration 46Q: 3 clusters Score -8385298 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 82547 members Entering Unmasked Estep Score: -8385375.000000 Penalty: 3691.304688 Iteration 47Q: 3 clusters Score -8385375 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 82751 members Entering Unmasked Estep Score: -8385406.500000 Penalty: 3691.304688 Iteration 48Q: 3 clusters Score -8385406 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 82937 members Entering Unmasked Estep Score: -8385477.500000 Penalty: 3691.304688 Iteration 49Q: 3 clusters Score -8385478 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 83101 members Entering Unmasked Estep Score: -8385522.500000 Penalty: 3691.304688 Iteration 50Q: 3 clusters Score -8385522 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 83248 members Entering Unmasked Estep Score: -8385568.500000 Penalty: 3691.304688 Iteration 51Q: 3 clusters Score -8385568 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 83372 members Entering Unmasked Estep Score: -8385611.000000 Penalty: 3691.304688 Iteration 52Q: 3 clusters Score -8385611 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 83497 members Entering Unmasked Estep Score: -8385669.000000 Penalty: 3691.304688 Iteration 53Q: 3 clusters Score -8385669 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 83592 members Entering Unmasked Estep Score: -8385697.000000 Penalty: 3691.304688 Iteration 54Q: 3 clusters Score -8385697 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 83665 members Entering Unmasked Estep Score: -8385726.500000 Penalty: 3691.304688 Iteration 55Q: 3 clusters Score -8385726 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 83738 members Entering Unmasked Estep Score: -8385763.000000 Penalty: 3691.304688 Iteration 56Q: 3 clusters Score -8385763 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 83807 members Entering Unmasked Estep Score: -8385818.500000 Penalty: 3691.304688 Iteration 57Q: 3 clusters Score -8385818 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 83864 members Entering Unmasked Estep Score: -8385833.500000 Penalty: 3691.304688 Iteration 58Q: 3 clusters Score -8385834 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 83905 members Entering Unmasked Estep Score: -8385873.000000 Penalty: 3691.304688 Iteration 59Q: 3 clusters Score -8385873 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 83936 members Entering Unmasked Estep Score: -8385892.500000 Penalty: 3691.304688 Iteration 60F: 3 clusters Score -8385892 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 83967 members Entering Unmasked Estep Score: -8385890.000000 Penalty: 3691.304688 Iteration 61Q: 3 clusters Score -8385890 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 83988 members Entering Unmasked Estep Score: -8385899.500000 Penalty: 3691.304688 Iteration 62Q: 3 clusters Score -8385900 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 84012 members Entering Unmasked Estep Score: -8385900.000000 Penalty: 3691.304688 Iteration 63Q: 3 clusters Score -8385900 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 84035 members Entering Unmasked Estep Score: -8385915.500000 Penalty: 3691.304688 Iteration 64Q: 3 clusters Score -8385916 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 84055 members Entering Unmasked Estep Score: -8385918.500000 Penalty: 3691.304688 Iteration 65Q: 3 clusters Score -8385918 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 84069 members Entering Unmasked Estep Score: -8385923.000000 Penalty: 3691.304688 Iteration 66Q: 3 clusters Score -8385923 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 84084 members Entering Unmasked Estep Score: -8385935.500000 Penalty: 3691.304688 Iteration 67Q: 3 clusters Score -8385936 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 84087 members Entering Unmasked Estep Score: -8385935.000000 Penalty: 3691.304688 Iteration 68Q: 3 clusters Score -8385935 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 84091 members Entering Unmasked Estep Score: -8385939.000000 Penalty: 3691.304688 Iteration 69Q: 3 clusters Score -8385939 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 84098 members Entering Unmasked Estep Score: -8385938.000000 Penalty: 3691.304688 Iteration 70Q: 3 clusters Score -8385938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 84102 members Entering Unmasked Estep Score: -8385933.500000 Penalty: 3691.304688 Iteration 71Q: 3 clusters Score -8385934 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 84104 members Entering Unmasked Estep Score: -8385935.500000 Penalty: 3691.304688 Iteration 72Q: 3 clusters Score -8385936 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 84109 members Entering Unmasked Estep Score: -8385940.500000 Penalty: 3691.304688 Iteration 73Q: 3 clusters Score -8385940 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 84114 members Entering Unmasked Estep Score: -8385940.500000 Penalty: 3691.304688 Iteration 74Q: 3 clusters Score -8385940 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 84115 members Entering Unmasked Estep Score: -8385946.000000 Penalty: 3691.304688 Iteration 75Q: 3 clusters Score -8385946 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 84115 members Entering Unmasked Estep Score: -8385946.000000 Penalty: 3691.304688 Iteration 76F: 3 clusters Score -8385946 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Entering Unmasked Estep Score: -162116.109375 Penalty: 1210.543457 Iteration 0F: 2 clusters Score -162116.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -160254.921875 Penalty: 2421.086914 Iteration 0F: 3 clusters Score -160254.9 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -160786.578125 Penalty: 2421.086914 Iteration 1F: 3 clusters Score -160786.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -160991.734375 Penalty: 2421.086914 Iteration 2F: 3 clusters Score -160991.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -161180.921875 Penalty: 2421.086914 Iteration 3F: 3 clusters Score -161180.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -161355.171875 Penalty: 2421.086914 Iteration 4F: 3 clusters Score -161355.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -161481.031250 Penalty: 2421.086914 Iteration 5F: 3 clusters Score -161481 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -161568.562500 Penalty: 2421.086914 Iteration 6Q: 3 clusters Score -161568.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -161636.375000 Penalty: 2421.086914 Iteration 7Q: 3 clusters Score -161636.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -161701.562500 Penalty: 2421.086914 Iteration 8Q: 3 clusters Score -161701.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -161772.031250 Penalty: 2421.086914 Iteration 9Q: 3 clusters Score -161772 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -161817.625000 Penalty: 2421.086914 Iteration 10Q: 3 clusters Score -161817.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -161862.265625 Penalty: 2421.086914 Iteration 11Q: 3 clusters Score -161862.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -161925.828125 Penalty: 2421.086914 Iteration 12Q: 3 clusters Score -161925.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -162018.250000 Penalty: 2421.086914 Iteration 13Q: 3 clusters Score -162018.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -162155.656250 Penalty: 2421.086914 Iteration 14Q: 3 clusters Score -162155.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -162291.218750 Penalty: 2421.086914 Iteration 15Q: 3 clusters Score -162291.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -162404.156250 Penalty: 2421.086914 Iteration 16Q: 3 clusters Score -162404.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -162471.953125 Penalty: 2421.086914 Iteration 17Q: 3 clusters Score -162472 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -162492.531250 Penalty: 2421.086914 Iteration 18Q: 3 clusters Score -162492.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -162516.640625 Penalty: 2421.086914 Iteration 19Q: 3 clusters Score -162516.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -162527.578125 Penalty: 2421.086914 Iteration 20F: 3 clusters Score -162527.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -162531.843750 Penalty: 2421.086914 Iteration 21Q: 3 clusters Score -162531.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -162533.890625 Penalty: 2421.086914 Iteration 22Q: 3 clusters Score -162533.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -162533.890625 Penalty: 2421.086914 Iteration 23F: 3 clusters Score -162533.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41432 members Mstep: Class 2 contains 12941 members Mstep: Class 3 contains 239 members Mstep: Class 4 contains 3051 members Mstep: Class 5 contains 415 members Mstep: Class 6 contains 2848 members Mstep: Class 7 contains 5321 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 16350 members Mstep: Class 10 contains 649 members Mstep: Class 11 contains 4350 members Mstep: Class 12 contains 5168 members Mstep: Class 13 contains 85636 members Mstep: Class 14 contains 583 members Mstep: Class 15 contains 7710 members Mstep: Class 16 contains 4140 members Mstep: Class 17 contains 2790 members Mstep: Class 18 contains 30889 members Mstep: Class 19 contains 5098 members Mstep: Class 20 contains 1136 members Entering Unmasked Estep Score: -22238222.000000 Penalty: 40141.984375 Splitting cluster 14 changes total score from -22231616.000000 to -22238222.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 16 (4140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Entering Unmasked Estep Score: -382066.500000 Penalty: 1353.373291 Iteration 0F: 2 clusters Score -382066.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -378774.093750 Penalty: 2706.746582 Iteration 0F: 3 clusters Score -378774.1 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -379943.031250 Penalty: 2706.746582 Iteration 1F: 3 clusters Score -379943 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -380357.562500 Penalty: 2706.746582 Iteration 2F: 3 clusters Score -380357.6 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -380603.718750 Penalty: 2706.746582 Iteration 3F: 3 clusters Score -380603.7 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -380906.218750 Penalty: 2706.746582 Iteration 4F: 3 clusters Score -380906.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -381219.500000 Penalty: 2706.746582 Iteration 5F: 3 clusters Score -381219.5 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -381559.031250 Penalty: 2706.746582 Iteration 6F: 3 clusters Score -381559 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -381818.750000 Penalty: 2706.746582 Iteration 7F: 3 clusters Score -381818.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -381962.093750 Penalty: 2706.746582 Iteration 8Q: 3 clusters Score -381962.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -382043.750000 Penalty: 2706.746582 Iteration 9Q: 3 clusters Score -382043.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -382093.156250 Penalty: 2706.746582 Iteration 10Q: 3 clusters Score -382093.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -382125.031250 Penalty: 2706.746582 Iteration 11Q: 3 clusters Score -382125 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -382151.718750 Penalty: 2706.746582 Iteration 12Q: 3 clusters Score -382151.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -382165.406250 Penalty: 2706.746582 Iteration 13Q: 3 clusters Score -382165.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -382177.500000 Penalty: 2706.746582 Iteration 14Q: 3 clusters Score -382177.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -382186.812500 Penalty: 2706.746582 Iteration 15Q: 3 clusters Score -382186.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -382191.125000 Penalty: 2706.746582 Iteration 16Q: 3 clusters Score -382191.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -382192.437500 Penalty: 2706.746582 Iteration 17Q: 3 clusters Score -382192.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -382193.781250 Penalty: 2706.746582 Iteration 18Q: 3 clusters Score -382193.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -382194.281250 Penalty: 2706.746582 Iteration 19Q: 3 clusters Score -382194.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -382194.312500 Penalty: 2706.746582 Iteration 20F: 3 clusters Score -382194.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41432 members Mstep: Class 2 contains 12941 members Mstep: Class 3 contains 239 members Mstep: Class 4 contains 3051 members Mstep: Class 5 contains 415 members Mstep: Class 6 contains 2848 members Mstep: Class 7 contains 5321 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 16350 members Mstep: Class 10 contains 649 members Mstep: Class 11 contains 4350 members Mstep: Class 12 contains 5168 members Mstep: Class 13 contains 85636 members Mstep: Class 14 contains 583 members Mstep: Class 15 contains 7710 members Mstep: Class 16 contains 701 members Mstep: Class 17 contains 2790 members Mstep: Class 18 contains 30889 members Mstep: Class 19 contains 5098 members Mstep: Class 20 contains 1136 members Mstep: Class 21 contains 3439 members Entering Unmasked Estep Score: -22237694.000000 Penalty: 42149.085938 Splitting cluster 16 changes total score from -22231616.000000 to -22237694.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 17 (2790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Entering Unmasked Estep Score: -270756.718750 Penalty: 1289.241943 Iteration 0F: 2 clusters Score -270756.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -268186.437500 Penalty: 2578.483887 Iteration 0F: 3 clusters Score -268186.4 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -268839.312500 Penalty: 2578.483887 Iteration 1F: 3 clusters Score -268839.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -268966.281250 Penalty: 2578.483887 Iteration 2F: 3 clusters Score -268966.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -269024.343750 Penalty: 2578.483887 Iteration 3Q: 3 clusters Score -269024.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -269063.750000 Penalty: 2578.483887 Iteration 4Q: 3 clusters Score -269063.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -269108.812500 Penalty: 2578.483887 Iteration 5Q: 3 clusters Score -269108.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -269146.187500 Penalty: 2578.483887 Iteration 6Q: 3 clusters Score -269146.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -269183.000000 Penalty: 2578.483887 Iteration 7Q: 3 clusters Score -269183 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -269214.000000 Penalty: 2578.483887 Iteration 8Q: 3 clusters Score -269214 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -269245.156250 Penalty: 2578.483887 Iteration 9Q: 3 clusters Score -269245.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -269271.593750 Penalty: 2578.483887 Iteration 10Q: 3 clusters Score -269271.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -269299.843750 Penalty: 2578.483887 Iteration 11Q: 3 clusters Score -269299.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -269335.312500 Penalty: 2578.483887 Iteration 12Q: 3 clusters Score -269335.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -269383.156250 Penalty: 2578.483887 Iteration 13Q: 3 clusters Score -269383.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -269437.625000 Penalty: 2578.483887 Iteration 14Q: 3 clusters Score -269437.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -269480.750000 Penalty: 2578.483887 Iteration 15Q: 3 clusters Score -269480.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -269513.937500 Penalty: 2578.483887 Iteration 16Q: 3 clusters Score -269513.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -269540.375000 Penalty: 2578.483887 Iteration 17Q: 3 clusters Score -269540.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -269560.406250 Penalty: 2578.483887 Iteration 18Q: 3 clusters Score -269560.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -269572.687500 Penalty: 2578.483887 Iteration 19Q: 3 clusters Score -269572.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -269583.843750 Penalty: 2578.483887 Iteration 20F: 3 clusters Score -269583.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -269595.656250 Penalty: 2578.483887 Iteration 21Q: 3 clusters Score -269595.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -269613.156250 Penalty: 2578.483887 Iteration 22Q: 3 clusters Score -269613.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -269626.468750 Penalty: 2578.483887 Iteration 23Q: 3 clusters Score -269626.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -269641.750000 Penalty: 2578.483887 Iteration 24Q: 3 clusters Score -269641.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -269650.312500 Penalty: 2578.483887 Iteration 25Q: 3 clusters Score -269650.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -269664.750000 Penalty: 2578.483887 Iteration 26Q: 3 clusters Score -269664.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -269671.968750 Penalty: 2578.483887 Iteration 27Q: 3 clusters Score -269672 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -269676.875000 Penalty: 2578.483887 Iteration 28Q: 3 clusters Score -269676.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -269680.625000 Penalty: 2578.483887 Iteration 29Q: 3 clusters Score -269680.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -269685.375000 Penalty: 2578.483887 Iteration 30Q: 3 clusters Score -269685.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -269688.093750 Penalty: 2578.483887 Iteration 31Q: 3 clusters Score -269688.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -269692.687500 Penalty: 2578.483887 Iteration 32Q: 3 clusters Score -269692.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -269700.562500 Penalty: 2578.483887 Iteration 33Q: 3 clusters Score -269700.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -269704.750000 Penalty: 2578.483887 Iteration 34Q: 3 clusters Score -269704.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -269707.593750 Penalty: 2578.483887 Iteration 35Q: 3 clusters Score -269707.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -269711.125000 Penalty: 2578.483887 Iteration 36Q: 3 clusters Score -269711.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -269714.031250 Penalty: 2578.483887 Iteration 37Q: 3 clusters Score -269714 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -269716.187500 Penalty: 2578.483887 Iteration 38Q: 3 clusters Score -269716.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -269718.250000 Penalty: 2578.483887 Iteration 39Q: 3 clusters Score -269718.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -269719.000000 Penalty: 2578.483887 Iteration 40F: 3 clusters Score -269719 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -269719.625000 Penalty: 2578.483887 Iteration 41Q: 3 clusters Score -269719.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -269721.906250 Penalty: 2578.483887 Iteration 42Q: 3 clusters Score -269721.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -269723.562500 Penalty: 2578.483887 Iteration 43Q: 3 clusters Score -269723.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -269724.281250 Penalty: 2578.483887 Iteration 44Q: 3 clusters Score -269724.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -269725.750000 Penalty: 2578.483887 Iteration 45Q: 3 clusters Score -269725.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -269728.062500 Penalty: 2578.483887 Iteration 46Q: 3 clusters Score -269728.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -269734.406250 Penalty: 2578.483887 Iteration 47Q: 3 clusters Score -269734.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -269742.750000 Penalty: 2578.483887 Iteration 48Q: 3 clusters Score -269742.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -269746.906250 Penalty: 2578.483887 Iteration 49Q: 3 clusters Score -269746.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -269748.656250 Penalty: 2578.483887 Iteration 50Q: 3 clusters Score -269748.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -269752.281250 Penalty: 2578.483887 Iteration 51Q: 3 clusters Score -269752.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -269753.281250 Penalty: 2578.483887 Iteration 52Q: 3 clusters Score -269753.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -269755.656250 Penalty: 2578.483887 Iteration 53Q: 3 clusters Score -269755.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -269756.125000 Penalty: 2578.483887 Iteration 54Q: 3 clusters Score -269756.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -269756.375000 Penalty: 2578.483887 Iteration 55Q: 3 clusters Score -269756.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -269756.812500 Penalty: 2578.483887 Iteration 56Q: 3 clusters Score -269756.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -269757.281250 Penalty: 2578.483887 Iteration 57Q: 3 clusters Score -269757.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -269757.281250 Penalty: 2578.483887 Iteration 58F: 3 clusters Score -269757.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (30889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30889 members Entering Unmasked Estep Score: -3086361.250000 Penalty: 1679.950317 Iteration 0F: 2 clusters Score -3086361 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15329 members Mstep: Class 2 contains 15560 members Entering Unmasked Estep Score: -3065681.750000 Penalty: 3359.900635 Iteration 0F: 3 clusters Score -3065682 nChanged 14135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14350 members Mstep: Class 2 contains 16539 members Entering Unmasked Estep Score: -3073729.000000 Penalty: 3359.900635 Iteration 1F: 3 clusters Score -3073729 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13568 members Mstep: Class 2 contains 17321 members Entering Unmasked Estep Score: -3074536.000000 Penalty: 3359.900635 Iteration 2F: 3 clusters Score -3074536 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12417 members Mstep: Class 2 contains 18472 members Entering Unmasked Estep Score: -3075796.000000 Penalty: 3359.900635 Iteration 3F: 3 clusters Score -3075796 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10961 members Mstep: Class 2 contains 19928 members Entering Unmasked Estep Score: -3077585.250000 Penalty: 3359.900635 Iteration 4F: 3 clusters Score -3077585 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9437 members Mstep: Class 2 contains 21452 members Entering Unmasked Estep Score: -3079680.000000 Penalty: 3359.900635 Iteration 5F: 3 clusters Score -3079680 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 22707 members Entering Unmasked Estep Score: -3081588.500000 Penalty: 3359.900635 Iteration 6F: 3 clusters Score -3081588 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 23595 members Entering Unmasked Estep Score: -3083140.500000 Penalty: 3359.900635 Iteration 7F: 3 clusters Score -3083140 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 24210 members Entering Unmasked Estep Score: -3084211.250000 Penalty: 3359.900635 Iteration 8Q: 3 clusters Score -3084211 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 24598 members Entering Unmasked Estep Score: -3084805.500000 Penalty: 3359.900635 Iteration 9Q: 3 clusters Score -3084806 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 24874 members Entering Unmasked Estep Score: -3085185.500000 Penalty: 3359.900635 Iteration 10Q: 3 clusters Score -3085186 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 25115 members Entering Unmasked Estep Score: -3085466.000000 Penalty: 3359.900635 Iteration 11Q: 3 clusters Score -3085466 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 25322 members Entering Unmasked Estep Score: -3085702.250000 Penalty: 3359.900635 Iteration 12Q: 3 clusters Score -3085702 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 25480 members Entering Unmasked Estep Score: -3085851.250000 Penalty: 3359.900635 Iteration 13Q: 3 clusters Score -3085851 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 25579 members Entering Unmasked Estep Score: -3085956.750000 Penalty: 3359.900635 Iteration 14Q: 3 clusters Score -3085957 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 25681 members Entering Unmasked Estep Score: -3086035.750000 Penalty: 3359.900635 Iteration 15Q: 3 clusters Score -3086036 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 25754 members Entering Unmasked Estep Score: -3086096.000000 Penalty: 3359.900635 Iteration 16Q: 3 clusters Score -3086096 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 25826 members Entering Unmasked Estep Score: -3086136.750000 Penalty: 3359.900635 Iteration 17Q: 3 clusters Score -3086137 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 25885 members Entering Unmasked Estep Score: -3086168.500000 Penalty: 3359.900635 Iteration 18Q: 3 clusters Score -3086168 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 25947 members Entering Unmasked Estep Score: -3086196.250000 Penalty: 3359.900635 Iteration 19Q: 3 clusters Score -3086196 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 25996 members Entering Unmasked Estep Score: -3086220.500000 Penalty: 3359.900635 Iteration 20F: 3 clusters Score -3086220 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 26028 members Entering Unmasked Estep Score: -3086234.750000 Penalty: 3359.900635 Iteration 21Q: 3 clusters Score -3086235 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 26066 members Entering Unmasked Estep Score: -3086250.750000 Penalty: 3359.900635 Iteration 22Q: 3 clusters Score -3086251 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 26094 members Entering Unmasked Estep Score: -3086273.750000 Penalty: 3359.900635 Iteration 23Q: 3 clusters Score -3086274 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 26114 members Entering Unmasked Estep Score: -3086290.500000 Penalty: 3359.900635 Iteration 24Q: 3 clusters Score -3086290 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 26137 members Entering Unmasked Estep Score: -3086290.750000 Penalty: 3359.900635 Iteration 25Q: 3 clusters Score -3086291 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 26165 members Entering Unmasked Estep Score: -3086297.500000 Penalty: 3359.900635 Iteration 26Q: 3 clusters Score -3086298 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 26189 members Entering Unmasked Estep Score: -3086312.750000 Penalty: 3359.900635 Iteration 27Q: 3 clusters Score -3086313 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 26215 members Entering Unmasked Estep Score: -3086303.750000 Penalty: 3359.900635 Iteration 28Q: 3 clusters Score -3086304 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 26228 members Entering Unmasked Estep Score: -3086305.500000 Penalty: 3359.900635 Iteration 29Q: 3 clusters Score -3086306 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 26242 members Entering Unmasked Estep Score: -3086308.250000 Penalty: 3359.900635 Iteration 30Q: 3 clusters Score -3086308 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 26256 members Entering Unmasked Estep Score: -3086317.250000 Penalty: 3359.900635 Iteration 31Q: 3 clusters Score -3086317 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 26276 members Entering Unmasked Estep Score: -3086315.750000 Penalty: 3359.900635 Iteration 32Q: 3 clusters Score -3086316 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 26291 members Entering Unmasked Estep Score: -3086316.500000 Penalty: 3359.900635 Iteration 33Q: 3 clusters Score -3086316 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 26310 members Entering Unmasked Estep Score: -3086323.250000 Penalty: 3359.900635 Iteration 34Q: 3 clusters Score -3086323 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 26325 members Entering Unmasked Estep Score: -3086319.500000 Penalty: 3359.900635 Iteration 35Q: 3 clusters Score -3086320 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 26343 members Entering Unmasked Estep Score: -3086322.250000 Penalty: 3359.900635 Iteration 36Q: 3 clusters Score -3086322 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 26361 members Entering Unmasked Estep Score: -3086325.000000 Penalty: 3359.900635 Iteration 37Q: 3 clusters Score -3086325 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 26379 members Entering Unmasked Estep Score: -3086331.000000 Penalty: 3359.900635 Iteration 38Q: 3 clusters Score -3086331 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 26399 members Entering Unmasked Estep Score: -3086334.750000 Penalty: 3359.900635 Iteration 39Q: 3 clusters Score -3086335 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 26416 members Entering Unmasked Estep Score: -3086339.500000 Penalty: 3359.900635 Iteration 40F: 3 clusters Score -3086340 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 26435 members Entering Unmasked Estep Score: -3086346.750000 Penalty: 3359.900635 Iteration 41Q: 3 clusters Score -3086347 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 26456 members Entering Unmasked Estep Score: -3086347.000000 Penalty: 3359.900635 Iteration 42Q: 3 clusters Score -3086347 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 26480 members Entering Unmasked Estep Score: -3086349.250000 Penalty: 3359.900635 Iteration 43Q: 3 clusters Score -3086349 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 26507 members Entering Unmasked Estep Score: -3086355.500000 Penalty: 3359.900635 Iteration 44Q: 3 clusters Score -3086356 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 26533 members Entering Unmasked Estep Score: -3086350.750000 Penalty: 3359.900635 Iteration 45Q: 3 clusters Score -3086351 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 26560 members Entering Unmasked Estep Score: -3086362.000000 Penalty: 3359.900635 Iteration 46Q: 3 clusters Score -3086362 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 26583 members Entering Unmasked Estep Score: -3086364.000000 Penalty: 3359.900635 Iteration 47Q: 3 clusters Score -3086364 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 26602 members Entering Unmasked Estep Score: -3086375.000000 Penalty: 3359.900635 Iteration 48Q: 3 clusters Score -3086375 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 26620 members Entering Unmasked Estep Score: -3086374.000000 Penalty: 3359.900635 Iteration 49Q: 3 clusters Score -3086374 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 26627 members Entering Unmasked Estep Score: -3086385.500000 Penalty: 3359.900635 Iteration 50Q: 3 clusters Score -3086386 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 26635 members Entering Unmasked Estep Score: -3086387.000000 Penalty: 3359.900635 Iteration 51Q: 3 clusters Score -3086387 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 26646 members Entering Unmasked Estep Score: -3086390.750000 Penalty: 3359.900635 Iteration 52Q: 3 clusters Score -3086391 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 26655 members Entering Unmasked Estep Score: -3086389.750000 Penalty: 3359.900635 Iteration 53Q: 3 clusters Score -3086390 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 26657 members Entering Unmasked Estep Score: -3086393.500000 Penalty: 3359.900635 Iteration 54Q: 3 clusters Score -3086394 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 26663 members Entering Unmasked Estep Score: -3086391.250000 Penalty: 3359.900635 Iteration 55Q: 3 clusters Score -3086391 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 26666 members Entering Unmasked Estep Score: -3086388.500000 Penalty: 3359.900635 Iteration 56Q: 3 clusters Score -3086388 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 26666 members Entering Unmasked Estep Score: -3086388.000000 Penalty: 3359.900635 Iteration 57Q: 3 clusters Score -3086388 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 26669 members Entering Unmasked Estep Score: -3086389.000000 Penalty: 3359.900635 Iteration 58Q: 3 clusters Score -3086389 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 26669 members Entering Unmasked Estep Score: -3086389.500000 Penalty: 3359.900635 Iteration 59Q: 3 clusters Score -3086390 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 26669 members Entering Unmasked Estep Score: -3086392.750000 Penalty: 3359.900635 Iteration 60F: 3 clusters Score -3086393 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 26668 members Entering Unmasked Estep Score: -3086391.000000 Penalty: 3359.900635 Iteration 61Q: 3 clusters Score -3086391 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 26669 members Entering Unmasked Estep Score: -3086390.500000 Penalty: 3359.900635 Iteration 62Q: 3 clusters Score -3086390 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 26669 members Entering Unmasked Estep Score: -3086391.250000 Penalty: 3359.900635 Iteration 63Q: 3 clusters Score -3086391 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 26671 members Entering Unmasked Estep Score: -3086391.000000 Penalty: 3359.900635 Iteration 64Q: 3 clusters Score -3086391 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 26671 members Entering Unmasked Estep Score: -3086391.000000 Penalty: 3359.900635 Iteration 65F: 3 clusters Score -3086391 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41432 members Mstep: Class 2 contains 12941 members Mstep: Class 3 contains 239 members Mstep: Class 4 contains 3051 members Mstep: Class 5 contains 415 members Mstep: Class 6 contains 2848 members Mstep: Class 7 contains 5321 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 16350 members Mstep: Class 10 contains 649 members Mstep: Class 11 contains 4350 members Mstep: Class 12 contains 5168 members Mstep: Class 13 contains 85636 members Mstep: Class 14 contains 583 members Mstep: Class 15 contains 7710 members Mstep: Class 16 contains 701 members Mstep: Class 17 contains 2790 members Mstep: Class 18 contains 4218 members Mstep: Class 19 contains 5098 members Mstep: Class 20 contains 1136 members Mstep: Class 21 contains 3439 members Mstep: Class 22 contains 26671 members Entering Unmasked Estep Score: -22237314.000000 Penalty: 44156.183594 Splitting cluster 18 changes total score from -22231616.000000 to -22237314.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 19 (5098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Entering Unmasked Estep Score: -492218.781250 Penalty: 1387.198120 Iteration 0F: 2 clusters Score -492218.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -488181.562500 Penalty: 2774.396240 Iteration 0F: 3 clusters Score -488181.6 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -489532.468750 Penalty: 2774.396240 Iteration 1F: 3 clusters Score -489532.5 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -490356.406250 Penalty: 2774.396240 Iteration 2F: 3 clusters Score -490356.4 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -491795.218750 Penalty: 2774.396240 Iteration 3F: 3 clusters Score -491795.2 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -492791.812500 Penalty: 2774.396240 Iteration 4F: 3 clusters Score -492791.8 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -493551.375000 Penalty: 2774.396240 Iteration 5F: 3 clusters Score -493551.4 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -493981.187500 Penalty: 2774.396240 Iteration 6F: 3 clusters Score -493981.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -494134.156250 Penalty: 2774.396240 Iteration 7Q: 3 clusters Score -494134.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -494198.156250 Penalty: 2774.396240 Iteration 8Q: 3 clusters Score -494198.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -494230.406250 Penalty: 2774.396240 Iteration 9Q: 3 clusters Score -494230.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -494239.906250 Penalty: 2774.396240 Iteration 10Q: 3 clusters Score -494239.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -494245.375000 Penalty: 2774.396240 Iteration 11Q: 3 clusters Score -494245.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -494250.906250 Penalty: 2774.396240 Iteration 12Q: 3 clusters Score -494250.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -494259.437500 Penalty: 2774.396240 Iteration 13Q: 3 clusters Score -494259.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -494265.500000 Penalty: 2774.396240 Iteration 14Q: 3 clusters Score -494265.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -494268.593750 Penalty: 2774.396240 Iteration 15Q: 3 clusters Score -494268.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -494270.312500 Penalty: 2774.396240 Iteration 16Q: 3 clusters Score -494270.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -494270.531250 Penalty: 2774.396240 Iteration 17Q: 3 clusters Score -494270.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -494270.968750 Penalty: 2774.396240 Iteration 18Q: 3 clusters Score -494271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -494270.156250 Penalty: 2774.396240 Iteration 19Q: 3 clusters Score -494270.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -494271.656250 Penalty: 2774.396240 Iteration 20F: 3 clusters Score -494271.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -494271.625000 Penalty: 2774.396240 Iteration 21Q: 3 clusters Score -494271.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -494271.625000 Penalty: 2774.396240 Iteration 22F: 3 clusters Score -494271.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41432 members Mstep: Class 2 contains 12941 members Mstep: Class 3 contains 239 members Mstep: Class 4 contains 3051 members Mstep: Class 5 contains 415 members Mstep: Class 6 contains 2848 members Mstep: Class 7 contains 5321 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 16350 members Mstep: Class 10 contains 649 members Mstep: Class 11 contains 4350 members Mstep: Class 12 contains 5168 members Mstep: Class 13 contains 85636 members Mstep: Class 14 contains 583 members Mstep: Class 15 contains 7710 members Mstep: Class 16 contains 701 members Mstep: Class 17 contains 2790 members Mstep: Class 18 contains 4218 members Mstep: Class 19 contains 3742 members Mstep: Class 20 contains 1136 members Mstep: Class 21 contains 3439 members Mstep: Class 22 contains 26671 members Mstep: Class 23 contains 1356 members Entering Unmasked Estep Score: -22238742.000000 Penalty: 46163.285156 Splitting cluster 19 changes total score from -22231616.000000 to -22238742.000000 So it's getting split into cluster 23. Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41432 members Mstep: Class 4 contains 3051 members Mstep: Class 5 contains 415 members Mstep: Class 6 contains 2848 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 16350 members Mstep: Class 10 contains 649 members Mstep: Class 11 contains 4350 members Mstep: Class 12 contains 5168 members Mstep: Class 13 contains 85636 members Mstep: Class 14 contains 583 members Mstep: Class 16 contains 701 members Mstep: Class 17 contains 2790 members Mstep: Class 18 contains 4218 members Mstep: Class 19 contains 3742 members Entering Unmasked Estep ConsiderDeletion Score: -22241926.000000 Penalty: 46163.285156 Iteration 39Q: 24 clusters Score -2.224193e+07 nChanged 3982 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 41746 members Mstep: Class 2 contains 12835 members Mstep: Class 3 contains 189 members Mstep: Class 4 contains 3290 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 2850 members Mstep: Class 7 contains 5254 members Mstep: Class 8 contains 477 members Mstep: Class 9 contains 16387 members Mstep: Class 10 contains 707 members Mstep: Class 11 contains 3945 members Mstep: Class 12 contains 5105 members Mstep: Class 13 contains 85726 members Mstep: Class 14 contains 597 members Mstep: Class 15 contains 8182 members Mstep: Class 16 contains 645 members Mstep: Class 17 contains 2818 members Mstep: Class 18 contains 4426 members Mstep: Class 19 contains 4079 members Mstep: Class 20 contains 1027 members Mstep: Class 21 contains 3066 members Mstep: Class 22 contains 26122 members Mstep: Class 23 contains 1259 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 1863.604980 but Gain 2007.101562 Score: -22245558.000000 Penalty: 44156.183594 Iteration 40F: 23 clusters Score -2.224556e+07 nChanged 3753 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 41989 members Mstep: Class 2 contains 12805 members Mstep: Class 3 contains 188 members Mstep: Class 4 contains 3324 members Mstep: Class 5 contains 556 members Mstep: Class 6 contains 2838 members Mstep: Class 7 contains 5285 members Mstep: Class 9 contains 16363 members Mstep: Class 10 contains 745 members Mstep: Class 11 contains 3899 members Mstep: Class 12 contains 5018 members Mstep: Class 13 contains 84544 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 9161 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2894 members Mstep: Class 18 contains 4526 members Mstep: Class 19 contains 4388 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 3116 members Mstep: Class 22 contains 26007 members Mstep: Class 23 contains 1346 members Entering Unmasked Estep ConsiderDeletion Score: -22248594.000000 Penalty: 44156.183594 Iteration 41Q: 23 clusters Score -2.224859e+07 nChanged 2389 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 42081 members Mstep: Class 2 contains 12778 members Mstep: Class 3 contains 177 members Mstep: Class 4 contains 3393 members Mstep: Class 5 contains 594 members Mstep: Class 6 contains 2836 members Mstep: Class 7 contains 5299 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 746 members Mstep: Class 11 contains 3853 members Mstep: Class 12 contains 4945 members Mstep: Class 13 contains 83537 members Mstep: Class 14 contains 596 members Mstep: Class 15 contains 9968 members Mstep: Class 16 contains 576 members Mstep: Class 17 contains 2918 members Mstep: Class 18 contains 4625 members Mstep: Class 19 contains 4633 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 3071 members Mstep: Class 22 contains 25796 members Mstep: Class 23 contains 1407 members Entering Unmasked Estep ConsiderDeletion Score: -22250106.000000 Penalty: 44156.183594 Iteration 42Q: 23 clusters Score -2.225011e+07 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42147 members Mstep: Class 2 contains 12766 members Mstep: Class 3 contains 173 members Mstep: Class 4 contains 3474 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 2833 members Mstep: Class 7 contains 5307 members Mstep: Class 9 contains 16369 members Mstep: Class 10 contains 748 members Mstep: Class 11 contains 3851 members Mstep: Class 12 contains 4872 members Mstep: Class 13 contains 82673 members Mstep: Class 14 contains 596 members Mstep: Class 15 contains 10665 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 2920 members Mstep: Class 18 contains 4720 members Mstep: Class 19 contains 4851 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 2995 members Mstep: Class 22 contains 25620 members Mstep: Class 23 contains 1439 members Entering Unmasked Estep ConsiderDeletion Score: -22250790.000000 Penalty: 44156.183594 Iteration 43Q: 23 clusters Score -2.225079e+07 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42171 members Mstep: Class 2 contains 12764 members Mstep: Class 3 contains 168 members Mstep: Class 4 contains 3564 members Mstep: Class 5 contains 662 members Mstep: Class 6 contains 2834 members Mstep: Class 7 contains 5314 members Mstep: Class 9 contains 16369 members Mstep: Class 10 contains 746 members Mstep: Class 11 contains 3902 members Mstep: Class 12 contains 4813 members Mstep: Class 13 contains 81906 members Mstep: Class 14 contains 596 members Mstep: Class 15 contains 11274 members Mstep: Class 16 contains 534 members Mstep: Class 17 contains 2926 members Mstep: Class 18 contains 4813 members Mstep: Class 19 contains 5048 members Mstep: Class 20 contains 1040 members Mstep: Class 21 contains 2913 members Mstep: Class 22 contains 25455 members Mstep: Class 23 contains 1434 members Entering Unmasked Estep ConsiderDeletion Score: -22251260.000000 Penalty: 44156.183594 Iteration 44Q: 23 clusters Score -2.225126e+07 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42180 members Mstep: Class 2 contains 12750 members Mstep: Class 3 contains 167 members Mstep: Class 4 contains 3654 members Mstep: Class 5 contains 686 members Mstep: Class 6 contains 2828 members Mstep: Class 7 contains 5320 members Mstep: Class 9 contains 16370 members Mstep: Class 10 contains 739 members Mstep: Class 11 contains 3969 members Mstep: Class 12 contains 4766 members Mstep: Class 13 contains 81183 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 11865 members Mstep: Class 16 contains 526 members Mstep: Class 17 contains 2927 members Mstep: Class 18 contains 4889 members Mstep: Class 19 contains 5198 members Mstep: Class 20 contains 1036 members Mstep: Class 21 contains 2843 members Mstep: Class 22 contains 25330 members Mstep: Class 23 contains 1416 members Entering Unmasked Estep ConsiderDeletion Score: -22251668.000000 Penalty: 44156.183594 Iteration 45Q: 23 clusters Score -2.225167e+07 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42188 members Mstep: Class 2 contains 12736 members Mstep: Class 3 contains 167 members Mstep: Class 4 contains 3723 members Mstep: Class 5 contains 708 members Mstep: Class 6 contains 2825 members Mstep: Class 7 contains 5321 members Mstep: Class 9 contains 16372 members Mstep: Class 10 contains 737 members Mstep: Class 11 contains 4023 members Mstep: Class 12 contains 4723 members Mstep: Class 13 contains 80544 members Mstep: Class 14 contains 611 members Mstep: Class 15 contains 12418 members Mstep: Class 16 contains 520 members Mstep: Class 17 contains 2927 members Mstep: Class 18 contains 4958 members Mstep: Class 19 contains 5332 members Mstep: Class 20 contains 1035 members Mstep: Class 21 contains 2746 members Mstep: Class 22 contains 25235 members Mstep: Class 23 contains 1397 members Entering Unmasked Estep ConsiderDeletion Score: -22252102.000000 Penalty: 44156.183594 Iteration 46Q: 23 clusters Score -2.22521e+07 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42197 members Mstep: Class 2 contains 12722 members Mstep: Class 3 contains 167 members Mstep: Class 4 contains 3779 members Mstep: Class 5 contains 726 members Mstep: Class 6 contains 2824 members Mstep: Class 7 contains 5327 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 733 members Mstep: Class 11 contains 4081 members Mstep: Class 12 contains 4690 members Mstep: Class 13 contains 79959 members Mstep: Class 14 contains 616 members Mstep: Class 15 contains 12942 members Mstep: Class 16 contains 511 members Mstep: Class 17 contains 2927 members Mstep: Class 18 contains 5013 members Mstep: Class 19 contains 5443 members Mstep: Class 20 contains 1044 members Mstep: Class 21 contains 2676 members Mstep: Class 22 contains 25128 members Mstep: Class 23 contains 1373 members Entering Unmasked Estep ConsiderDeletion Score: -22252360.000000 Penalty: 44156.183594 Iteration 47Q: 23 clusters Score -2.225236e+07 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42199 members Mstep: Class 2 contains 12714 members Mstep: Class 3 contains 167 members Mstep: Class 4 contains 3825 members Mstep: Class 5 contains 744 members Mstep: Class 6 contains 2821 members Mstep: Class 7 contains 5330 members Mstep: Class 9 contains 16371 members Mstep: Class 10 contains 731 members Mstep: Class 11 contains 4140 members Mstep: Class 12 contains 4651 members Mstep: Class 13 contains 79492 members Mstep: Class 14 contains 621 members Mstep: Class 15 contains 13389 members Mstep: Class 16 contains 505 members Mstep: Class 17 contains 2927 members Mstep: Class 18 contains 5068 members Mstep: Class 19 contains 5511 members Mstep: Class 20 contains 1044 members Mstep: Class 21 contains 2614 members Mstep: Class 22 contains 25025 members Mstep: Class 23 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -22252632.000000 Penalty: 44156.183594 Iteration 48Q: 23 clusters Score -2.225263e+07 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42201 members Mstep: Class 2 contains 12711 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 3852 members Mstep: Class 5 contains 763 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 5332 members Mstep: Class 9 contains 16373 members Mstep: Class 10 contains 733 members Mstep: Class 11 contains 4194 members Mstep: Class 12 contains 4627 members Mstep: Class 13 contains 79089 members Mstep: Class 14 contains 627 members Mstep: Class 15 contains 13767 members Mstep: Class 16 contains 498 members Mstep: Class 17 contains 2929 members Mstep: Class 18 contains 5113 members Mstep: Class 19 contains 5570 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 2548 members Mstep: Class 22 contains 24953 members Mstep: Class 23 contains 1338 members Entering Unmasked Estep ConsiderDeletion Score: -22252896.000000 Penalty: 44156.183594 Iteration 49Q: 23 clusters Score -2.22529e+07 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42198 members Mstep: Class 2 contains 12713 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3877 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 2817 members Mstep: Class 7 contains 5336 members Mstep: Class 9 contains 16373 members Mstep: Class 10 contains 730 members Mstep: Class 11 contains 4258 members Mstep: Class 12 contains 4613 members Mstep: Class 13 contains 78722 members Mstep: Class 14 contains 634 members Mstep: Class 15 contains 14106 members Mstep: Class 16 contains 491 members Mstep: Class 17 contains 2932 members Mstep: Class 18 contains 5150 members Mstep: Class 19 contains 5614 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 2487 members Mstep: Class 22 contains 24887 members Mstep: Class 23 contains 1316 members Entering Unmasked Estep ConsiderDeletion Score: -22253092.000000 Penalty: 44156.183594 Iteration 50Q: 23 clusters Score -2.225309e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42200 members Mstep: Class 2 contains 12709 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3902 members Mstep: Class 5 contains 792 members Mstep: Class 6 contains 2819 members Mstep: Class 7 contains 5339 members Mstep: Class 9 contains 16373 members Mstep: Class 10 contains 728 members Mstep: Class 11 contains 4305 members Mstep: Class 12 contains 4594 members Mstep: Class 13 contains 78411 members Mstep: Class 14 contains 649 members Mstep: Class 15 contains 14398 members Mstep: Class 16 contains 485 members Mstep: Class 17 contains 2931 members Mstep: Class 18 contains 5189 members Mstep: Class 19 contains 5662 members Mstep: Class 20 contains 1056 members Mstep: Class 21 contains 2427 members Mstep: Class 22 contains 24818 members Mstep: Class 23 contains 1295 members Entering Unmasked Estep ConsiderDeletion Score: -22253228.000000 Penalty: 44156.183594 Iteration 51Q: 23 clusters Score -2.225323e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42204 members Mstep: Class 2 contains 12703 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3924 members Mstep: Class 5 contains 799 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 5340 members Mstep: Class 9 contains 16374 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 4350 members Mstep: Class 12 contains 4585 members Mstep: Class 13 contains 78159 members Mstep: Class 14 contains 654 members Mstep: Class 15 contains 14646 members Mstep: Class 16 contains 475 members Mstep: Class 17 contains 2933 members Mstep: Class 18 contains 5229 members Mstep: Class 19 contains 5681 members Mstep: Class 20 contains 1076 members Mstep: Class 21 contains 2383 members Mstep: Class 22 contains 24755 members Mstep: Class 23 contains 1269 members Entering Unmasked Estep ConsiderDeletion Score: -22253376.000000 Penalty: 44156.183594 Iteration 52Q: 23 clusters Score -2.225338e+07 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42203 members Mstep: Class 2 contains 12700 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3944 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 5341 members Mstep: Class 9 contains 16373 members Mstep: Class 10 contains 726 members Mstep: Class 11 contains 4392 members Mstep: Class 12 contains 4580 members Mstep: Class 13 contains 77921 members Mstep: Class 14 contains 656 members Mstep: Class 15 contains 14883 members Mstep: Class 16 contains 470 members Mstep: Class 17 contains 2935 members Mstep: Class 18 contains 5261 members Mstep: Class 19 contains 5699 members Mstep: Class 20 contains 1103 members Mstep: Class 21 contains 2347 members Mstep: Class 22 contains 24684 members Mstep: Class 23 contains 1249 members Entering Unmasked Estep ConsiderDeletion Score: -22253510.000000 Penalty: 44156.183594 Iteration 53Q: 23 clusters Score -2.225351e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42205 members Mstep: Class 2 contains 12698 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3963 members Mstep: Class 5 contains 802 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 5342 members Mstep: Class 9 contains 16372 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 4445 members Mstep: Class 12 contains 4576 members Mstep: Class 13 contains 77744 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 15054 members Mstep: Class 16 contains 463 members Mstep: Class 17 contains 2936 members Mstep: Class 18 contains 5297 members Mstep: Class 19 contains 5708 members Mstep: Class 20 contains 1118 members Mstep: Class 21 contains 2313 members Mstep: Class 22 contains 24617 members Mstep: Class 23 contains 1232 members Entering Unmasked Estep ConsiderDeletion Score: -22253516.000000 Penalty: 44156.183594 Iteration 54Q: 23 clusters Score -2.225352e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42207 members Mstep: Class 2 contains 12694 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3973 members Mstep: Class 5 contains 805 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 5344 members Mstep: Class 9 contains 16370 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 4501 members Mstep: Class 12 contains 4571 members Mstep: Class 13 contains 77575 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 15211 members Mstep: Class 16 contains 449 members Mstep: Class 17 contains 2940 members Mstep: Class 18 contains 5327 members Mstep: Class 19 contains 5717 members Mstep: Class 20 contains 1130 members Mstep: Class 21 contains 2292 members Mstep: Class 22 contains 24563 members Mstep: Class 23 contains 1217 members Entering Unmasked Estep ConsiderDeletion Score: -22253602.000000 Penalty: 44156.183594 Iteration 55Q: 23 clusters Score -2.22536e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42207 members Mstep: Class 2 contains 12692 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3981 members Mstep: Class 5 contains 805 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 5344 members Mstep: Class 9 contains 16369 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 4543 members Mstep: Class 12 contains 4570 members Mstep: Class 13 contains 77413 members Mstep: Class 14 contains 658 members Mstep: Class 15 contains 15372 members Mstep: Class 16 contains 443 members Mstep: Class 17 contains 2942 members Mstep: Class 18 contains 5356 members Mstep: Class 19 contains 5729 members Mstep: Class 20 contains 1137 members Mstep: Class 21 contains 2270 members Mstep: Class 22 contains 24506 members Mstep: Class 23 contains 1207 members Entering Unmasked Estep ConsiderDeletion Score: -22253666.000000 Penalty: 44156.183594 Iteration 56Q: 23 clusters Score -2.225367e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42207 members Mstep: Class 2 contains 12692 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3983 members Mstep: Class 5 contains 805 members Mstep: Class 6 contains 2814 members Mstep: Class 7 contains 5346 members Mstep: Class 9 contains 16370 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 4588 members Mstep: Class 12 contains 4564 members Mstep: Class 13 contains 77284 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 15508 members Mstep: Class 16 contains 437 members Mstep: Class 17 contains 2944 members Mstep: Class 18 contains 5376 members Mstep: Class 19 contains 5735 members Mstep: Class 20 contains 1143 members Mstep: Class 21 contains 2245 members Mstep: Class 22 contains 24457 members Mstep: Class 23 contains 1203 members Entering Unmasked Estep ConsiderDeletion Score: -22253664.000000 Penalty: 44156.183594 Iteration 57Q: 23 clusters Score -2.225366e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42202 members Mstep: Class 2 contains 12692 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3984 members Mstep: Class 5 contains 805 members Mstep: Class 6 contains 2814 members Mstep: Class 7 contains 5346 members Mstep: Class 9 contains 16370 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 4634 members Mstep: Class 12 contains 4555 members Mstep: Class 13 contains 77185 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 15632 members Mstep: Class 16 contains 426 members Mstep: Class 17 contains 2946 members Mstep: Class 18 contains 5387 members Mstep: Class 19 contains 5744 members Mstep: Class 20 contains 1144 members Mstep: Class 21 contains 2218 members Mstep: Class 22 contains 24415 members Mstep: Class 23 contains 1202 members Entering Unmasked Estep ConsiderDeletion Score: -22253780.000000 Penalty: 44156.183594 Iteration 58Q: 23 clusters Score -2.225378e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42203 members Mstep: Class 2 contains 12690 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3985 members Mstep: Class 5 contains 805 members Mstep: Class 6 contains 2814 members Mstep: Class 7 contains 5346 members Mstep: Class 9 contains 16371 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 4672 members Mstep: Class 12 contains 4546 members Mstep: Class 13 contains 77086 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 15762 members Mstep: Class 16 contains 420 members Mstep: Class 17 contains 2947 members Mstep: Class 18 contains 5397 members Mstep: Class 19 contains 5747 members Mstep: Class 20 contains 1144 members Mstep: Class 21 contains 2191 members Mstep: Class 22 contains 24369 members Mstep: Class 23 contains 1203 members Entering Unmasked Estep ConsiderDeletion Score: -22253786.000000 Penalty: 44156.183594 Iteration 59Q: 23 clusters Score -2.225379e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 42204 members Mstep: Class 2 contains 12689 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3985 members Mstep: Class 5 contains 805 members Mstep: Class 6 contains 2812 members Mstep: Class 7 contains 5346 members Mstep: Class 9 contains 16370 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 4707 members Mstep: Class 12 contains 4538 members Mstep: Class 13 contains 77000 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 15880 members Mstep: Class 16 contains 416 members Mstep: Class 17 contains 2947 members Mstep: Class 18 contains 5409 members Mstep: Class 19 contains 5742 members Mstep: Class 20 contains 1145 members Mstep: Class 21 contains 2178 members Mstep: Class 22 contains 24323 members Mstep: Class 23 contains 1203 members Entering Unmasked Estep ConsiderDeletion Score: -22253866.000000 Penalty: 44156.183594 Iteration 60F: 23 clusters Score -2.225387e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42206 members Mstep: Class 2 contains 12688 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3986 members Mstep: Class 5 contains 805 members Mstep: Class 6 contains 2812 members Mstep: Class 7 contains 5347 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 4738 members Mstep: Class 12 contains 4534 members Mstep: Class 13 contains 76931 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 15979 members Mstep: Class 16 contains 414 members Mstep: Class 17 contains 2947 members Mstep: Class 18 contains 5421 members Mstep: Class 19 contains 5742 members Mstep: Class 20 contains 1147 members Mstep: Class 21 contains 2157 members Mstep: Class 22 contains 24276 members Mstep: Class 23 contains 1204 members Entering Unmasked Estep ConsiderDeletion Score: -22254018.000000 Penalty: 44156.183594 Iteration 61Q: 23 clusters Score -2.225402e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42209 members Mstep: Class 2 contains 12686 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3987 members Mstep: Class 5 contains 808 members Mstep: Class 6 contains 2811 members Mstep: Class 7 contains 5347 members Mstep: Class 9 contains 16367 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 4769 members Mstep: Class 12 contains 4527 members Mstep: Class 13 contains 76866 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 16070 members Mstep: Class 16 contains 399 members Mstep: Class 17 contains 2948 members Mstep: Class 18 contains 5434 members Mstep: Class 19 contains 5741 members Mstep: Class 20 contains 1147 members Mstep: Class 21 contains 2151 members Mstep: Class 22 contains 24231 members Mstep: Class 23 contains 1204 members Entering Unmasked Estep ConsiderDeletion Score: -22254012.000000 Penalty: 44156.183594 Iteration 62Q: 23 clusters Score -2.225401e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42210 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3988 members Mstep: Class 5 contains 811 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5347 members Mstep: Class 9 contains 16367 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 4797 members Mstep: Class 12 contains 4524 members Mstep: Class 13 contains 76810 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 16151 members Mstep: Class 16 contains 392 members Mstep: Class 17 contains 2947 members Mstep: Class 18 contains 5448 members Mstep: Class 19 contains 5739 members Mstep: Class 20 contains 1150 members Mstep: Class 21 contains 2142 members Mstep: Class 22 contains 24183 members Mstep: Class 23 contains 1201 members Entering Unmasked Estep ConsiderDeletion Score: -22254094.000000 Penalty: 44156.183594 Iteration 63Q: 23 clusters Score -2.225409e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42211 members Mstep: Class 2 contains 12687 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3988 members Mstep: Class 5 contains 814 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5347 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 4822 members Mstep: Class 12 contains 4517 members Mstep: Class 13 contains 76747 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16213 members Mstep: Class 16 contains 383 members Mstep: Class 17 contains 2947 members Mstep: Class 18 contains 5455 members Mstep: Class 19 contains 5742 members Mstep: Class 20 contains 1157 members Mstep: Class 21 contains 2140 members Mstep: Class 22 contains 24154 members Mstep: Class 23 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -22254072.000000 Penalty: 44156.183594 Iteration 64Q: 23 clusters Score -2.225407e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42210 members Mstep: Class 2 contains 12686 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3988 members Mstep: Class 5 contains 817 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5348 members Mstep: Class 9 contains 16367 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 4844 members Mstep: Class 12 contains 4510 members Mstep: Class 13 contains 76681 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16288 members Mstep: Class 16 contains 378 members Mstep: Class 17 contains 2946 members Mstep: Class 18 contains 5466 members Mstep: Class 19 contains 5744 members Mstep: Class 20 contains 1157 members Mstep: Class 21 contains 2135 members Mstep: Class 22 contains 24127 members Mstep: Class 23 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -22254134.000000 Penalty: 44156.183594 Iteration 65Q: 23 clusters Score -2.225413e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42208 members Mstep: Class 2 contains 12686 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3988 members Mstep: Class 5 contains 818 members Mstep: Class 6 contains 2811 members Mstep: Class 7 contains 5348 members Mstep: Class 9 contains 16367 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 4868 members Mstep: Class 12 contains 4503 members Mstep: Class 13 contains 76646 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16331 members Mstep: Class 16 contains 373 members Mstep: Class 17 contains 2945 members Mstep: Class 18 contains 5472 members Mstep: Class 19 contains 5746 members Mstep: Class 20 contains 1157 members Mstep: Class 21 contains 2129 members Mstep: Class 22 contains 24105 members Mstep: Class 23 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -22254136.000000 Penalty: 44156.183594 Iteration 66Q: 23 clusters Score -2.225414e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42207 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3988 members Mstep: Class 5 contains 818 members Mstep: Class 6 contains 2811 members Mstep: Class 7 contains 5348 members Mstep: Class 9 contains 16367 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 4892 members Mstep: Class 12 contains 4501 members Mstep: Class 13 contains 76608 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16371 members Mstep: Class 16 contains 369 members Mstep: Class 17 contains 2945 members Mstep: Class 18 contains 5480 members Mstep: Class 19 contains 5748 members Mstep: Class 20 contains 1157 members Mstep: Class 21 contains 2126 members Mstep: Class 22 contains 24080 members Mstep: Class 23 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -22254150.000000 Penalty: 44156.183594 Iteration 67Q: 23 clusters Score -2.225415e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42205 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3987 members Mstep: Class 5 contains 818 members Mstep: Class 6 contains 2812 members Mstep: Class 7 contains 5348 members Mstep: Class 9 contains 16367 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 4915 members Mstep: Class 12 contains 4499 members Mstep: Class 13 contains 76574 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16409 members Mstep: Class 16 contains 368 members Mstep: Class 17 contains 2944 members Mstep: Class 18 contains 5487 members Mstep: Class 19 contains 5749 members Mstep: Class 20 contains 1157 members Mstep: Class 21 contains 2116 members Mstep: Class 22 contains 24061 members Mstep: Class 23 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -22254120.000000 Penalty: 44156.183594 Iteration 68Q: 23 clusters Score -2.225412e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42202 members Mstep: Class 2 contains 12685 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3987 members Mstep: Class 5 contains 818 members Mstep: Class 6 contains 2812 members Mstep: Class 7 contains 5347 members Mstep: Class 9 contains 16367 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 4933 members Mstep: Class 12 contains 4495 members Mstep: Class 13 contains 76555 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16444 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2944 members Mstep: Class 18 contains 5494 members Mstep: Class 19 contains 5749 members Mstep: Class 20 contains 1157 members Mstep: Class 21 contains 2108 members Mstep: Class 22 contains 24038 members Mstep: Class 23 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -22254130.000000 Penalty: 44156.183594 Iteration 69Q: 23 clusters Score -2.225413e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42200 members Mstep: Class 2 contains 12684 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3989 members Mstep: Class 5 contains 818 members Mstep: Class 6 contains 2812 members Mstep: Class 7 contains 5348 members Mstep: Class 9 contains 16367 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 4950 members Mstep: Class 12 contains 4493 members Mstep: Class 13 contains 76527 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16471 members Mstep: Class 16 contains 365 members Mstep: Class 17 contains 2942 members Mstep: Class 18 contains 5497 members Mstep: Class 19 contains 5749 members Mstep: Class 20 contains 1157 members Mstep: Class 21 contains 2108 members Mstep: Class 22 contains 24024 members Mstep: Class 23 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -22254166.000000 Penalty: 44156.183594 Iteration 70Q: 23 clusters Score -2.225417e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42197 members Mstep: Class 2 contains 12684 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3993 members Mstep: Class 5 contains 819 members Mstep: Class 6 contains 2811 members Mstep: Class 7 contains 5348 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 4963 members Mstep: Class 12 contains 4493 members Mstep: Class 13 contains 76484 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16513 members Mstep: Class 16 contains 363 members Mstep: Class 17 contains 2939 members Mstep: Class 18 contains 5505 members Mstep: Class 19 contains 5749 members Mstep: Class 20 contains 1157 members Mstep: Class 21 contains 2102 members Mstep: Class 22 contains 24013 members Mstep: Class 23 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -22254162.000000 Penalty: 44156.183594 Iteration 71Q: 23 clusters Score -2.225416e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42196 members Mstep: Class 2 contains 12684 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3996 members Mstep: Class 5 contains 819 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5348 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 4972 members Mstep: Class 12 contains 4493 members Mstep: Class 13 contains 76451 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16550 members Mstep: Class 16 contains 362 members Mstep: Class 17 contains 2936 members Mstep: Class 18 contains 5511 members Mstep: Class 19 contains 5749 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2095 members Mstep: Class 22 contains 24003 members Mstep: Class 23 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -22254144.000000 Penalty: 44156.183594 Iteration 72Q: 23 clusters Score -2.225414e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42196 members Mstep: Class 2 contains 12683 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 3998 members Mstep: Class 5 contains 819 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5348 members Mstep: Class 9 contains 16369 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 4979 members Mstep: Class 12 contains 4492 members Mstep: Class 13 contains 76426 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16584 members Mstep: Class 16 contains 361 members Mstep: Class 17 contains 2935 members Mstep: Class 18 contains 5519 members Mstep: Class 19 contains 5750 members Mstep: Class 20 contains 1159 members Mstep: Class 21 contains 2087 members Mstep: Class 22 contains 23987 members Mstep: Class 23 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -22254174.000000 Penalty: 44156.183594 Iteration 73Q: 23 clusters Score -2.225417e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42194 members Mstep: Class 2 contains 12681 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4000 members Mstep: Class 5 contains 819 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5348 members Mstep: Class 9 contains 16369 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 4988 members Mstep: Class 12 contains 4492 members Mstep: Class 13 contains 76388 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16625 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2935 members Mstep: Class 18 contains 5526 members Mstep: Class 19 contains 5750 members Mstep: Class 20 contains 1159 members Mstep: Class 21 contains 2085 members Mstep: Class 22 contains 23973 members Mstep: Class 23 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -22254212.000000 Penalty: 44156.183594 Iteration 74Q: 23 clusters Score -2.225421e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42193 members Mstep: Class 2 contains 12679 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4002 members Mstep: Class 5 contains 819 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5348 members Mstep: Class 9 contains 16369 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5003 members Mstep: Class 12 contains 4492 members Mstep: Class 13 contains 76353 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16655 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2935 members Mstep: Class 18 contains 5531 members Mstep: Class 19 contains 5750 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2081 members Mstep: Class 22 contains 23964 members Mstep: Class 23 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -22254220.000000 Penalty: 44156.183594 Iteration 75Q: 23 clusters Score -2.225422e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42190 members Mstep: Class 2 contains 12678 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4009 members Mstep: Class 5 contains 819 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5348 members Mstep: Class 9 contains 16369 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5016 members Mstep: Class 12 contains 4493 members Mstep: Class 13 contains 76310 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16692 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2934 members Mstep: Class 18 contains 5534 members Mstep: Class 19 contains 5749 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2075 members Mstep: Class 22 contains 23959 members Mstep: Class 23 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -22254202.000000 Penalty: 44156.183594 Iteration 76Q: 23 clusters Score -2.22542e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42189 members Mstep: Class 2 contains 12678 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4010 members Mstep: Class 5 contains 819 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5349 members Mstep: Class 9 contains 16369 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5031 members Mstep: Class 12 contains 4492 members Mstep: Class 13 contains 76276 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16721 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2933 members Mstep: Class 18 contains 5537 members Mstep: Class 19 contains 5748 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2069 members Mstep: Class 22 contains 23955 members Mstep: Class 23 contains 1196 members Entering Unmasked Estep ConsiderDeletion Score: -22254202.000000 Penalty: 44156.183594 Iteration 77Q: 23 clusters Score -2.22542e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42189 members Mstep: Class 2 contains 12678 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4009 members Mstep: Class 5 contains 820 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5350 members Mstep: Class 9 contains 16369 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5037 members Mstep: Class 12 contains 4491 members Mstep: Class 13 contains 76244 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16749 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2933 members Mstep: Class 18 contains 5538 members Mstep: Class 19 contains 5749 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2067 members Mstep: Class 22 contains 23953 members Mstep: Class 23 contains 1196 members Entering Unmasked Estep ConsiderDeletion Score: -22254200.000000 Penalty: 44156.183594 Iteration 78Q: 23 clusters Score -2.22542e+07 nChanged 47 Entering ConstructFrom: Score: -22254200.000000 Penalty: 44156.183594 Entering ConstructFrom: Trying to split cluster 1 (42189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42189 members Entering Unmasked Estep Score: -4144412.250000 Penalty: 1730.611206 Iteration 0F: 2 clusters Score -4144412 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21016 members Mstep: Class 2 contains 21173 members Entering Unmasked Estep Score: -4116069.500000 Penalty: 3461.222412 Iteration 0F: 3 clusters Score -4116070 nChanged 19686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20660 members Mstep: Class 2 contains 21529 members Entering Unmasked Estep Score: -4127749.250000 Penalty: 3461.222412 Iteration 1F: 3 clusters Score -4127749 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20444 members Mstep: Class 2 contains 21745 members Entering Unmasked Estep Score: -4129235.250000 Penalty: 3461.222412 Iteration 2F: 3 clusters Score -4129235 nChanged 2964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20132 members Mstep: Class 2 contains 22057 members Entering Unmasked Estep Score: -4131485.250000 Penalty: 3461.222412 Iteration 3F: 3 clusters Score -4131485 nChanged 3414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19892 members Mstep: Class 2 contains 22297 members Entering Unmasked Estep Score: -4134501.250000 Penalty: 3461.222412 Iteration 4F: 3 clusters Score -4134501 nChanged 3444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20010 members Mstep: Class 2 contains 22179 members Entering Unmasked Estep Score: -4137448.500000 Penalty: 3461.222412 Iteration 5F: 3 clusters Score -4137448 nChanged 2941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20465 members Mstep: Class 2 contains 21724 members Entering Unmasked Estep Score: -4139458.500000 Penalty: 3461.222412 Iteration 6F: 3 clusters Score -4139458 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21149 members Mstep: Class 2 contains 21040 members Entering Unmasked Estep Score: -4140504.000000 Penalty: 3461.222412 Iteration 7F: 3 clusters Score -4140504 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21906 members Mstep: Class 2 contains 20283 members Entering Unmasked Estep Score: -4141119.250000 Penalty: 3461.222412 Iteration 8Q: 3 clusters Score -4141119 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22660 members Mstep: Class 2 contains 19529 members Entering Unmasked Estep Score: -4141486.500000 Penalty: 3461.222412 Iteration 9Q: 3 clusters Score -4141486 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23332 members Mstep: Class 2 contains 18857 members Entering Unmasked Estep Score: -4141790.000000 Penalty: 3461.222412 Iteration 10Q: 3 clusters Score -4141790 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23978 members Mstep: Class 2 contains 18211 members Entering Unmasked Estep Score: -4142015.000000 Penalty: 3461.222412 Iteration 11Q: 3 clusters Score -4142015 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24611 members Mstep: Class 2 contains 17578 members Entering Unmasked Estep Score: -4142194.500000 Penalty: 3461.222412 Iteration 12Q: 3 clusters Score -4142194 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25183 members Mstep: Class 2 contains 17006 members Entering Unmasked Estep Score: -4142350.750000 Penalty: 3461.222412 Iteration 13Q: 3 clusters Score -4142351 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25743 members Mstep: Class 2 contains 16446 members Entering Unmasked Estep Score: -4142503.250000 Penalty: 3461.222412 Iteration 14Q: 3 clusters Score -4142503 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26278 members Mstep: Class 2 contains 15911 members Entering Unmasked Estep Score: -4142649.000000 Penalty: 3461.222412 Iteration 15Q: 3 clusters Score -4142649 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26761 members Mstep: Class 2 contains 15428 members Entering Unmasked Estep Score: -4142748.000000 Penalty: 3461.222412 Iteration 16Q: 3 clusters Score -4142748 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27214 members Mstep: Class 2 contains 14975 members Entering Unmasked Estep Score: -4142858.250000 Penalty: 3461.222412 Iteration 17Q: 3 clusters Score -4142858 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27676 members Mstep: Class 2 contains 14513 members Entering Unmasked Estep Score: -4142942.000000 Penalty: 3461.222412 Iteration 18Q: 3 clusters Score -4142942 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28068 members Mstep: Class 2 contains 14121 members Entering Unmasked Estep Score: -4143017.500000 Penalty: 3461.222412 Iteration 19Q: 3 clusters Score -4143018 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28475 members Mstep: Class 2 contains 13714 members Entering Unmasked Estep Score: -4143104.500000 Penalty: 3461.222412 Iteration 20F: 3 clusters Score -4143104 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28850 members Mstep: Class 2 contains 13339 members Entering Unmasked Estep Score: -4143170.000000 Penalty: 3461.222412 Iteration 21Q: 3 clusters Score -4143170 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29204 members Mstep: Class 2 contains 12985 members Entering Unmasked Estep Score: -4143239.500000 Penalty: 3461.222412 Iteration 22Q: 3 clusters Score -4143240 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29532 members Mstep: Class 2 contains 12657 members Entering Unmasked Estep Score: -4143298.750000 Penalty: 3461.222412 Iteration 23Q: 3 clusters Score -4143299 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29845 members Mstep: Class 2 contains 12344 members Entering Unmasked Estep Score: -4143338.750000 Penalty: 3461.222412 Iteration 24Q: 3 clusters Score -4143339 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30138 members Mstep: Class 2 contains 12051 members Entering Unmasked Estep Score: -4143393.250000 Penalty: 3461.222412 Iteration 25Q: 3 clusters Score -4143393 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30402 members Mstep: Class 2 contains 11787 members Entering Unmasked Estep Score: -4143440.000000 Penalty: 3461.222412 Iteration 26Q: 3 clusters Score -4143440 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30679 members Mstep: Class 2 contains 11510 members Entering Unmasked Estep Score: -4143466.250000 Penalty: 3461.222412 Iteration 27Q: 3 clusters Score -4143466 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30948 members Mstep: Class 2 contains 11241 members Entering Unmasked Estep Score: -4143513.500000 Penalty: 3461.222412 Iteration 28Q: 3 clusters Score -4143514 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31217 members Mstep: Class 2 contains 10972 members Entering Unmasked Estep Score: -4143550.500000 Penalty: 3461.222412 Iteration 29Q: 3 clusters Score -4143550 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31475 members Mstep: Class 2 contains 10714 members Entering Unmasked Estep Score: -4143598.000000 Penalty: 3461.222412 Iteration 30Q: 3 clusters Score -4143598 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31723 members Mstep: Class 2 contains 10466 members Entering Unmasked Estep Score: -4143638.250000 Penalty: 3461.222412 Iteration 31Q: 3 clusters Score -4143638 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31953 members Mstep: Class 2 contains 10236 members Entering Unmasked Estep Score: -4143661.500000 Penalty: 3461.222412 Iteration 32Q: 3 clusters Score -4143662 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32175 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -4143708.000000 Penalty: 3461.222412 Iteration 33Q: 3 clusters Score -4143708 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32367 members Mstep: Class 2 contains 9822 members Entering Unmasked Estep Score: -4143715.000000 Penalty: 3461.222412 Iteration 34Q: 3 clusters Score -4143715 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32554 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -4143744.250000 Penalty: 3461.222412 Iteration 35Q: 3 clusters Score -4143744 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32739 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -4143773.000000 Penalty: 3461.222412 Iteration 36Q: 3 clusters Score -4143773 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32903 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -4143803.750000 Penalty: 3461.222412 Iteration 37Q: 3 clusters Score -4143804 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33076 members Mstep: Class 2 contains 9113 members Entering Unmasked Estep Score: -4143819.250000 Penalty: 3461.222412 Iteration 38Q: 3 clusters Score -4143819 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33248 members Mstep: Class 2 contains 8941 members Entering Unmasked Estep Score: -4143848.750000 Penalty: 3461.222412 Iteration 39Q: 3 clusters Score -4143849 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33439 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -4143878.500000 Penalty: 3461.222412 Iteration 40F: 3 clusters Score -4143878 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33622 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -4143913.000000 Penalty: 3461.222412 Iteration 41Q: 3 clusters Score -4143913 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33799 members Mstep: Class 2 contains 8390 members Entering Unmasked Estep Score: -4143944.750000 Penalty: 3461.222412 Iteration 42Q: 3 clusters Score -4143945 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33976 members Mstep: Class 2 contains 8213 members Entering Unmasked Estep Score: -4143974.750000 Penalty: 3461.222412 Iteration 43Q: 3 clusters Score -4143975 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34153 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -4144012.000000 Penalty: 3461.222412 Iteration 44Q: 3 clusters Score -4144012 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34318 members Mstep: Class 2 contains 7871 members Entering Unmasked Estep Score: -4144061.250000 Penalty: 3461.222412 Iteration 45Q: 3 clusters Score -4144061 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34454 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -4144076.500000 Penalty: 3461.222412 Iteration 46Q: 3 clusters Score -4144076 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34586 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -4144122.250000 Penalty: 3461.222412 Iteration 47Q: 3 clusters Score -4144122 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34731 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -4144174.000000 Penalty: 3461.222412 Iteration 48Q: 3 clusters Score -4144174 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34891 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -4144217.250000 Penalty: 3461.222412 Iteration 49Q: 3 clusters Score -4144217 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35070 members Mstep: Class 2 contains 7119 members Entering Unmasked Estep Score: -4144261.750000 Penalty: 3461.222412 Iteration 50Q: 3 clusters Score -4144262 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35242 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -4144303.000000 Penalty: 3461.222412 Iteration 51Q: 3 clusters Score -4144303 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35397 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -4144340.250000 Penalty: 3461.222412 Iteration 52Q: 3 clusters Score -4144340 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35528 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -4144362.750000 Penalty: 3461.222412 Iteration 53Q: 3 clusters Score -4144363 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35636 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -4144396.000000 Penalty: 3461.222412 Iteration 54Q: 3 clusters Score -4144396 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35747 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -4144407.500000 Penalty: 3461.222412 Iteration 55Q: 3 clusters Score -4144408 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35848 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -4144424.750000 Penalty: 3461.222412 Iteration 56Q: 3 clusters Score -4144425 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35932 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -4144436.250000 Penalty: 3461.222412 Iteration 57Q: 3 clusters Score -4144436 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36014 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -4144433.500000 Penalty: 3461.222412 Iteration 58Q: 3 clusters Score -4144434 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36086 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -4144440.250000 Penalty: 3461.222412 Iteration 59Q: 3 clusters Score -4144440 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36146 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -4144443.250000 Penalty: 3461.222412 Iteration 60F: 3 clusters Score -4144443 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36205 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -4144452.500000 Penalty: 3461.222412 Iteration 61Q: 3 clusters Score -4144452 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36261 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -4144467.250000 Penalty: 3461.222412 Iteration 62Q: 3 clusters Score -4144467 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36310 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -4144469.500000 Penalty: 3461.222412 Iteration 63Q: 3 clusters Score -4144470 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36356 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -4144467.500000 Penalty: 3461.222412 Iteration 64Q: 3 clusters Score -4144468 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36400 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -4144477.500000 Penalty: 3461.222412 Iteration 65Q: 3 clusters Score -4144478 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36433 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -4144485.250000 Penalty: 3461.222412 Iteration 66Q: 3 clusters Score -4144485 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36461 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -4144475.500000 Penalty: 3461.222412 Iteration 67Q: 3 clusters Score -4144476 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36480 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -4144481.000000 Penalty: 3461.222412 Iteration 68Q: 3 clusters Score -4144481 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36507 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -4144481.750000 Penalty: 3461.222412 Iteration 69Q: 3 clusters Score -4144482 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36543 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -4144489.500000 Penalty: 3461.222412 Iteration 70Q: 3 clusters Score -4144490 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36586 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -4144484.250000 Penalty: 3461.222412 Iteration 71Q: 3 clusters Score -4144484 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36628 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -4144490.500000 Penalty: 3461.222412 Iteration 72Q: 3 clusters Score -4144490 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36670 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -4144498.000000 Penalty: 3461.222412 Iteration 73Q: 3 clusters Score -4144498 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36703 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -4144503.250000 Penalty: 3461.222412 Iteration 74Q: 3 clusters Score -4144503 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36739 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -4144501.250000 Penalty: 3461.222412 Iteration 75Q: 3 clusters Score -4144501 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36778 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -4144509.750000 Penalty: 3461.222412 Iteration 76Q: 3 clusters Score -4144510 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36828 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -4144515.000000 Penalty: 3461.222412 Iteration 77Q: 3 clusters Score -4144515 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36874 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -4144522.500000 Penalty: 3461.222412 Iteration 78Q: 3 clusters Score -4144522 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36925 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -4144533.500000 Penalty: 3461.222412 Iteration 79Q: 3 clusters Score -4144534 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36976 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -4144534.250000 Penalty: 3461.222412 Iteration 80F: 3 clusters Score -4144534 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37029 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -4144544.750000 Penalty: 3461.222412 Iteration 81Q: 3 clusters Score -4144545 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37080 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -4144547.750000 Penalty: 3461.222412 Iteration 82Q: 3 clusters Score -4144548 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37122 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -4144546.000000 Penalty: 3461.222412 Iteration 83Q: 3 clusters Score -4144546 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37159 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -4144548.500000 Penalty: 3461.222412 Iteration 84Q: 3 clusters Score -4144548 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37199 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -4144557.000000 Penalty: 3461.222412 Iteration 85Q: 3 clusters Score -4144557 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37239 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -4144551.000000 Penalty: 3461.222412 Iteration 86Q: 3 clusters Score -4144551 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37276 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -4144548.250000 Penalty: 3461.222412 Iteration 87Q: 3 clusters Score -4144548 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37299 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -4144545.250000 Penalty: 3461.222412 Iteration 88Q: 3 clusters Score -4144545 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37325 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -4144555.000000 Penalty: 3461.222412 Iteration 89Q: 3 clusters Score -4144555 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37346 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -4144569.000000 Penalty: 3461.222412 Iteration 90Q: 3 clusters Score -4144569 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37364 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -4144564.000000 Penalty: 3461.222412 Iteration 91Q: 3 clusters Score -4144564 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37381 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -4144571.500000 Penalty: 3461.222412 Iteration 92Q: 3 clusters Score -4144572 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37395 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -4144569.000000 Penalty: 3461.222412 Iteration 93Q: 3 clusters 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97Q: 3 clusters Score -4144559 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37440 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -4144559.250000 Penalty: 3461.222412 Iteration 98Q: 3 clusters Score -4144559 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37445 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -4144567.250000 Penalty: 3461.222412 Iteration 99Q: 3 clusters Score -4144567 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37449 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -4144567.750000 Penalty: 3461.222412 Iteration 100F: 3 clusters Score -4144568 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37456 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -4144563.500000 Penalty: 3461.222412 Iteration 101Q: 3 clusters Score -4144564 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37468 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -4144565.750000 Penalty: 3461.222412 Iteration 102Q: 3 clusters Score -4144566 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37480 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -4144566.750000 Penalty: 3461.222412 Iteration 103Q: 3 clusters Score -4144567 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37485 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -4144570.750000 Penalty: 3461.222412 Iteration 104Q: 3 clusters Score -4144571 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37490 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -4144570.000000 Penalty: 3461.222412 Iteration 105Q: 3 clusters Score -4144570 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37496 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -4144570.000000 Penalty: 3461.222412 Iteration 106Q: 3 clusters Score -4144570 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37504 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -4144562.000000 Penalty: 3461.222412 Iteration 107Q: 3 clusters Score -4144562 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37518 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -4144561.250000 Penalty: 3461.222412 Iteration 108Q: 3 clusters Score -4144561 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37528 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -4144555.250000 Penalty: 3461.222412 Iteration 109Q: 3 clusters Score -4144555 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37533 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -4144559.750000 Penalty: 3461.222412 Iteration 110Q: 3 clusters Score -4144560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37536 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -4144559.500000 Penalty: 3461.222412 Iteration 111Q: 3 clusters Score -4144560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37543 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -4144553.000000 Penalty: 3461.222412 Iteration 112Q: 3 clusters Score -4144553 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37550 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -4144565.000000 Penalty: 3461.222412 Iteration 113Q: 3 clusters Score -4144565 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37556 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -4144559.250000 Penalty: 3461.222412 Iteration 114Q: 3 clusters Score -4144559 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37560 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -4144561.500000 Penalty: 3461.222412 Iteration 115Q: 3 clusters Score -4144562 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37564 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -4144559.500000 Penalty: 3461.222412 Iteration 116Q: 3 clusters Score -4144560 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37569 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -4144558.000000 Penalty: 3461.222412 Iteration 117Q: 3 clusters Score -4144558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37574 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -4144559.250000 Penalty: 3461.222412 Iteration 118Q: 3 clusters Score -4144559 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37579 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -4144560.250000 Penalty: 3461.222412 Iteration 119Q: 3 clusters Score -4144560 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37581 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -4144561.000000 Penalty: 3461.222412 Iteration 120F: 3 clusters Score -4144561 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37587 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -4144558.000000 Penalty: 3461.222412 Iteration 121Q: 3 clusters Score -4144558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37592 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -4144562.250000 Penalty: 3461.222412 Iteration 122Q: 3 clusters Score -4144562 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37596 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -4144564.750000 Penalty: 3461.222412 Iteration 123Q: 3 clusters Score -4144565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37596 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -4144564.750000 Penalty: 3461.222412 Iteration 124F: 3 clusters Score -4144565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 37596 members Mstep: Class 2 contains 12678 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4010 members Mstep: Class 5 contains 820 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5350 members Mstep: Class 8 contains 4593 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5048 members Mstep: Class 12 contains 4490 members Mstep: Class 13 contains 76219 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16768 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2933 members Mstep: Class 18 contains 5539 members Mstep: Class 19 contains 5749 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2064 members Mstep: Class 22 contains 23951 members Mstep: Class 23 contains 1196 members Entering Unmasked Estep Score: -22254098.000000 Penalty: 46163.285156 Splitting cluster 1 changes total score from -22254200.000000 to -22254098.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (12678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12678 members Entering Unmasked Estep Score: -1268285.750000 Penalty: 1535.238770 Iteration 0F: 2 clusters Score -1268286 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -1259356.625000 Penalty: 3070.477539 Iteration 0F: 3 clusters Score -1259357 nChanged 5554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -1262724.125000 Penalty: 3070.477539 Iteration 1F: 3 clusters Score -1262724 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7337 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -1263827.500000 Penalty: 3070.477539 Iteration 2F: 3 clusters Score -1263828 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1265095.375000 Penalty: 3070.477539 Iteration 3F: 3 clusters Score -1265095 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -1266038.375000 Penalty: 3070.477539 Iteration 4F: 3 clusters Score -1266038 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1266570.250000 Penalty: 3070.477539 Iteration 5F: 3 clusters Score -1266570 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1266832.750000 Penalty: 3070.477539 Iteration 6Q: 3 clusters Score -1266833 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -1266987.875000 Penalty: 3070.477539 Iteration 7Q: 3 clusters Score -1266988 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1267084.875000 Penalty: 3070.477539 Iteration 8Q: 3 clusters Score -1267085 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9842 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -1267171.000000 Penalty: 3070.477539 Iteration 9Q: 3 clusters Score -1267171 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10042 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -1267236.375000 Penalty: 3070.477539 Iteration 10Q: 3 clusters Score -1267236 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -1267300.750000 Penalty: 3070.477539 Iteration 11Q: 3 clusters Score -1267301 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10383 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -1267348.375000 Penalty: 3070.477539 Iteration 12Q: 3 clusters Score -1267348 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10534 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -1267394.125000 Penalty: 3070.477539 Iteration 13Q: 3 clusters Score -1267394 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -1267433.500000 Penalty: 3070.477539 Iteration 14Q: 3 clusters Score -1267434 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -1267459.875000 Penalty: 3070.477539 Iteration 15Q: 3 clusters Score -1267460 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -1267477.500000 Penalty: 3070.477539 Iteration 16Q: 3 clusters Score -1267478 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1267500.375000 Penalty: 3070.477539 Iteration 17Q: 3 clusters Score -1267500 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -1267525.500000 Penalty: 3070.477539 Iteration 18Q: 3 clusters Score -1267526 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11058 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -1267542.125000 Penalty: 3070.477539 Iteration 19Q: 3 clusters Score -1267542 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1267560.500000 Penalty: 3070.477539 Iteration 20F: 3 clusters Score -1267560 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -1267581.750000 Penalty: 3070.477539 Iteration 21Q: 3 clusters Score -1267582 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1267600.625000 Penalty: 3070.477539 Iteration 22Q: 3 clusters Score -1267601 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -1267610.625000 Penalty: 3070.477539 Iteration 23Q: 3 clusters Score -1267611 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -1267616.875000 Penalty: 3070.477539 Iteration 24Q: 3 clusters Score -1267617 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -1267623.375000 Penalty: 3070.477539 Iteration 25Q: 3 clusters Score -1267623 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -1267631.250000 Penalty: 3070.477539 Iteration 26Q: 3 clusters Score -1267631 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -1267636.250000 Penalty: 3070.477539 Iteration 27Q: 3 clusters Score -1267636 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11431 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -1267642.125000 Penalty: 3070.477539 Iteration 28Q: 3 clusters Score -1267642 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1267650.000000 Penalty: 3070.477539 Iteration 29Q: 3 clusters Score -1267650 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11482 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1267658.125000 Penalty: 3070.477539 Iteration 30Q: 3 clusters Score -1267658 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1267659.000000 Penalty: 3070.477539 Iteration 31Q: 3 clusters Score -1267659 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -1267664.125000 Penalty: 3070.477539 Iteration 32Q: 3 clusters Score -1267664 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -1267667.375000 Penalty: 3070.477539 Iteration 33Q: 3 clusters Score -1267667 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1267667.625000 Penalty: 3070.477539 Iteration 34Q: 3 clusters Score -1267668 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11553 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -1267670.250000 Penalty: 3070.477539 Iteration 35Q: 3 clusters Score -1267670 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11562 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1267674.125000 Penalty: 3070.477539 Iteration 36Q: 3 clusters Score -1267674 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1267676.750000 Penalty: 3070.477539 Iteration 37Q: 3 clusters Score -1267677 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1267683.375000 Penalty: 3070.477539 Iteration 38Q: 3 clusters Score -1267683 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1267688.375000 Penalty: 3070.477539 Iteration 39Q: 3 clusters Score -1267688 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11607 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1267688.500000 Penalty: 3070.477539 Iteration 40F: 3 clusters Score -1267688 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11625 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -1267689.500000 Penalty: 3070.477539 Iteration 41Q: 3 clusters Score -1267690 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1267693.250000 Penalty: 3070.477539 Iteration 42Q: 3 clusters Score -1267693 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11648 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1267697.000000 Penalty: 3070.477539 Iteration 43Q: 3 clusters Score -1267697 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11661 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -1267700.625000 Penalty: 3070.477539 Iteration 44Q: 3 clusters Score -1267701 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11665 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1267701.750000 Penalty: 3070.477539 Iteration 45Q: 3 clusters Score -1267702 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11669 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1267705.750000 Penalty: 3070.477539 Iteration 46Q: 3 clusters Score -1267706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1267704.125000 Penalty: 3070.477539 Iteration 47Q: 3 clusters Score -1267704 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -1267703.375000 Penalty: 3070.477539 Iteration 48Q: 3 clusters Score -1267703 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -1267703.375000 Penalty: 3070.477539 Iteration 49F: 3 clusters Score -1267703 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Entering Unmasked Estep Score: -12413.327148 Penalty: 828.728271 Iteration 0F: 2 clusters Score -12413.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -11813.749023 Penalty: 1657.456543 Iteration 0F: 3 clusters Score -11813.75 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -11893.215820 Penalty: 1657.456543 Iteration 1F: 3 clusters Score -11893.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -11927.309570 Penalty: 1657.456543 Iteration 2F: 3 clusters Score -11927.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Entering Unmasked Estep Score: -402612.718750 Penalty: 1348.188843 Iteration 0F: 2 clusters Score -402612.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -399245.343750 Penalty: 2696.377686 Iteration 0F: 3 clusters Score -399245.3 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -400257.750000 Penalty: 2696.377686 Iteration 1F: 3 clusters Score -400257.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -400615.718750 Penalty: 2696.377686 Iteration 2F: 3 clusters Score -400615.7 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -400926.968750 Penalty: 2696.377686 Iteration 3F: 3 clusters Score -400927 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -401200.218750 Penalty: 2696.377686 Iteration 4F: 3 clusters Score -401200.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -401488.406250 Penalty: 2696.377686 Iteration 5F: 3 clusters Score -401488.4 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -401852.093750 Penalty: 2696.377686 Iteration 6F: 3 clusters Score -401852.1 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -402161.250000 Penalty: 2696.377686 Iteration 7F: 3 clusters Score -402161.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -402373.625000 Penalty: 2696.377686 Iteration 8Q: 3 clusters Score -402373.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -402490.437500 Penalty: 2696.377686 Iteration 9Q: 3 clusters Score -402490.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -402552.375000 Penalty: 2696.377686 Iteration 10Q: 3 clusters Score -402552.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -402596.968750 Penalty: 2696.377686 Iteration 11Q: 3 clusters Score -402597 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -402627.875000 Penalty: 2696.377686 Iteration 12Q: 3 clusters Score -402627.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -402646.281250 Penalty: 2696.377686 Iteration 13Q: 3 clusters Score -402646.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -402653.281250 Penalty: 2696.377686 Iteration 14Q: 3 clusters Score -402653.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -402657.875000 Penalty: 2696.377686 Iteration 15Q: 3 clusters Score -402657.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -402660.250000 Penalty: 2696.377686 Iteration 16Q: 3 clusters Score -402660.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -402665.406250 Penalty: 2696.377686 Iteration 17Q: 3 clusters Score -402665.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -402666.312500 Penalty: 2696.377686 Iteration 18Q: 3 clusters Score -402666.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -402667.281250 Penalty: 2696.377686 Iteration 19Q: 3 clusters Score -402667.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -402667.281250 Penalty: 2696.377686 Iteration 20F: 3 clusters Score -402667.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42189 members Mstep: Class 2 contains 12678 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 820 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 5350 members Mstep: Class 8 contains 3521 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5048 members Mstep: Class 12 contains 4490 members Mstep: Class 13 contains 76219 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16768 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2933 members Mstep: Class 18 contains 5539 members Mstep: Class 19 contains 5749 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2064 members Mstep: Class 22 contains 23951 members Mstep: Class 23 contains 1196 members Entering Unmasked Estep Score: -22253570.000000 Penalty: 46163.285156 Splitting cluster 4 changes total score from -22254200.000000 to -22253570.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Entering Unmasked Estep Score: -73944.070312 Penalty: 1090.261963 Iteration 0F: 2 clusters Score -73944.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -72725.304688 Penalty: 2180.523926 Iteration 0F: 3 clusters Score -72725.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -73012.953125 Penalty: 2180.523926 Iteration 1F: 3 clusters Score -73012.95 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -73106.140625 Penalty: 2180.523926 Iteration 2F: 3 clusters Score -73106.14 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -73195.304688 Penalty: 2180.523926 Iteration 3F: 3 clusters Score -73195.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -73231.257812 Penalty: 2180.523926 Iteration 4Q: 3 clusters Score -73231.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -73245.679688 Penalty: 2180.523926 Iteration 5Q: 3 clusters Score -73245.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -73261.296875 Penalty: 2180.523926 Iteration 6Q: 3 clusters Score -73261.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -73279.921875 Penalty: 2180.523926 Iteration 7Q: 3 clusters Score -73279.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -73288.812500 Penalty: 2180.523926 Iteration 8Q: 3 clusters Score -73288.81 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -73295.671875 Penalty: 2180.523926 Iteration 9Q: 3 clusters Score -73295.67 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -73301.687500 Penalty: 2180.523926 Iteration 10Q: 3 clusters Score -73301.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -73312.687500 Penalty: 2180.523926 Iteration 11Q: 3 clusters Score -73312.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -73325.828125 Penalty: 2180.523926 Iteration 12Q: 3 clusters Score -73325.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -73355.179688 Penalty: 2180.523926 Iteration 13Q: 3 clusters Score -73355.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -73395.187500 Penalty: 2180.523926 Iteration 14Q: 3 clusters Score -73395.19 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -73429.070312 Penalty: 2180.523926 Iteration 15Q: 3 clusters Score -73429.07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -73474.210938 Penalty: 2180.523926 Iteration 16Q: 3 clusters Score -73474.21 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -73540.578125 Penalty: 2180.523926 Iteration 17Q: 3 clusters Score -73540.58 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -73584.578125 Penalty: 2180.523926 Iteration 18Q: 3 clusters Score -73584.58 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -73610.960938 Penalty: 2180.523926 Iteration 19Q: 3 clusters Score -73610.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -73622.554688 Penalty: 2180.523926 Iteration 20F: 3 clusters Score -73622.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -73636.046875 Penalty: 2180.523926 Iteration 21Q: 3 clusters Score -73636.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -73646.710938 Penalty: 2180.523926 Iteration 22Q: 3 clusters Score -73646.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -73650.257812 Penalty: 2180.523926 Iteration 23Q: 3 clusters Score -73650.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -73663.937500 Penalty: 2180.523926 Iteration 24Q: 3 clusters Score -73663.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -73673.320312 Penalty: 2180.523926 Iteration 25Q: 3 clusters Score -73673.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -73676.445312 Penalty: 2180.523926 Iteration 26Q: 3 clusters Score -73676.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -73681.835938 Penalty: 2180.523926 Iteration 27Q: 3 clusters Score -73681.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -73686.179688 Penalty: 2180.523926 Iteration 28Q: 3 clusters Score -73686.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -73689.007812 Penalty: 2180.523926 Iteration 29Q: 3 clusters Score -73689.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -73689.007812 Penalty: 2180.523926 Iteration 30F: 3 clusters Score -73689.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Entering Unmasked Estep Score: -272904.031250 Penalty: 1290.402710 Iteration 0F: 2 clusters Score -272904 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -270300.781250 Penalty: 2580.805420 Iteration 0F: 3 clusters Score -270300.8 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -271026.468750 Penalty: 2580.805420 Iteration 1F: 3 clusters Score -271026.5 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -271269.812500 Penalty: 2580.805420 Iteration 2F: 3 clusters Score -271269.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -271452.656250 Penalty: 2580.805420 Iteration 3F: 3 clusters Score -271452.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -271587.125000 Penalty: 2580.805420 Iteration 4F: 3 clusters Score -271587.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -271680.906250 Penalty: 2580.805420 Iteration 5Q: 3 clusters Score -271680.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -271753.750000 Penalty: 2580.805420 Iteration 6Q: 3 clusters Score -271753.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -271806.625000 Penalty: 2580.805420 Iteration 7Q: 3 clusters Score -271806.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -271853.843750 Penalty: 2580.805420 Iteration 8Q: 3 clusters Score -271853.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -271892.718750 Penalty: 2580.805420 Iteration 9Q: 3 clusters Score -271892.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -271931.281250 Penalty: 2580.805420 Iteration 10Q: 3 clusters Score -271931.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -271964.718750 Penalty: 2580.805420 Iteration 11Q: 3 clusters Score -271964.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -271992.000000 Penalty: 2580.805420 Iteration 12Q: 3 clusters Score -271992 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -272011.875000 Penalty: 2580.805420 Iteration 13Q: 3 clusters Score -272011.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -272026.250000 Penalty: 2580.805420 Iteration 14Q: 3 clusters Score -272026.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -272033.000000 Penalty: 2580.805420 Iteration 15Q: 3 clusters Score -272033 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -272038.531250 Penalty: 2580.805420 Iteration 16Q: 3 clusters Score -272038.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -272044.937500 Penalty: 2580.805420 Iteration 17Q: 3 clusters Score -272044.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -272051.093750 Penalty: 2580.805420 Iteration 18Q: 3 clusters Score -272051.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -272054.937500 Penalty: 2580.805420 Iteration 19Q: 3 clusters Score -272054.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -272057.625000 Penalty: 2580.805420 Iteration 20F: 3 clusters Score -272057.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -272061.562500 Penalty: 2580.805420 Iteration 21Q: 3 clusters Score -272061.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -272064.187500 Penalty: 2580.805420 Iteration 22Q: 3 clusters Score -272064.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -272068.718750 Penalty: 2580.805420 Iteration 23Q: 3 clusters Score -272068.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -272073.281250 Penalty: 2580.805420 Iteration 24Q: 3 clusters Score -272073.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -272077.625000 Penalty: 2580.805420 Iteration 25Q: 3 clusters Score -272077.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -272080.187500 Penalty: 2580.805420 Iteration 26Q: 3 clusters Score -272080.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -272080.875000 Penalty: 2580.805420 Iteration 27Q: 3 clusters Score -272080.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -272081.906250 Penalty: 2580.805420 Iteration 28Q: 3 clusters Score -272081.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -272082.562500 Penalty: 2580.805420 Iteration 29Q: 3 clusters Score -272082.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -272083.875000 Penalty: 2580.805420 Iteration 30Q: 3 clusters Score -272083.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -272084.781250 Penalty: 2580.805420 Iteration 31Q: 3 clusters Score -272084.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -272085.750000 Penalty: 2580.805420 Iteration 32Q: 3 clusters Score -272085.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -272085.750000 Penalty: 2580.805420 Iteration 33F: 3 clusters Score -272085.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Entering Unmasked Estep Score: -520361.531250 Penalty: 1395.038452 Iteration 0F: 2 clusters Score -520361.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -516140.375000 Penalty: 2790.076904 Iteration 0F: 3 clusters Score -516140.4 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -517344.812500 Penalty: 2790.076904 Iteration 1F: 3 clusters Score -517344.8 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -517531.750000 Penalty: 2790.076904 Iteration 2F: 3 clusters Score -517531.8 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -517667.906250 Penalty: 2790.076904 Iteration 3F: 3 clusters Score -517667.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -517783.218750 Penalty: 2790.076904 Iteration 4Q: 3 clusters Score -517783.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -517906.156250 Penalty: 2790.076904 Iteration 5Q: 3 clusters Score -517906.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -518050.906250 Penalty: 2790.076904 Iteration 6Q: 3 clusters Score -518050.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -518180.531250 Penalty: 2790.076904 Iteration 7Q: 3 clusters Score -518180.5 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -518322.437500 Penalty: 2790.076904 Iteration 8Q: 3 clusters Score -518322.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -518492.968750 Penalty: 2790.076904 Iteration 9Q: 3 clusters Score -518493 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -518728.062500 Penalty: 2790.076904 Iteration 10Q: 3 clusters Score -518728.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -518979.312500 Penalty: 2790.076904 Iteration 11Q: 3 clusters Score -518979.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -519189.250000 Penalty: 2790.076904 Iteration 12Q: 3 clusters Score -519189.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -519309.593750 Penalty: 2790.076904 Iteration 13Q: 3 clusters Score -519309.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -519425.250000 Penalty: 2790.076904 Iteration 14Q: 3 clusters Score -519425.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -519537.281250 Penalty: 2790.076904 Iteration 15Q: 3 clusters Score -519537.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -519631.781250 Penalty: 2790.076904 Iteration 16Q: 3 clusters Score -519631.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -519714.656250 Penalty: 2790.076904 Iteration 17Q: 3 clusters Score -519714.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -519786.843750 Penalty: 2790.076904 Iteration 18Q: 3 clusters Score -519786.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -519836.781250 Penalty: 2790.076904 Iteration 19Q: 3 clusters Score -519836.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -519886.187500 Penalty: 2790.076904 Iteration 20F: 3 clusters Score -519886.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -519937.000000 Penalty: 2790.076904 Iteration 21Q: 3 clusters Score -519937 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -519982.906250 Penalty: 2790.076904 Iteration 22Q: 3 clusters Score -519982.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -520020.406250 Penalty: 2790.076904 Iteration 23Q: 3 clusters Score -520020.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -520048.125000 Penalty: 2790.076904 Iteration 24Q: 3 clusters Score -520048.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -520080.406250 Penalty: 2790.076904 Iteration 25Q: 3 clusters Score -520080.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -520113.656250 Penalty: 2790.076904 Iteration 26Q: 3 clusters Score -520113.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -520155.406250 Penalty: 2790.076904 Iteration 27Q: 3 clusters Score -520155.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -520197.250000 Penalty: 2790.076904 Iteration 28Q: 3 clusters Score -520197.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -520236.125000 Penalty: 2790.076904 Iteration 29Q: 3 clusters Score -520236.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -520276.625000 Penalty: 2790.076904 Iteration 30Q: 3 clusters Score -520276.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -520314.062500 Penalty: 2790.076904 Iteration 31Q: 3 clusters Score -520314.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -520366.062500 Penalty: 2790.076904 Iteration 32Q: 3 clusters Score -520366.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -520416.500000 Penalty: 2790.076904 Iteration 33Q: 3 clusters Score -520416.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -520464.156250 Penalty: 2790.076904 Iteration 34Q: 3 clusters Score -520464.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -520516.562500 Penalty: 2790.076904 Iteration 35Q: 3 clusters Score -520516.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -520594.312500 Penalty: 2790.076904 Iteration 36Q: 3 clusters Score -520594.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -520729.531250 Penalty: 2790.076904 Iteration 37Q: 3 clusters Score -520729.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -520933.125000 Penalty: 2790.076904 Iteration 38Q: 3 clusters Score -520933.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -521194.031250 Penalty: 2790.076904 Iteration 39Q: 3 clusters Score -521194 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -521581.812500 Penalty: 2790.076904 Iteration 40F: 3 clusters Score -521581.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -522072.250000 Penalty: 2790.076904 Iteration 41Q: 3 clusters Score -522072.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -522182.093750 Penalty: 2790.076904 Iteration 42Q: 3 clusters Score -522182.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -522195.562500 Penalty: 2790.076904 Iteration 43Q: 3 clusters Score -522195.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -522195.687500 Penalty: 2790.076904 Iteration 44Q: 3 clusters Score -522195.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -522195.656250 Penalty: 2790.076904 Iteration 45Q: 3 clusters Score -522195.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -522195.656250 Penalty: 2790.076904 Iteration 46F: 3 clusters Score -522195.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42189 members Mstep: Class 2 contains 12678 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4010 members Mstep: Class 5 contains 820 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 3378 members Mstep: Class 8 contains 1972 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5048 members Mstep: Class 12 contains 4490 members Mstep: Class 13 contains 76219 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16768 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2933 members Mstep: Class 18 contains 5539 members Mstep: Class 19 contains 5749 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2064 members Mstep: Class 22 contains 23951 members Mstep: Class 23 contains 1196 members Entering Unmasked Estep Score: -22255356.000000 Penalty: 46163.285156 Splitting cluster 7 changes total score from -22254200.000000 to -22255356.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 9 (16368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16368 members Entering Unmasked Estep Score: -1667794.875000 Penalty: 1576.750977 Iteration 0F: 2 clusters Score -1667795 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -1656549.000000 Penalty: 3153.501953 Iteration 0F: 3 clusters Score -1656549 nChanged 7302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 8380 members Entering Unmasked Estep Score: -1660554.250000 Penalty: 3153.501953 Iteration 1F: 3 clusters Score -1660554 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -1660924.250000 Penalty: 3153.501953 Iteration 2F: 3 clusters Score -1660924 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7525 members Mstep: Class 2 contains 8843 members Entering Unmasked Estep Score: -1661288.250000 Penalty: 3153.501953 Iteration 3F: 3 clusters Score -1661288 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -1661663.875000 Penalty: 3153.501953 Iteration 4F: 3 clusters Score -1661664 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 9675 members Entering Unmasked Estep Score: -1662105.375000 Penalty: 3153.501953 Iteration 5F: 3 clusters Score -1662105 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 10206 members Entering Unmasked Estep Score: -1662573.000000 Penalty: 3153.501953 Iteration 6F: 3 clusters Score -1662573 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 10748 members Entering Unmasked Estep Score: -1663070.750000 Penalty: 3153.501953 Iteration 7F: 3 clusters Score -1663071 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 11338 members Entering Unmasked Estep Score: -1663646.000000 Penalty: 3153.501953 Iteration 8F: 3 clusters Score -1663646 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 11879 members Entering Unmasked Estep Score: -1664275.625000 Penalty: 3153.501953 Iteration 9Q: 3 clusters Score -1664276 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 12354 members Entering Unmasked Estep Score: -1664825.375000 Penalty: 3153.501953 Iteration 10Q: 3 clusters Score -1664825 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 12709 members Entering Unmasked Estep Score: -1665222.000000 Penalty: 3153.501953 Iteration 11Q: 3 clusters Score -1665222 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -1665509.750000 Penalty: 3153.501953 Iteration 12Q: 3 clusters Score -1665510 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 13177 members Entering Unmasked Estep Score: -1665703.375000 Penalty: 3153.501953 Iteration 13Q: 3 clusters Score -1665703 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 13362 members Entering Unmasked Estep Score: -1665809.000000 Penalty: 3153.501953 Iteration 14Q: 3 clusters Score -1665809 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 13492 members Entering Unmasked Estep Score: -1665859.875000 Penalty: 3153.501953 Iteration 15Q: 3 clusters Score -1665860 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 13590 members Entering Unmasked Estep Score: -1665891.500000 Penalty: 3153.501953 Iteration 16Q: 3 clusters Score -1665892 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -1665922.125000 Penalty: 3153.501953 Iteration 17Q: 3 clusters Score -1665922 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 13780 members Entering Unmasked Estep Score: -1665958.000000 Penalty: 3153.501953 Iteration 18Q: 3 clusters Score -1665958 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 13884 members Entering Unmasked Estep Score: -1665995.000000 Penalty: 3153.501953 Iteration 19Q: 3 clusters Score -1665995 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 13975 members Entering Unmasked Estep Score: -1666029.875000 Penalty: 3153.501953 Iteration 20F: 3 clusters Score -1666030 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 14052 members Entering Unmasked Estep Score: -1666050.250000 Penalty: 3153.501953 Iteration 21Q: 3 clusters Score -1666050 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 14123 members Entering Unmasked Estep Score: -1666077.125000 Penalty: 3153.501953 Iteration 22Q: 3 clusters Score -1666077 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 14189 members Entering Unmasked Estep Score: -1666094.750000 Penalty: 3153.501953 Iteration 23Q: 3 clusters Score -1666095 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 14243 members Entering Unmasked Estep Score: -1666106.750000 Penalty: 3153.501953 Iteration 24Q: 3 clusters Score -1666107 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -1666126.375000 Penalty: 3153.501953 Iteration 25Q: 3 clusters Score -1666126 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 14345 members Entering Unmasked Estep Score: -1666137.500000 Penalty: 3153.501953 Iteration 26Q: 3 clusters Score -1666138 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 14396 members Entering Unmasked Estep Score: -1666164.625000 Penalty: 3153.501953 Iteration 27Q: 3 clusters Score -1666165 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 14448 members Entering Unmasked Estep Score: -1666188.750000 Penalty: 3153.501953 Iteration 28Q: 3 clusters Score -1666189 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 14501 members Entering Unmasked Estep Score: -1666215.500000 Penalty: 3153.501953 Iteration 29Q: 3 clusters Score -1666216 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 14571 members Entering Unmasked Estep Score: -1666248.250000 Penalty: 3153.501953 Iteration 30Q: 3 clusters Score -1666248 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 14628 members Entering Unmasked Estep Score: -1666283.375000 Penalty: 3153.501953 Iteration 31Q: 3 clusters Score -1666283 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 14696 members Entering Unmasked Estep Score: -1666322.375000 Penalty: 3153.501953 Iteration 32Q: 3 clusters Score -1666322 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 14763 members Entering Unmasked Estep Score: -1666394.375000 Penalty: 3153.501953 Iteration 33Q: 3 clusters Score -1666394 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 14818 members Entering Unmasked Estep Score: -1666453.750000 Penalty: 3153.501953 Iteration 34Q: 3 clusters Score -1666454 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 14869 members Entering Unmasked Estep Score: -1666512.625000 Penalty: 3153.501953 Iteration 35Q: 3 clusters Score -1666513 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 14914 members Entering Unmasked Estep Score: -1666557.750000 Penalty: 3153.501953 Iteration 36Q: 3 clusters Score -1666558 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 14955 members Entering Unmasked Estep Score: -1666593.500000 Penalty: 3153.501953 Iteration 37Q: 3 clusters Score -1666594 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 14986 members Entering Unmasked Estep Score: -1666618.625000 Penalty: 3153.501953 Iteration 38Q: 3 clusters Score -1666619 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 15007 members Entering Unmasked Estep Score: -1666640.625000 Penalty: 3153.501953 Iteration 39Q: 3 clusters Score -1666641 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 15029 members Entering Unmasked Estep Score: -1666665.500000 Penalty: 3153.501953 Iteration 40F: 3 clusters Score -1666666 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 15051 members Entering Unmasked Estep Score: -1666678.625000 Penalty: 3153.501953 Iteration 41Q: 3 clusters Score -1666679 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 15069 members Entering Unmasked Estep Score: -1666689.375000 Penalty: 3153.501953 Iteration 42Q: 3 clusters Score -1666689 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 15079 members Entering Unmasked Estep Score: -1666698.250000 Penalty: 3153.501953 Iteration 43Q: 3 clusters Score -1666698 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 15089 members Entering Unmasked Estep Score: -1666708.250000 Penalty: 3153.501953 Iteration 44Q: 3 clusters Score -1666708 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 15099 members Entering Unmasked Estep Score: -1666715.750000 Penalty: 3153.501953 Iteration 45Q: 3 clusters Score -1666716 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 15118 members Entering Unmasked Estep Score: -1666724.250000 Penalty: 3153.501953 Iteration 46Q: 3 clusters Score -1666724 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 15129 members Entering Unmasked Estep Score: -1666729.000000 Penalty: 3153.501953 Iteration 47Q: 3 clusters Score -1666729 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 15139 members Entering Unmasked Estep Score: -1666740.250000 Penalty: 3153.501953 Iteration 48Q: 3 clusters Score -1666740 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 15153 members Entering Unmasked Estep Score: -1666750.125000 Penalty: 3153.501953 Iteration 49Q: 3 clusters Score -1666750 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 15168 members Entering Unmasked Estep Score: -1666757.125000 Penalty: 3153.501953 Iteration 50Q: 3 clusters Score -1666757 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 15181 members Entering Unmasked Estep Score: -1666764.250000 Penalty: 3153.501953 Iteration 51Q: 3 clusters Score -1666764 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 15195 members Entering Unmasked Estep Score: -1666770.250000 Penalty: 3153.501953 Iteration 52Q: 3 clusters Score -1666770 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 15196 members Entering Unmasked Estep Score: -1666769.500000 Penalty: 3153.501953 Iteration 53Q: 3 clusters Score -1666770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 15203 members Entering Unmasked Estep Score: -1666770.625000 Penalty: 3153.501953 Iteration 54Q: 3 clusters Score -1666771 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 15214 members Entering Unmasked Estep Score: -1666777.125000 Penalty: 3153.501953 Iteration 55Q: 3 clusters Score -1666777 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 15216 members Entering Unmasked Estep Score: -1666780.625000 Penalty: 3153.501953 Iteration 56Q: 3 clusters Score -1666781 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 15218 members Entering Unmasked Estep Score: -1666783.000000 Penalty: 3153.501953 Iteration 57Q: 3 clusters Score -1666783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 15220 members Entering Unmasked Estep Score: -1666780.500000 Penalty: 3153.501953 Iteration 58Q: 3 clusters Score -1666780 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 15222 members Entering Unmasked Estep Score: -1666783.750000 Penalty: 3153.501953 Iteration 59Q: 3 clusters Score -1666784 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 15228 members Entering Unmasked Estep Score: -1666788.500000 Penalty: 3153.501953 Iteration 60F: 3 clusters Score -1666788 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 15228 members Entering Unmasked Estep Score: -1666794.875000 Penalty: 3153.501953 Iteration 61Q: 3 clusters Score -1666795 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 15232 members Entering Unmasked Estep Score: -1666798.125000 Penalty: 3153.501953 Iteration 62Q: 3 clusters Score -1666798 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 15234 members Entering Unmasked Estep Score: -1666794.125000 Penalty: 3153.501953 Iteration 63Q: 3 clusters Score -1666794 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 15234 members Entering Unmasked Estep Score: -1666798.625000 Penalty: 3153.501953 Iteration 64Q: 3 clusters Score -1666799 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 15234 members Entering Unmasked Estep Score: -1666798.625000 Penalty: 3153.501953 Iteration 65F: 3 clusters Score -1666799 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Entering Unmasked Estep Score: -64542.570312 Penalty: 1069.803955 Iteration 0F: 2 clusters Score -64542.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -63345.070312 Penalty: 2139.607910 Iteration 0F: 3 clusters Score -63345.07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -63612.375000 Penalty: 2139.607910 Iteration 1F: 3 clusters Score -63612.38 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -63777.386719 Penalty: 2139.607910 Iteration 2F: 3 clusters Score -63777.39 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -63934.500000 Penalty: 2139.607910 Iteration 3F: 3 clusters Score -63934.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -64060.882812 Penalty: 2139.607910 Iteration 4F: 3 clusters Score -64060.88 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -64160.417969 Penalty: 2139.607910 Iteration 5Q: 3 clusters Score -64160.42 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -64221.976562 Penalty: 2139.607910 Iteration 6Q: 3 clusters Score -64221.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -64280.707031 Penalty: 2139.607910 Iteration 7Q: 3 clusters Score -64280.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -64298.460938 Penalty: 2139.607910 Iteration 8Q: 3 clusters Score -64298.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -64306.410156 Penalty: 2139.607910 Iteration 9Q: 3 clusters Score -64306.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -64315.347656 Penalty: 2139.607910 Iteration 10Q: 3 clusters Score -64315.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -64321.445312 Penalty: 2139.607910 Iteration 11Q: 3 clusters Score -64321.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -64323.238281 Penalty: 2139.607910 Iteration 12Q: 3 clusters Score -64323.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -64323.675781 Penalty: 2139.607910 Iteration 13F: 3 clusters Score -64323.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -64329.531250 Penalty: 2139.607910 Iteration 14Q: 3 clusters Score -64329.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -64334.730469 Penalty: 2139.607910 Iteration 15Q: 3 clusters Score -64334.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -64337.144531 Penalty: 2139.607910 Iteration 16Q: 3 clusters Score -64337.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -64339.246094 Penalty: 2139.607910 Iteration 17Q: 3 clusters Score -64339.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -64340.578125 Penalty: 2139.607910 Iteration 18Q: 3 clusters Score -64340.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -64343.296875 Penalty: 2139.607910 Iteration 19Q: 3 clusters Score -64343.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -64343.296875 Penalty: 2139.607910 Iteration 20F: 3 clusters Score -64343.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Entering Unmasked Estep Score: -465411.218750 Penalty: 1385.596558 Iteration 0F: 2 clusters Score -465411.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -461447.187500 Penalty: 2771.193115 Iteration 0F: 3 clusters Score -461447.2 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -462575.437500 Penalty: 2771.193115 Iteration 1F: 3 clusters Score -462575.4 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -462769.687500 Penalty: 2771.193115 Iteration 2F: 3 clusters Score -462769.7 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -462875.125000 Penalty: 2771.193115 Iteration 3Q: 3 clusters Score -462875.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -462946.312500 Penalty: 2771.193115 Iteration 4Q: 3 clusters Score -462946.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -463008.687500 Penalty: 2771.193115 Iteration 5Q: 3 clusters Score -463008.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -463062.656250 Penalty: 2771.193115 Iteration 6Q: 3 clusters Score -463062.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -463122.718750 Penalty: 2771.193115 Iteration 7Q: 3 clusters Score -463122.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -463184.218750 Penalty: 2771.193115 Iteration 8Q: 3 clusters Score -463184.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -463261.031250 Penalty: 2771.193115 Iteration 9Q: 3 clusters Score -463261 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -463366.031250 Penalty: 2771.193115 Iteration 10Q: 3 clusters Score -463366 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -463480.218750 Penalty: 2771.193115 Iteration 11Q: 3 clusters Score -463480.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -463594.843750 Penalty: 2771.193115 Iteration 12Q: 3 clusters Score -463594.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -463728.031250 Penalty: 2771.193115 Iteration 13Q: 3 clusters Score -463728 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -463855.093750 Penalty: 2771.193115 Iteration 14Q: 3 clusters Score -463855.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -463953.406250 Penalty: 2771.193115 Iteration 15Q: 3 clusters Score -463953.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -464029.437500 Penalty: 2771.193115 Iteration 16Q: 3 clusters Score -464029.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -464101.281250 Penalty: 2771.193115 Iteration 17Q: 3 clusters Score -464101.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -464154.375000 Penalty: 2771.193115 Iteration 18Q: 3 clusters Score -464154.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -464197.937500 Penalty: 2771.193115 Iteration 19Q: 3 clusters Score -464197.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -464231.718750 Penalty: 2771.193115 Iteration 20F: 3 clusters Score -464231.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -464259.468750 Penalty: 2771.193115 Iteration 21Q: 3 clusters Score -464259.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -464284.562500 Penalty: 2771.193115 Iteration 22Q: 3 clusters Score -464284.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -464301.062500 Penalty: 2771.193115 Iteration 23Q: 3 clusters Score -464301.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -464310.750000 Penalty: 2771.193115 Iteration 24Q: 3 clusters Score -464310.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -464316.875000 Penalty: 2771.193115 Iteration 25Q: 3 clusters Score -464316.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -464319.656250 Penalty: 2771.193115 Iteration 26Q: 3 clusters Score -464319.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -464322.750000 Penalty: 2771.193115 Iteration 27Q: 3 clusters Score -464322.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -464324.187500 Penalty: 2771.193115 Iteration 28Q: 3 clusters Score -464324.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -464325.968750 Penalty: 2771.193115 Iteration 29Q: 3 clusters Score -464326 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -464326.718750 Penalty: 2771.193115 Iteration 30Q: 3 clusters Score -464326.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -464328.343750 Penalty: 2771.193115 Iteration 31Q: 3 clusters Score -464328.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -464330.593750 Penalty: 2771.193115 Iteration 32Q: 3 clusters Score -464330.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -464333.218750 Penalty: 2771.193115 Iteration 33Q: 3 clusters Score -464333.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -464338.156250 Penalty: 2771.193115 Iteration 34Q: 3 clusters Score -464338.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -464341.343750 Penalty: 2771.193115 Iteration 35Q: 3 clusters Score -464341.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -464347.312500 Penalty: 2771.193115 Iteration 36Q: 3 clusters Score -464347.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -464348.718750 Penalty: 2771.193115 Iteration 37Q: 3 clusters Score -464348.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -464348.906250 Penalty: 2771.193115 Iteration 38Q: 3 clusters Score -464348.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -464349.031250 Penalty: 2771.193115 Iteration 39Q: 3 clusters Score -464349 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -464349.031250 Penalty: 2771.193115 Iteration 40F: 3 clusters Score -464349 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Entering Unmasked Estep Score: -451910.218750 Penalty: 1366.561279 Iteration 0F: 2 clusters Score -451910.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -448279.312500 Penalty: 2733.122559 Iteration 0F: 3 clusters Score -448279.3 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -449250.531250 Penalty: 2733.122559 Iteration 1F: 3 clusters Score -449250.5 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -449404.750000 Penalty: 2733.122559 Iteration 2F: 3 clusters Score -449404.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -449489.468750 Penalty: 2733.122559 Iteration 3Q: 3 clusters Score -449489.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -449556.750000 Penalty: 2733.122559 Iteration 4Q: 3 clusters Score -449556.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -449617.625000 Penalty: 2733.122559 Iteration 5Q: 3 clusters Score -449617.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -449673.937500 Penalty: 2733.122559 Iteration 6Q: 3 clusters Score -449673.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -449722.812500 Penalty: 2733.122559 Iteration 7Q: 3 clusters Score -449722.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -449768.750000 Penalty: 2733.122559 Iteration 8Q: 3 clusters Score -449768.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -449813.312500 Penalty: 2733.122559 Iteration 9Q: 3 clusters Score -449813.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -449852.187500 Penalty: 2733.122559 Iteration 10Q: 3 clusters Score -449852.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -449888.812500 Penalty: 2733.122559 Iteration 11Q: 3 clusters Score -449888.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -449922.843750 Penalty: 2733.122559 Iteration 12Q: 3 clusters Score -449922.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -449957.593750 Penalty: 2733.122559 Iteration 13Q: 3 clusters Score -449957.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -449989.718750 Penalty: 2733.122559 Iteration 14Q: 3 clusters Score -449989.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -450023.906250 Penalty: 2733.122559 Iteration 15Q: 3 clusters Score -450023.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -450056.218750 Penalty: 2733.122559 Iteration 16Q: 3 clusters Score -450056.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -450086.781250 Penalty: 2733.122559 Iteration 17Q: 3 clusters Score -450086.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -450128.375000 Penalty: 2733.122559 Iteration 18Q: 3 clusters Score -450128.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -450172.843750 Penalty: 2733.122559 Iteration 19Q: 3 clusters Score -450172.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -450223.531250 Penalty: 2733.122559 Iteration 20F: 3 clusters Score -450223.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -450290.375000 Penalty: 2733.122559 Iteration 21Q: 3 clusters Score -450290.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -450353.593750 Penalty: 2733.122559 Iteration 22Q: 3 clusters Score -450353.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -450417.687500 Penalty: 2733.122559 Iteration 23Q: 3 clusters Score -450417.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -450481.531250 Penalty: 2733.122559 Iteration 24Q: 3 clusters Score -450481.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -450529.562500 Penalty: 2733.122559 Iteration 25Q: 3 clusters Score -450529.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -450571.343750 Penalty: 2733.122559 Iteration 26Q: 3 clusters Score -450571.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -450597.687500 Penalty: 2733.122559 Iteration 27Q: 3 clusters Score -450597.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -450617.218750 Penalty: 2733.122559 Iteration 28Q: 3 clusters Score -450617.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -450632.812500 Penalty: 2733.122559 Iteration 29Q: 3 clusters Score -450632.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -450648.343750 Penalty: 2733.122559 Iteration 30Q: 3 clusters Score -450648.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -450655.281250 Penalty: 2733.122559 Iteration 31Q: 3 clusters Score -450655.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -450660.437500 Penalty: 2733.122559 Iteration 32Q: 3 clusters Score -450660.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -450665.062500 Penalty: 2733.122559 Iteration 33Q: 3 clusters Score -450665.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -450669.718750 Penalty: 2733.122559 Iteration 34Q: 3 clusters Score -450669.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -450674.250000 Penalty: 2733.122559 Iteration 35Q: 3 clusters Score -450674.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -450676.718750 Penalty: 2733.122559 Iteration 36Q: 3 clusters Score -450676.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -450678.968750 Penalty: 2733.122559 Iteration 37Q: 3 clusters Score -450679 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -450681.468750 Penalty: 2733.122559 Iteration 38Q: 3 clusters Score -450681.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -450682.437500 Penalty: 2733.122559 Iteration 39Q: 3 clusters Score -450682.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -450682.875000 Penalty: 2733.122559 Iteration 40F: 3 clusters Score -450682.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -450684.625000 Penalty: 2733.122559 Iteration 41Q: 3 clusters Score -450684.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -450685.187500 Penalty: 2733.122559 Iteration 42Q: 3 clusters Score -450685.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -450686.218750 Penalty: 2733.122559 Iteration 43Q: 3 clusters Score -450686.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -450687.281250 Penalty: 2733.122559 Iteration 44Q: 3 clusters Score -450687.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -450689.406250 Penalty: 2733.122559 Iteration 45Q: 3 clusters Score -450689.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -450690.218750 Penalty: 2733.122559 Iteration 46Q: 3 clusters Score -450690.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -450692.437500 Penalty: 2733.122559 Iteration 47Q: 3 clusters Score -450692.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -450694.156250 Penalty: 2733.122559 Iteration 48Q: 3 clusters Score -450694.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -450695.375000 Penalty: 2733.122559 Iteration 49Q: 3 clusters Score -450695.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -450695.937500 Penalty: 2733.122559 Iteration 50Q: 3 clusters Score -450695.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -450696.343750 Penalty: 2733.122559 Iteration 51Q: 3 clusters Score -450696.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -450697.531250 Penalty: 2733.122559 Iteration 52Q: 3 clusters Score -450697.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -450697.500000 Penalty: 2733.122559 Iteration 53Q: 3 clusters Score -450697.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -450697.343750 Penalty: 2733.122559 Iteration 54Q: 3 clusters Score -450697.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -450698.468750 Penalty: 2733.122559 Iteration 55Q: 3 clusters Score -450698.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -450699.406250 Penalty: 2733.122559 Iteration 56Q: 3 clusters Score -450699.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -450702.062500 Penalty: 2733.122559 Iteration 57Q: 3 clusters Score -450702.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -450703.625000 Penalty: 2733.122559 Iteration 58Q: 3 clusters Score -450703.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -450705.187500 Penalty: 2733.122559 Iteration 59Q: 3 clusters Score -450705.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -450707.625000 Penalty: 2733.122559 Iteration 60F: 3 clusters Score -450707.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -450708.375000 Penalty: 2733.122559 Iteration 61Q: 3 clusters Score -450708.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -450709.093750 Penalty: 2733.122559 Iteration 62Q: 3 clusters Score -450709.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -450710.718750 Penalty: 2733.122559 Iteration 63Q: 3 clusters Score -450710.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -450711.843750 Penalty: 2733.122559 Iteration 64Q: 3 clusters Score -450711.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -450712.656250 Penalty: 2733.122559 Iteration 65Q: 3 clusters Score -450712.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -450712.687500 Penalty: 2733.122559 Iteration 66Q: 3 clusters Score -450712.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -450717.406250 Penalty: 2733.122559 Iteration 67Q: 3 clusters Score -450717.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -450720.218750 Penalty: 2733.122559 Iteration 68Q: 3 clusters Score -450720.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -450725.156250 Penalty: 2733.122559 Iteration 69Q: 3 clusters Score -450725.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -450730.343750 Penalty: 2733.122559 Iteration 70Q: 3 clusters Score -450730.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -450732.781250 Penalty: 2733.122559 Iteration 71Q: 3 clusters Score -450732.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -450735.437500 Penalty: 2733.122559 Iteration 72Q: 3 clusters Score -450735.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -450735.343750 Penalty: 2733.122559 Iteration 73Q: 3 clusters Score -450735.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -450735.875000 Penalty: 2733.122559 Iteration 74Q: 3 clusters Score -450735.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -450735.875000 Penalty: 2733.122559 Iteration 75F: 3 clusters Score -450735.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (76219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76219 members Entering Unmasked Estep Score: -7495333.500000 Penalty: 1826.722046 Iteration 0F: 2 clusters Score -7495334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38275 members Mstep: Class 2 contains 37944 members Entering Unmasked Estep Score: -7444407.000000 Penalty: 3653.444092 Iteration 0F: 3 clusters Score -7444407 nChanged 36236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39047 members Mstep: Class 2 contains 37172 members Entering Unmasked Estep Score: -7465810.000000 Penalty: 3653.444092 Iteration 1F: 3 clusters Score -7465810 nChanged 3334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39579 members Mstep: Class 2 contains 36640 members Entering Unmasked Estep Score: -7467106.000000 Penalty: 3653.444092 Iteration 2Q: 3 clusters Score -7467106 nChanged 3731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40502 members Mstep: Class 2 contains 35717 members Entering Unmasked Estep Score: -7468843.000000 Penalty: 3653.444092 Iteration 3Q: 3 clusters Score -7468843 nChanged 4287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41919 members Mstep: Class 2 contains 34300 members Entering Unmasked Estep Score: -7471096.500000 Penalty: 3653.444092 Iteration 4F: 3 clusters Score -7471096 nChanged 4760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43923 members Mstep: Class 2 contains 32296 members Entering Unmasked Estep Score: -7474178.000000 Penalty: 3653.444092 Iteration 5F: 3 clusters Score -7474178 nChanged 4987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46426 members Mstep: Class 2 contains 29793 members Entering Unmasked Estep Score: -7477756.000000 Penalty: 3653.444092 Iteration 6F: 3 clusters Score -7477756 nChanged 4743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49073 members Mstep: Class 2 contains 27146 members Entering Unmasked Estep Score: -7481240.500000 Penalty: 3653.444092 Iteration 7F: 3 clusters Score -7481240 nChanged 3986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51503 members Mstep: Class 2 contains 24716 members Entering Unmasked Estep Score: -7483914.500000 Penalty: 3653.444092 Iteration 8F: 3 clusters Score -7483914 nChanged 3088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53589 members Mstep: Class 2 contains 22630 members Entering Unmasked Estep Score: -7485510.000000 Penalty: 3653.444092 Iteration 9Q: 3 clusters Score -7485510 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55478 members Mstep: Class 2 contains 20741 members Entering Unmasked Estep Score: -7486539.500000 Penalty: 3653.444092 Iteration 10Q: 3 clusters Score -7486540 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57263 members Mstep: Class 2 contains 18956 members Entering Unmasked Estep Score: -7487342.000000 Penalty: 3653.444092 Iteration 11Q: 3 clusters Score -7487342 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58951 members Mstep: Class 2 contains 17268 members Entering Unmasked Estep Score: -7487997.000000 Penalty: 3653.444092 Iteration 12Q: 3 clusters Score -7487997 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60567 members Mstep: Class 2 contains 15652 members Entering Unmasked Estep Score: -7488643.000000 Penalty: 3653.444092 Iteration 13Q: 3 clusters Score -7488643 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62116 members Mstep: Class 2 contains 14103 members Entering Unmasked Estep Score: -7489266.500000 Penalty: 3653.444092 Iteration 14Q: 3 clusters Score -7489266 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63606 members Mstep: Class 2 contains 12613 members Entering Unmasked Estep Score: -7489875.500000 Penalty: 3653.444092 Iteration 15Q: 3 clusters Score -7489876 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64997 members Mstep: Class 2 contains 11222 members Entering Unmasked Estep Score: -7490477.500000 Penalty: 3653.444092 Iteration 16Q: 3 clusters Score -7490478 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66274 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -7491085.000000 Penalty: 3653.444092 Iteration 17Q: 3 clusters Score -7491085 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67480 members Mstep: Class 2 contains 8739 members Entering Unmasked Estep Score: -7491622.500000 Penalty: 3653.444092 Iteration 18Q: 3 clusters Score -7491622 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68589 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -7492115.000000 Penalty: 3653.444092 Iteration 19Q: 3 clusters Score -7492115 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69623 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -7492639.000000 Penalty: 3653.444092 Iteration 20F: 3 clusters Score -7492639 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70569 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -7493094.000000 Penalty: 3653.444092 Iteration 21Q: 3 clusters Score -7493094 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71334 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -7493446.000000 Penalty: 3653.444092 Iteration 22Q: 3 clusters Score -7493446 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71995 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -7493813.000000 Penalty: 3653.444092 Iteration 23Q: 3 clusters Score -7493813 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72542 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -7494134.500000 Penalty: 3653.444092 Iteration 24Q: 3 clusters Score -7494134 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72969 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -7494375.000000 Penalty: 3653.444092 Iteration 25Q: 3 clusters Score -7494375 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73305 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -7494546.000000 Penalty: 3653.444092 Iteration 26Q: 3 clusters Score -7494546 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73531 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -7494685.000000 Penalty: 3653.444092 Iteration 27Q: 3 clusters Score -7494685 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73721 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -7494772.500000 Penalty: 3653.444092 Iteration 28Q: 3 clusters Score -7494772 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73849 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -7494823.500000 Penalty: 3653.444092 Iteration 29Q: 3 clusters Score -7494824 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73959 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -7494852.500000 Penalty: 3653.444092 Iteration 30Q: 3 clusters Score -7494852 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74042 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -7494885.000000 Penalty: 3653.444092 Iteration 31Q: 3 clusters Score -7494885 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74117 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -7494899.500000 Penalty: 3653.444092 Iteration 32Q: 3 clusters Score -7494900 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74187 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -7494926.000000 Penalty: 3653.444092 Iteration 33Q: 3 clusters Score -7494926 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74231 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -7494949.000000 Penalty: 3653.444092 Iteration 34Q: 3 clusters Score -7494949 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74269 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -7494963.000000 Penalty: 3653.444092 Iteration 35Q: 3 clusters Score -7494963 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74287 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -7494957.500000 Penalty: 3653.444092 Iteration 36Q: 3 clusters Score -7494958 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74304 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -7494966.000000 Penalty: 3653.444092 Iteration 37Q: 3 clusters Score -7494966 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74314 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -7494966.000000 Penalty: 3653.444092 Iteration 38Q: 3 clusters Score -7494966 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74327 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -7494962.000000 Penalty: 3653.444092 Iteration 39Q: 3 clusters Score -7494962 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74339 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -7494967.500000 Penalty: 3653.444092 Iteration 40F: 3 clusters Score -7494968 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74349 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -7494967.000000 Penalty: 3653.444092 Iteration 41Q: 3 clusters Score -7494967 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74356 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -7494967.000000 Penalty: 3653.444092 Iteration 42Q: 3 clusters Score -7494967 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74358 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -7494969.000000 Penalty: 3653.444092 Iteration 43Q: 3 clusters Score -7494969 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74360 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -7494970.000000 Penalty: 3653.444092 Iteration 44Q: 3 clusters Score -7494970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74365 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -7494968.500000 Penalty: 3653.444092 Iteration 45Q: 3 clusters Score -7494968 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74365 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -7494968.500000 Penalty: 3653.444092 Iteration 46F: 3 clusters Score -7494968 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Entering Unmasked Estep Score: -63914.761719 Penalty: 1055.480591 Iteration 0F: 2 clusters Score -63914.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -62723.292969 Penalty: 2110.961182 Iteration 0F: 3 clusters Score -62723.29 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -62905.156250 Penalty: 2110.961182 Iteration 1F: 3 clusters Score -62905.16 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -62970.878906 Penalty: 2110.961182 Iteration 2F: 3 clusters Score -62970.88 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -62995.300781 Penalty: 2110.961182 Iteration 3Q: 3 clusters Score -62995.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -63008.476562 Penalty: 2110.961182 Iteration 4Q: 3 clusters Score -63008.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -63015.562500 Penalty: 2110.961182 Iteration 5Q: 3 clusters Score -63015.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -63023.156250 Penalty: 2110.961182 Iteration 6Q: 3 clusters Score -63023.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -63028.851562 Penalty: 2110.961182 Iteration 7Q: 3 clusters Score -63028.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -63037.101562 Penalty: 2110.961182 Iteration 8Q: 3 clusters Score -63037.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -63043.863281 Penalty: 2110.961182 Iteration 9Q: 3 clusters Score -63043.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -63045.074219 Penalty: 2110.961182 Iteration 10Q: 3 clusters Score -63045.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -63045.742188 Penalty: 2110.961182 Iteration 11Q: 3 clusters Score -63045.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -63054.988281 Penalty: 2110.961182 Iteration 12Q: 3 clusters Score -63054.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -63065.867188 Penalty: 2110.961182 Iteration 13Q: 3 clusters Score -63065.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -63080.152344 Penalty: 2110.961182 Iteration 14Q: 3 clusters Score -63080.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -63123.796875 Penalty: 2110.961182 Iteration 15Q: 3 clusters Score -63123.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -63165.488281 Penalty: 2110.961182 Iteration 16Q: 3 clusters Score -63165.49 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -63250.601562 Penalty: 2110.961182 Iteration 17Q: 3 clusters Score -63250.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -63322.406250 Penalty: 2110.961182 Iteration 18F: 3 clusters Score -63322.41 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -63446.218750 Penalty: 2110.961182 Iteration 19Q: 3 clusters Score -63446.22 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -63580.746094 Penalty: 2110.961182 Iteration 20F: 3 clusters Score -63580.75 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -63646.785156 Penalty: 2110.961182 Iteration 21Q: 3 clusters Score -63646.79 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -63698.585938 Penalty: 2110.961182 Iteration 22Q: 3 clusters Score -63698.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -63710.687500 Penalty: 2110.961182 Iteration 23Q: 3 clusters Score -63710.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -63714.554688 Penalty: 2110.961182 Iteration 24Q: 3 clusters Score -63714.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -63716.164062 Penalty: 2110.961182 Iteration 25Q: 3 clusters Score -63716.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -63716.164062 Penalty: 2110.961182 Iteration 26F: 3 clusters Score -63716.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (16768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16768 members Entering Unmasked Estep Score: -1611341.750000 Penalty: 1580.674438 Iteration 0F: 2 clusters Score -1611342 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -1599925.000000 Penalty: 3161.348877 Iteration 0F: 3 clusters Score -1599925 nChanged 7361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -1603881.250000 Penalty: 3161.348877 Iteration 1F: 3 clusters Score -1603881 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 9244 members Entering Unmasked Estep Score: -1604196.125000 Penalty: 3161.348877 Iteration 2F: 3 clusters Score -1604196 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 9690 members Entering Unmasked Estep Score: -1604554.625000 Penalty: 3161.348877 Iteration 3F: 3 clusters Score -1604555 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 10320 members Entering Unmasked Estep Score: -1604949.250000 Penalty: 3161.348877 Iteration 4F: 3 clusters Score -1604949 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 11133 members Entering Unmasked Estep Score: -1605464.000000 Penalty: 3161.348877 Iteration 5F: 3 clusters Score -1605464 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 12097 members Entering Unmasked Estep Score: -1606127.250000 Penalty: 3161.348877 Iteration 6F: 3 clusters Score -1606127 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 13173 members Entering Unmasked Estep Score: -1606997.000000 Penalty: 3161.348877 Iteration 7F: 3 clusters Score -1606997 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -1607896.750000 Penalty: 3161.348877 Iteration 8F: 3 clusters Score -1607897 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 15136 members Entering Unmasked Estep Score: -1608724.125000 Penalty: 3161.348877 Iteration 9F: 3 clusters Score -1608724 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 15799 members Entering Unmasked Estep Score: -1609341.125000 Penalty: 3161.348877 Iteration 10Q: 3 clusters Score -1609341 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 16181 members Entering Unmasked Estep Score: -1609672.000000 Penalty: 3161.348877 Iteration 11Q: 3 clusters Score -1609672 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 16389 members Entering Unmasked Estep Score: -1609882.250000 Penalty: 3161.348877 Iteration 12Q: 3 clusters Score -1609882 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 16493 members Entering Unmasked Estep Score: -1609984.375000 Penalty: 3161.348877 Iteration 13Q: 3 clusters Score -1609984 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 16537 members Entering Unmasked Estep Score: -1610036.250000 Penalty: 3161.348877 Iteration 14Q: 3 clusters Score -1610036 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 16556 members Entering Unmasked Estep Score: -1610060.750000 Penalty: 3161.348877 Iteration 15Q: 3 clusters Score -1610061 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 16565 members Entering Unmasked Estep Score: -1610071.125000 Penalty: 3161.348877 Iteration 16Q: 3 clusters Score -1610071 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 16569 members Entering Unmasked Estep Score: -1610077.000000 Penalty: 3161.348877 Iteration 17Q: 3 clusters Score -1610077 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 16569 members Entering Unmasked Estep Score: -1610077.000000 Penalty: 3161.348877 Iteration 18F: 3 clusters Score -1610077 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -31299.628906 Penalty: 956.491943 Iteration 0F: 2 clusters Score -31299.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -30447.558594 Penalty: 1912.983887 Iteration 0F: 3 clusters Score -30447.56 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -30590.806641 Penalty: 1912.983887 Iteration 1F: 3 clusters Score -30590.81 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -30643.910156 Penalty: 1912.983887 Iteration 2Q: 3 clusters Score -30643.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -30675.250000 Penalty: 1912.983887 Iteration 3Q: 3 clusters Score -30675.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -30693.406250 Penalty: 1912.983887 Iteration 4Q: 3 clusters Score -30693.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -30700.292969 Penalty: 1912.983887 Iteration 5Q: 3 clusters Score -30700.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -30708.929688 Penalty: 1912.983887 Iteration 6Q: 3 clusters Score -30708.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -30723.566406 Penalty: 1912.983887 Iteration 7Q: 3 clusters Score -30723.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -30745.652344 Penalty: 1912.983887 Iteration 8Q: 3 clusters Score -30745.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -30839.626953 Penalty: 1912.983887 Iteration 9Q: 3 clusters Score -30839.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -30878.822266 Penalty: 1912.983887 Iteration 10Q: 3 clusters Score -30878.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -30900.312500 Penalty: 1912.983887 Iteration 11Q: 3 clusters Score -30900.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -30901.269531 Penalty: 1912.983887 Iteration 12Q: 3 clusters Score -30901.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -30901.269531 Penalty: 1912.983887 Iteration 13F: 3 clusters Score -30901.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Entering Unmasked Estep Score: -283238.406250 Penalty: 1297.364380 Iteration 0F: 2 clusters Score -283238.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -280572.125000 Penalty: 2594.728760 Iteration 0F: 3 clusters Score -280572.1 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -281557.406250 Penalty: 2594.728760 Iteration 1F: 3 clusters Score -281557.4 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -282047.500000 Penalty: 2594.728760 Iteration 2F: 3 clusters Score -282047.5 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -282362.937500 Penalty: 2594.728760 Iteration 3F: 3 clusters Score -282362.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -282527.281250 Penalty: 2594.728760 Iteration 4F: 3 clusters Score -282527.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -282619.062500 Penalty: 2594.728760 Iteration 5Q: 3 clusters Score -282619.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -282685.906250 Penalty: 2594.728760 Iteration 6Q: 3 clusters Score -282685.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -282717.562500 Penalty: 2594.728760 Iteration 7Q: 3 clusters Score -282717.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -282737.531250 Penalty: 2594.728760 Iteration 8Q: 3 clusters Score -282737.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -282752.781250 Penalty: 2594.728760 Iteration 9Q: 3 clusters Score -282752.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -282766.500000 Penalty: 2594.728760 Iteration 10Q: 3 clusters Score -282766.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -282779.656250 Penalty: 2594.728760 Iteration 11Q: 3 clusters Score -282779.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -282793.906250 Penalty: 2594.728760 Iteration 12Q: 3 clusters Score -282793.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -282802.312500 Penalty: 2594.728760 Iteration 13Q: 3 clusters Score -282802.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -282805.218750 Penalty: 2594.728760 Iteration 14Q: 3 clusters Score -282805.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -282807.375000 Penalty: 2594.728760 Iteration 15Q: 3 clusters Score -282807.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -282809.937500 Penalty: 2594.728760 Iteration 16Q: 3 clusters Score -282809.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -282813.375000 Penalty: 2594.728760 Iteration 17Q: 3 clusters Score -282813.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -282819.500000 Penalty: 2594.728760 Iteration 18Q: 3 clusters Score -282819.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -282823.562500 Penalty: 2594.728760 Iteration 19Q: 3 clusters Score -282823.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -282825.250000 Penalty: 2594.728760 Iteration 20F: 3 clusters Score -282825.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -282827.437500 Penalty: 2594.728760 Iteration 21Q: 3 clusters Score -282827.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -282829.437500 Penalty: 2594.728760 Iteration 22Q: 3 clusters Score -282829.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -282832.656250 Penalty: 2594.728760 Iteration 23Q: 3 clusters Score -282832.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -282834.312500 Penalty: 2594.728760 Iteration 24Q: 3 clusters Score -282834.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -282835.250000 Penalty: 2594.728760 Iteration 25Q: 3 clusters Score -282835.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -282835.562500 Penalty: 2594.728760 Iteration 26Q: 3 clusters Score -282835.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -282836.562500 Penalty: 2594.728760 Iteration 27Q: 3 clusters Score -282836.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -282836.968750 Penalty: 2594.728760 Iteration 28Q: 3 clusters Score -282837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -282837.218750 Penalty: 2594.728760 Iteration 29Q: 3 clusters Score -282837.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -282838.406250 Penalty: 2594.728760 Iteration 30Q: 3 clusters Score -282838.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -282840.406250 Penalty: 2594.728760 Iteration 31Q: 3 clusters Score -282840.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -282841.750000 Penalty: 2594.728760 Iteration 32Q: 3 clusters Score -282841.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -282842.625000 Penalty: 2594.728760 Iteration 33Q: 3 clusters Score -282842.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -282844.156250 Penalty: 2594.728760 Iteration 34Q: 3 clusters Score -282844.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -282845.031250 Penalty: 2594.728760 Iteration 35Q: 3 clusters Score -282845 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -282846.531250 Penalty: 2594.728760 Iteration 36Q: 3 clusters Score -282846.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -282848.312500 Penalty: 2594.728760 Iteration 37Q: 3 clusters Score -282848.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -282848.875000 Penalty: 2594.728760 Iteration 38Q: 3 clusters Score -282848.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -282848.875000 Penalty: 2594.728760 Iteration 39F: 3 clusters Score -282848.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Entering Unmasked Estep Score: -553695.250000 Penalty: 1400.679932 Iteration 0F: 2 clusters Score -553695.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -549359.125000 Penalty: 2801.359863 Iteration 0F: 3 clusters Score -549359.1 nChanged 2214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -550540.250000 Penalty: 2801.359863 Iteration 1F: 3 clusters Score -550540.2 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -550789.875000 Penalty: 2801.359863 Iteration 2F: 3 clusters Score -550789.9 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -550999.750000 Penalty: 2801.359863 Iteration 3F: 3 clusters Score -550999.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -551172.500000 Penalty: 2801.359863 Iteration 4F: 3 clusters Score -551172.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -551315.312500 Penalty: 2801.359863 Iteration 5Q: 3 clusters Score -551315.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -551421.125000 Penalty: 2801.359863 Iteration 6Q: 3 clusters Score -551421.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -551519.062500 Penalty: 2801.359863 Iteration 7Q: 3 clusters Score -551519.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -551589.000000 Penalty: 2801.359863 Iteration 8Q: 3 clusters Score -551589 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -551651.812500 Penalty: 2801.359863 Iteration 9Q: 3 clusters Score -551651.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -551705.937500 Penalty: 2801.359863 Iteration 10Q: 3 clusters Score -551705.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -551755.250000 Penalty: 2801.359863 Iteration 11Q: 3 clusters Score -551755.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -551801.875000 Penalty: 2801.359863 Iteration 12Q: 3 clusters Score -551801.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -551861.750000 Penalty: 2801.359863 Iteration 13Q: 3 clusters Score -551861.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -551944.500000 Penalty: 2801.359863 Iteration 14Q: 3 clusters Score -551944.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -552034.125000 Penalty: 2801.359863 Iteration 15Q: 3 clusters Score -552034.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -552107.687500 Penalty: 2801.359863 Iteration 16Q: 3 clusters Score -552107.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -552157.187500 Penalty: 2801.359863 Iteration 17Q: 3 clusters Score -552157.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -552205.062500 Penalty: 2801.359863 Iteration 18Q: 3 clusters Score -552205.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -552251.187500 Penalty: 2801.359863 Iteration 19Q: 3 clusters Score -552251.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -552284.437500 Penalty: 2801.359863 Iteration 20F: 3 clusters Score -552284.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -552313.437500 Penalty: 2801.359863 Iteration 21Q: 3 clusters Score -552313.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -552338.562500 Penalty: 2801.359863 Iteration 22Q: 3 clusters Score -552338.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -552360.750000 Penalty: 2801.359863 Iteration 23Q: 3 clusters Score -552360.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -552383.937500 Penalty: 2801.359863 Iteration 24Q: 3 clusters Score -552383.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -552407.687500 Penalty: 2801.359863 Iteration 25Q: 3 clusters Score -552407.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -552421.062500 Penalty: 2801.359863 Iteration 26Q: 3 clusters Score -552421.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -552432.375000 Penalty: 2801.359863 Iteration 27Q: 3 clusters Score -552432.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -552442.500000 Penalty: 2801.359863 Iteration 28Q: 3 clusters Score -552442.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -552453.000000 Penalty: 2801.359863 Iteration 29Q: 3 clusters Score -552453 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -552464.625000 Penalty: 2801.359863 Iteration 30Q: 3 clusters Score -552464.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -552472.187500 Penalty: 2801.359863 Iteration 31Q: 3 clusters Score -552472.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -552479.687500 Penalty: 2801.359863 Iteration 32Q: 3 clusters Score -552479.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -552489.625000 Penalty: 2801.359863 Iteration 33Q: 3 clusters Score -552489.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -552494.812500 Penalty: 2801.359863 Iteration 34Q: 3 clusters Score -552494.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -552499.937500 Penalty: 2801.359863 Iteration 35Q: 3 clusters Score -552499.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -552500.312500 Penalty: 2801.359863 Iteration 36Q: 3 clusters Score -552500.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -552501.500000 Penalty: 2801.359863 Iteration 37Q: 3 clusters Score -552501.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -552502.937500 Penalty: 2801.359863 Iteration 38Q: 3 clusters Score -552502.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -552503.687500 Penalty: 2801.359863 Iteration 39Q: 3 clusters Score -552503.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -552505.375000 Penalty: 2801.359863 Iteration 40F: 3 clusters Score -552505.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -552506.937500 Penalty: 2801.359863 Iteration 41Q: 3 clusters Score -552506.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -552509.375000 Penalty: 2801.359863 Iteration 42Q: 3 clusters Score -552509.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -552512.125000 Penalty: 2801.359863 Iteration 43Q: 3 clusters Score -552512.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -552513.250000 Penalty: 2801.359863 Iteration 44Q: 3 clusters Score -552513.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -552515.000000 Penalty: 2801.359863 Iteration 45Q: 3 clusters Score -552515 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -552519.562500 Penalty: 2801.359863 Iteration 46Q: 3 clusters Score -552519.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -552523.250000 Penalty: 2801.359863 Iteration 47Q: 3 clusters Score -552523.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -552526.250000 Penalty: 2801.359863 Iteration 48Q: 3 clusters Score -552526.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -552526.375000 Penalty: 2801.359863 Iteration 49Q: 3 clusters Score -552526.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -552526.250000 Penalty: 2801.359863 Iteration 50Q: 3 clusters Score -552526.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -552526.250000 Penalty: 2801.359863 Iteration 51F: 3 clusters Score -552526.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Entering Unmasked Estep Score: -570391.000000 Penalty: 1406.726929 Iteration 0F: 2 clusters Score -570391 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -566024.625000 Penalty: 2813.453857 Iteration 0F: 3 clusters Score -566024.6 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -567301.062500 Penalty: 2813.453857 Iteration 1F: 3 clusters Score -567301.1 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -567492.312500 Penalty: 2813.453857 Iteration 2F: 3 clusters Score -567492.3 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -567686.562500 Penalty: 2813.453857 Iteration 3F: 3 clusters Score -567686.6 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -567934.687500 Penalty: 2813.453857 Iteration 4Q: 3 clusters Score -567934.7 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -568282.000000 Penalty: 2813.453857 Iteration 5F: 3 clusters Score -568282 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -568792.562500 Penalty: 2813.453857 Iteration 6F: 3 clusters Score -568792.6 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -569408.125000 Penalty: 2813.453857 Iteration 7F: 3 clusters Score -569408.1 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -569961.312500 Penalty: 2813.453857 Iteration 8F: 3 clusters Score -569961.3 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -570327.687500 Penalty: 2813.453857 Iteration 9F: 3 clusters Score -570327.7 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -570550.125000 Penalty: 2813.453857 Iteration 10Q: 3 clusters Score -570550.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -570723.375000 Penalty: 2813.453857 Iteration 11Q: 3 clusters Score -570723.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -570838.812500 Penalty: 2813.453857 Iteration 12Q: 3 clusters Score -570838.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -570885.375000 Penalty: 2813.453857 Iteration 13Q: 3 clusters Score -570885.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -570920.812500 Penalty: 2813.453857 Iteration 14Q: 3 clusters Score -570920.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -570939.312500 Penalty: 2813.453857 Iteration 15Q: 3 clusters Score -570939.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -570953.500000 Penalty: 2813.453857 Iteration 16Q: 3 clusters Score -570953.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -570963.625000 Penalty: 2813.453857 Iteration 17Q: 3 clusters Score -570963.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -570967.812500 Penalty: 2813.453857 Iteration 18Q: 3 clusters Score -570967.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -570974.000000 Penalty: 2813.453857 Iteration 19Q: 3 clusters Score -570974 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -570979.687500 Penalty: 2813.453857 Iteration 20F: 3 clusters Score -570979.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -570983.062500 Penalty: 2813.453857 Iteration 21Q: 3 clusters Score -570983.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -570986.812500 Penalty: 2813.453857 Iteration 22Q: 3 clusters Score -570986.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -570989.500000 Penalty: 2813.453857 Iteration 23Q: 3 clusters Score -570989.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -570991.250000 Penalty: 2813.453857 Iteration 24Q: 3 clusters Score -570991.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -570991.687500 Penalty: 2813.453857 Iteration 25Q: 3 clusters Score -570991.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -570992.437500 Penalty: 2813.453857 Iteration 26Q: 3 clusters Score -570992.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -570993.750000 Penalty: 2813.453857 Iteration 27Q: 3 clusters Score -570993.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -570993.812500 Penalty: 2813.453857 Iteration 28Q: 3 clusters Score -570993.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -570993.812500 Penalty: 2813.453857 Iteration 29F: 3 clusters Score -570993.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42189 members Mstep: Class 2 contains 12678 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4010 members Mstep: Class 5 contains 820 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 3378 members Mstep: Class 8 contains 1972 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5048 members Mstep: Class 12 contains 4490 members Mstep: Class 13 contains 76219 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16768 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2933 members Mstep: Class 18 contains 5539 members Mstep: Class 19 contains 1744 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2064 members Mstep: Class 22 contains 23951 members Mstep: Class 23 contains 1196 members Mstep: Class 24 contains 4005 members Entering Unmasked Estep Score: -22255322.000000 Penalty: 48170.382812 Splitting cluster 19 changes total score from -22254200.000000 to -22255322.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 20 (1158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Entering Unmasked Estep Score: -112268.890625 Penalty: 1146.348022 Iteration 0F: 2 clusters Score -112268.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -110706.601562 Penalty: 2292.696045 Iteration 0F: 3 clusters Score -110706.6 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -110999.179688 Penalty: 2292.696045 Iteration 1F: 3 clusters Score -110999.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -111093.507812 Penalty: 2292.696045 Iteration 2F: 3 clusters Score -111093.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -111172.734375 Penalty: 2292.696045 Iteration 3F: 3 clusters Score -111172.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -111240.304688 Penalty: 2292.696045 Iteration 4Q: 3 clusters Score -111240.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -111295.375000 Penalty: 2292.696045 Iteration 5Q: 3 clusters Score -111295.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -111370.507812 Penalty: 2292.696045 Iteration 6Q: 3 clusters Score -111370.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -111443.773438 Penalty: 2292.696045 Iteration 7Q: 3 clusters Score -111443.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -111508.984375 Penalty: 2292.696045 Iteration 8Q: 3 clusters Score -111509 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -111561.031250 Penalty: 2292.696045 Iteration 9Q: 3 clusters Score -111561 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -111610.554688 Penalty: 2292.696045 Iteration 10Q: 3 clusters Score -111610.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -111648.593750 Penalty: 2292.696045 Iteration 11Q: 3 clusters Score -111648.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -111668.929688 Penalty: 2292.696045 Iteration 12Q: 3 clusters Score -111668.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -111690.335938 Penalty: 2292.696045 Iteration 13Q: 3 clusters Score -111690.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -111722.484375 Penalty: 2292.696045 Iteration 14Q: 3 clusters Score -111722.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -111750.000000 Penalty: 2292.696045 Iteration 15Q: 3 clusters Score -111750 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -111763.835938 Penalty: 2292.696045 Iteration 16Q: 3 clusters Score -111763.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -111780.554688 Penalty: 2292.696045 Iteration 17Q: 3 clusters Score -111780.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -111796.492188 Penalty: 2292.696045 Iteration 18Q: 3 clusters Score -111796.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -111810.718750 Penalty: 2292.696045 Iteration 19Q: 3 clusters Score -111810.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -111830.359375 Penalty: 2292.696045 Iteration 20F: 3 clusters Score -111830.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -111859.101562 Penalty: 2292.696045 Iteration 21Q: 3 clusters Score -111859.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -111896.523438 Penalty: 2292.696045 Iteration 22Q: 3 clusters Score -111896.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -111930.632812 Penalty: 2292.696045 Iteration 23Q: 3 clusters Score -111930.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -111947.546875 Penalty: 2292.696045 Iteration 24Q: 3 clusters Score -111947.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -111956.820312 Penalty: 2292.696045 Iteration 25Q: 3 clusters Score -111956.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -111962.835938 Penalty: 2292.696045 Iteration 26Q: 3 clusters Score -111962.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -111965.992188 Penalty: 2292.696045 Iteration 27Q: 3 clusters Score -111966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -111966.562500 Penalty: 2292.696045 Iteration 28Q: 3 clusters Score -111966.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -111966.562500 Penalty: 2292.696045 Iteration 29F: 3 clusters Score -111966.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Entering Unmasked Estep Score: -193730.734375 Penalty: 1240.265137 Iteration 0F: 2 clusters Score -193730.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -191591.906250 Penalty: 2480.530273 Iteration 0F: 3 clusters Score -191591.9 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -192109.375000 Penalty: 2480.530273 Iteration 1F: 3 clusters Score -192109.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -192251.734375 Penalty: 2480.530273 Iteration 2F: 3 clusters Score -192251.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -192353.312500 Penalty: 2480.530273 Iteration 3F: 3 clusters Score -192353.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -192440.328125 Penalty: 2480.530273 Iteration 4Q: 3 clusters Score -192440.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -192481.375000 Penalty: 2480.530273 Iteration 5Q: 3 clusters Score -192481.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -192516.812500 Penalty: 2480.530273 Iteration 6Q: 3 clusters Score -192516.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -192553.593750 Penalty: 2480.530273 Iteration 7Q: 3 clusters Score -192553.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -192590.312500 Penalty: 2480.530273 Iteration 8Q: 3 clusters Score -192590.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -192614.906250 Penalty: 2480.530273 Iteration 9Q: 3 clusters Score -192614.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -192652.468750 Penalty: 2480.530273 Iteration 10Q: 3 clusters Score -192652.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -192691.000000 Penalty: 2480.530273 Iteration 11Q: 3 clusters Score -192691 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -192726.500000 Penalty: 2480.530273 Iteration 12Q: 3 clusters Score -192726.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -192769.578125 Penalty: 2480.530273 Iteration 13Q: 3 clusters Score -192769.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -192805.734375 Penalty: 2480.530273 Iteration 14Q: 3 clusters Score -192805.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -192834.859375 Penalty: 2480.530273 Iteration 15Q: 3 clusters Score -192834.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -192862.109375 Penalty: 2480.530273 Iteration 16Q: 3 clusters Score -192862.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -192890.234375 Penalty: 2480.530273 Iteration 17Q: 3 clusters Score -192890.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -192915.453125 Penalty: 2480.530273 Iteration 18Q: 3 clusters Score -192915.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -192943.765625 Penalty: 2480.530273 Iteration 19Q: 3 clusters Score -192943.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -192966.875000 Penalty: 2480.530273 Iteration 20F: 3 clusters Score -192966.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -192985.187500 Penalty: 2480.530273 Iteration 21Q: 3 clusters Score -192985.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -192999.593750 Penalty: 2480.530273 Iteration 22Q: 3 clusters Score -192999.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -193005.312500 Penalty: 2480.530273 Iteration 23Q: 3 clusters Score -193005.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -193010.562500 Penalty: 2480.530273 Iteration 24Q: 3 clusters Score -193010.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -193016.312500 Penalty: 2480.530273 Iteration 25Q: 3 clusters Score -193016.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -193025.093750 Penalty: 2480.530273 Iteration 26Q: 3 clusters Score -193025.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -193036.593750 Penalty: 2480.530273 Iteration 27Q: 3 clusters Score -193036.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -193043.828125 Penalty: 2480.530273 Iteration 28Q: 3 clusters Score -193043.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -193046.578125 Penalty: 2480.530273 Iteration 29Q: 3 clusters Score -193046.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -193047.937500 Penalty: 2480.530273 Iteration 30Q: 3 clusters Score -193047.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -193049.406250 Penalty: 2480.530273 Iteration 31Q: 3 clusters Score -193049.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -193049.859375 Penalty: 2480.530273 Iteration 32Q: 3 clusters Score -193049.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -193050.562500 Penalty: 2480.530273 Iteration 33Q: 3 clusters Score -193050.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -193051.578125 Penalty: 2480.530273 Iteration 34Q: 3 clusters Score -193051.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -193052.328125 Penalty: 2480.530273 Iteration 35Q: 3 clusters Score -193052.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -193052.328125 Penalty: 2480.530273 Iteration 36F: 3 clusters Score -193052.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (23951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23951 members Entering Unmasked Estep Score: -2409509.750000 Penalty: 1638.611816 Iteration 0F: 2 clusters Score -2409510 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11906 members Mstep: Class 2 contains 12045 members Entering Unmasked Estep Score: -2393248.750000 Penalty: 3277.223633 Iteration 0F: 3 clusters Score -2393249 nChanged 10894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 12501 members Entering Unmasked Estep Score: -2399496.750000 Penalty: 3277.223633 Iteration 1F: 3 clusters Score -2399497 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11259 members Mstep: Class 2 contains 12692 members Entering Unmasked Estep Score: -2400010.000000 Penalty: 3277.223633 Iteration 2F: 3 clusters Score -2400010 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11056 members Mstep: Class 2 contains 12895 members Entering Unmasked Estep Score: -2400567.500000 Penalty: 3277.223633 Iteration 3Q: 3 clusters Score -2400568 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 13144 members Entering Unmasked Estep Score: -2401201.000000 Penalty: 3277.223633 Iteration 4Q: 3 clusters Score -2401201 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10548 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -2402014.000000 Penalty: 3277.223633 Iteration 5F: 3 clusters Score -2402014 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10287 members Mstep: Class 2 contains 13664 members Entering Unmasked Estep Score: -2402928.250000 Penalty: 3277.223633 Iteration 6F: 3 clusters Score -2402928 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9992 members Mstep: Class 2 contains 13959 members Entering Unmasked Estep Score: -2403742.000000 Penalty: 3277.223633 Iteration 7F: 3 clusters Score -2403742 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 14194 members Entering Unmasked Estep Score: -2404318.500000 Penalty: 3277.223633 Iteration 8Q: 3 clusters Score -2404318 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 14384 members Entering Unmasked Estep Score: -2404728.000000 Penalty: 3277.223633 Iteration 9Q: 3 clusters Score -2404728 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 14556 members Entering Unmasked Estep Score: -2404955.750000 Penalty: 3277.223633 Iteration 10Q: 3 clusters Score -2404956 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9253 members Mstep: Class 2 contains 14698 members Entering Unmasked Estep Score: -2405099.500000 Penalty: 3277.223633 Iteration 11Q: 3 clusters Score -2405100 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 14829 members Entering Unmasked Estep Score: -2405181.000000 Penalty: 3277.223633 Iteration 12Q: 3 clusters Score -2405181 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 14942 members Entering Unmasked Estep Score: -2405234.000000 Penalty: 3277.223633 Iteration 13Q: 3 clusters Score -2405234 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8905 members Mstep: Class 2 contains 15046 members Entering Unmasked Estep Score: -2405285.250000 Penalty: 3277.223633 Iteration 14Q: 3 clusters Score -2405285 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 15140 members Entering Unmasked Estep Score: -2405334.250000 Penalty: 3277.223633 Iteration 15Q: 3 clusters Score -2405334 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 15228 members Entering Unmasked Estep Score: -2405369.500000 Penalty: 3277.223633 Iteration 16Q: 3 clusters Score -2405370 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 15346 members Entering Unmasked Estep Score: -2405418.000000 Penalty: 3277.223633 Iteration 17Q: 3 clusters Score -2405418 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 15442 members Entering Unmasked Estep Score: -2405472.000000 Penalty: 3277.223633 Iteration 18Q: 3 clusters Score -2405472 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 15550 members Entering Unmasked Estep Score: -2405508.250000 Penalty: 3277.223633 Iteration 19Q: 3 clusters Score -2405508 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 15667 members Entering Unmasked Estep Score: -2405568.250000 Penalty: 3277.223633 Iteration 20F: 3 clusters Score -2405568 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8155 members Mstep: Class 2 contains 15796 members Entering Unmasked Estep Score: -2405613.750000 Penalty: 3277.223633 Iteration 21Q: 3 clusters Score -2405614 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8005 members Mstep: Class 2 contains 15946 members Entering Unmasked Estep Score: -2405653.000000 Penalty: 3277.223633 Iteration 22Q: 3 clusters Score -2405653 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Mstep: Class 2 contains 16084 members Entering Unmasked Estep Score: -2405688.000000 Penalty: 3277.223633 Iteration 23Q: 3 clusters Score -2405688 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 16223 members Entering Unmasked Estep Score: -2405742.000000 Penalty: 3277.223633 Iteration 24Q: 3 clusters Score -2405742 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 16381 members Entering Unmasked Estep Score: -2405800.000000 Penalty: 3277.223633 Iteration 25Q: 3 clusters Score -2405800 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 16550 members Entering Unmasked Estep Score: -2405854.000000 Penalty: 3277.223633 Iteration 26Q: 3 clusters Score -2405854 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 16732 members Entering Unmasked Estep Score: -2405908.250000 Penalty: 3277.223633 Iteration 27Q: 3 clusters Score -2405908 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 16925 members Entering Unmasked Estep Score: -2405982.500000 Penalty: 3277.223633 Iteration 28Q: 3 clusters Score -2405982 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 17126 members Entering Unmasked Estep Score: -2406046.500000 Penalty: 3277.223633 Iteration 29Q: 3 clusters Score -2406046 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 17326 members Entering Unmasked Estep Score: -2406101.000000 Penalty: 3277.223633 Iteration 30Q: 3 clusters Score -2406101 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 17519 members Entering Unmasked Estep Score: -2406163.500000 Penalty: 3277.223633 Iteration 31Q: 3 clusters Score -2406164 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 17722 members Entering Unmasked Estep Score: -2406241.500000 Penalty: 3277.223633 Iteration 32Q: 3 clusters Score -2406242 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 17933 members Entering Unmasked Estep Score: -2406297.500000 Penalty: 3277.223633 Iteration 33Q: 3 clusters Score -2406298 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 18153 members Entering Unmasked Estep Score: -2406371.500000 Penalty: 3277.223633 Iteration 34Q: 3 clusters Score -2406372 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 18392 members Entering Unmasked Estep Score: -2406451.500000 Penalty: 3277.223633 Iteration 35Q: 3 clusters Score -2406452 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 18640 members Entering Unmasked Estep Score: -2406537.000000 Penalty: 3277.223633 Iteration 36Q: 3 clusters Score -2406537 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 18894 members Entering Unmasked Estep Score: -2406630.000000 Penalty: 3277.223633 Iteration 37Q: 3 clusters Score -2406630 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 19131 members Entering Unmasked Estep Score: -2406702.000000 Penalty: 3277.223633 Iteration 38Q: 3 clusters Score -2406702 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 19348 members Entering Unmasked Estep Score: -2406779.250000 Penalty: 3277.223633 Iteration 39Q: 3 clusters Score -2406779 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 19559 members Entering Unmasked Estep Score: -2406844.500000 Penalty: 3277.223633 Iteration 40F: 3 clusters Score -2406844 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 19811 members Entering Unmasked Estep Score: -2406920.250000 Penalty: 3277.223633 Iteration 41Q: 3 clusters Score -2406920 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 20057 members Entering Unmasked Estep Score: -2407006.750000 Penalty: 3277.223633 Iteration 42Q: 3 clusters Score -2407007 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 20302 members Entering Unmasked Estep Score: -2407104.000000 Penalty: 3277.223633 Iteration 43Q: 3 clusters Score -2407104 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 20577 members Entering Unmasked Estep Score: -2407210.250000 Penalty: 3277.223633 Iteration 44Q: 3 clusters Score -2407210 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 20862 members Entering Unmasked Estep Score: -2407336.250000 Penalty: 3277.223633 Iteration 45Q: 3 clusters Score -2407336 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 21123 members Entering Unmasked Estep Score: -2407455.000000 Penalty: 3277.223633 Iteration 46Q: 3 clusters Score -2407455 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 21357 members Entering Unmasked Estep Score: -2407553.000000 Penalty: 3277.223633 Iteration 47Q: 3 clusters Score -2407553 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 21576 members Entering Unmasked Estep Score: -2407665.500000 Penalty: 3277.223633 Iteration 48Q: 3 clusters Score -2407666 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 21785 members Entering Unmasked Estep Score: -2407794.750000 Penalty: 3277.223633 Iteration 49Q: 3 clusters Score -2407795 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 21952 members Entering Unmasked Estep Score: -2407949.250000 Penalty: 3277.223633 Iteration 50Q: 3 clusters Score -2407949 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 22076 members Entering Unmasked Estep Score: -2408126.750000 Penalty: 3277.223633 Iteration 51Q: 3 clusters Score -2408127 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 22175 members Entering Unmasked Estep Score: -2408410.000000 Penalty: 3277.223633 Iteration 52Q: 3 clusters Score -2408410 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 22222 members Entering Unmasked Estep Score: -2408766.000000 Penalty: 3277.223633 Iteration 53Q: 3 clusters Score -2408766 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 22179 members Entering Unmasked Estep Score: -2408936.000000 Penalty: 3277.223633 Iteration 54Q: 3 clusters Score -2408936 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 22085 members Entering Unmasked Estep Score: -2409020.250000 Penalty: 3277.223633 Iteration 55Q: 3 clusters Score -2409020 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 21974 members Entering Unmasked Estep Score: -2409087.750000 Penalty: 3277.223633 Iteration 56Q: 3 clusters Score -2409088 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 21871 members Entering Unmasked Estep Score: -2409133.250000 Penalty: 3277.223633 Iteration 57Q: 3 clusters Score -2409133 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 21760 members Entering Unmasked Estep Score: -2409193.750000 Penalty: 3277.223633 Iteration 58Q: 3 clusters Score -2409194 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 21637 members Entering Unmasked Estep Score: -2409245.750000 Penalty: 3277.223633 Iteration 59Q: 3 clusters Score -2409246 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 21503 members Entering Unmasked Estep Score: -2409300.500000 Penalty: 3277.223633 Iteration 60F: 3 clusters Score -2409300 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 21367 members Entering Unmasked Estep Score: -2409357.250000 Penalty: 3277.223633 Iteration 61Q: 3 clusters Score -2409357 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 21233 members Entering Unmasked Estep Score: -2409404.750000 Penalty: 3277.223633 Iteration 62Q: 3 clusters Score -2409405 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 21092 members Entering Unmasked Estep Score: -2409467.750000 Penalty: 3277.223633 Iteration 63Q: 3 clusters Score -2409468 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 20926 members Entering Unmasked Estep Score: -2409542.250000 Penalty: 3277.223633 Iteration 64Q: 3 clusters Score -2409542 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 20744 members Entering Unmasked Estep Score: -2409630.250000 Penalty: 3277.223633 Iteration 65Q: 3 clusters Score -2409630 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 20533 members Entering Unmasked Estep Score: -2409716.500000 Penalty: 3277.223633 Iteration 66Q: 3 clusters Score -2409716 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 20317 members Entering Unmasked Estep Score: -2409832.750000 Penalty: 3277.223633 Iteration 67Q: 3 clusters Score -2409833 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 20067 members Entering Unmasked Estep Score: -2409967.750000 Penalty: 3277.223633 Iteration 68Q: 3 clusters Score -2409968 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 19788 members Entering Unmasked Estep Score: -2410110.000000 Penalty: 3277.223633 Iteration 69Q: 3 clusters Score -2410110 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 19487 members Entering Unmasked Estep Score: -2410247.500000 Penalty: 3277.223633 Iteration 70Q: 3 clusters Score -2410248 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 19175 members Entering Unmasked Estep Score: -2410393.000000 Penalty: 3277.223633 Iteration 71Q: 3 clusters Score -2410393 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 18864 members Entering Unmasked Estep Score: -2410536.500000 Penalty: 3277.223633 Iteration 72Q: 3 clusters Score -2410536 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 18542 members Entering Unmasked Estep Score: -2410675.250000 Penalty: 3277.223633 Iteration 73Q: 3 clusters Score -2410675 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 18239 members Entering Unmasked Estep Score: -2410800.250000 Penalty: 3277.223633 Iteration 74Q: 3 clusters Score -2410800 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 17946 members Entering Unmasked Estep Score: -2410902.250000 Penalty: 3277.223633 Iteration 75Q: 3 clusters Score -2410902 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 17710 members Entering Unmasked Estep Score: -2410972.500000 Penalty: 3277.223633 Iteration 76Q: 3 clusters Score -2410972 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 17512 members Entering Unmasked Estep Score: -2411036.500000 Penalty: 3277.223633 Iteration 77Q: 3 clusters Score -2411036 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 17308 members Entering Unmasked Estep Score: -2411087.500000 Penalty: 3277.223633 Iteration 78Q: 3 clusters Score -2411088 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 17141 members Entering Unmasked Estep Score: -2411135.250000 Penalty: 3277.223633 Iteration 79Q: 3 clusters Score -2411135 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 17013 members Entering Unmasked Estep Score: -2411298.000000 Penalty: 3277.223633 Iteration 80F: 3 clusters Score -2411298 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 16699 members Entering Unmasked Estep Score: -2411517.500000 Penalty: 3277.223633 Iteration 81Q: 3 clusters Score -2411518 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 16378 members Entering Unmasked Estep Score: -2411675.500000 Penalty: 3277.223633 Iteration 82Q: 3 clusters Score -2411676 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 16074 members Entering Unmasked Estep Score: -2411795.000000 Penalty: 3277.223633 Iteration 83Q: 3 clusters Score -2411795 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 15789 members Entering Unmasked Estep Score: -2411907.500000 Penalty: 3277.223633 Iteration 84Q: 3 clusters Score -2411908 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 15526 members Entering Unmasked Estep Score: -2411999.750000 Penalty: 3277.223633 Iteration 85Q: 3 clusters Score -2412000 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8677 members Mstep: Class 2 contains 15274 members Entering Unmasked Estep Score: -2412094.500000 Penalty: 3277.223633 Iteration 86Q: 3 clusters Score -2412094 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 15032 members Entering Unmasked Estep Score: -2412182.500000 Penalty: 3277.223633 Iteration 87Q: 3 clusters Score -2412182 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members Mstep: Class 2 contains 14819 members Entering Unmasked Estep Score: -2412237.000000 Penalty: 3277.223633 Iteration 88Q: 3 clusters Score -2412237 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9332 members Mstep: Class 2 contains 14619 members Entering Unmasked Estep Score: -2412304.500000 Penalty: 3277.223633 Iteration 89Q: 3 clusters Score -2412304 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 14425 members Entering Unmasked Estep Score: -2412359.500000 Penalty: 3277.223633 Iteration 90Q: 3 clusters Score -2412360 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9714 members Mstep: Class 2 contains 14237 members Entering Unmasked Estep Score: -2412412.750000 Penalty: 3277.223633 Iteration 91Q: 3 clusters Score -2412413 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 14069 members Entering Unmasked Estep Score: -2412474.000000 Penalty: 3277.223633 Iteration 92Q: 3 clusters Score -2412474 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10034 members Mstep: Class 2 contains 13917 members Entering Unmasked Estep Score: -2412518.000000 Penalty: 3277.223633 Iteration 93Q: 3 clusters Score -2412518 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 13788 members Entering Unmasked Estep Score: -2412532.750000 Penalty: 3277.223633 Iteration 94Q: 3 clusters Score -2412533 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10267 members Mstep: Class 2 contains 13684 members Entering Unmasked Estep Score: -2412544.500000 Penalty: 3277.223633 Iteration 95Q: 3 clusters Score -2412544 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10371 members Mstep: Class 2 contains 13580 members Entering Unmasked Estep Score: -2412555.000000 Penalty: 3277.223633 Iteration 96Q: 3 clusters Score -2412555 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Mstep: Class 2 contains 13497 members Entering Unmasked Estep Score: -2412576.750000 Penalty: 3277.223633 Iteration 97Q: 3 clusters Score -2412577 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10531 members Mstep: Class 2 contains 13420 members Entering Unmasked Estep Score: -2412595.500000 Penalty: 3277.223633 Iteration 98Q: 3 clusters Score -2412596 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 13344 members Entering Unmasked Estep Score: -2412606.000000 Penalty: 3277.223633 Iteration 99Q: 3 clusters Score -2412606 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10678 members Mstep: Class 2 contains 13273 members Entering Unmasked Estep Score: -2412609.000000 Penalty: 3277.223633 Iteration 100F: 3 clusters Score -2412609 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10738 members Mstep: Class 2 contains 13213 members Entering Unmasked Estep Score: -2412615.500000 Penalty: 3277.223633 Iteration 101Q: 3 clusters Score -2412616 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 13178 members Entering Unmasked Estep Score: -2412623.500000 Penalty: 3277.223633 Iteration 102Q: 3 clusters Score -2412624 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10813 members Mstep: Class 2 contains 13138 members Entering Unmasked Estep Score: -2412626.750000 Penalty: 3277.223633 Iteration 103Q: 3 clusters Score -2412627 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10843 members Mstep: Class 2 contains 13108 members Entering Unmasked Estep Score: -2412629.500000 Penalty: 3277.223633 Iteration 104Q: 3 clusters Score -2412630 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10874 members Mstep: Class 2 contains 13077 members Entering Unmasked Estep Score: -2412634.500000 Penalty: 3277.223633 Iteration 105Q: 3 clusters Score -2412634 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10902 members Mstep: Class 2 contains 13049 members Entering Unmasked Estep Score: -2412631.500000 Penalty: 3277.223633 Iteration 106Q: 3 clusters Score -2412632 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10921 members Mstep: Class 2 contains 13030 members Entering Unmasked Estep Score: -2412628.250000 Penalty: 3277.223633 Iteration 107Q: 3 clusters Score -2412628 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10938 members Mstep: Class 2 contains 13013 members Entering Unmasked Estep Score: -2412631.000000 Penalty: 3277.223633 Iteration 108Q: 3 clusters Score -2412631 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 12992 members Entering Unmasked Estep Score: -2412637.000000 Penalty: 3277.223633 Iteration 109Q: 3 clusters Score -2412637 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 12966 members Entering Unmasked Estep Score: -2412644.750000 Penalty: 3277.223633 Iteration 110Q: 3 clusters Score -2412645 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11017 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -2412636.250000 Penalty: 3277.223633 Iteration 111Q: 3 clusters Score -2412636 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11040 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -2412642.250000 Penalty: 3277.223633 Iteration 112Q: 3 clusters Score -2412642 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11063 members Mstep: Class 2 contains 12888 members Entering Unmasked Estep Score: -2412636.250000 Penalty: 3277.223633 Iteration 113Q: 3 clusters Score -2412636 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11080 members Mstep: Class 2 contains 12871 members Entering Unmasked Estep Score: -2412641.500000 Penalty: 3277.223633 Iteration 114Q: 3 clusters Score -2412642 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 12860 members Entering Unmasked Estep Score: -2412645.500000 Penalty: 3277.223633 Iteration 115Q: 3 clusters Score -2412646 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11099 members Mstep: Class 2 contains 12852 members Entering Unmasked Estep Score: -2412644.750000 Penalty: 3277.223633 Iteration 116Q: 3 clusters Score -2412645 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11104 members Mstep: Class 2 contains 12847 members Entering Unmasked Estep Score: -2412643.500000 Penalty: 3277.223633 Iteration 117Q: 3 clusters Score -2412644 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 12843 members Entering Unmasked Estep Score: -2412646.000000 Penalty: 3277.223633 Iteration 118Q: 3 clusters Score -2412646 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11110 members Mstep: Class 2 contains 12841 members Entering Unmasked Estep Score: -2412646.500000 Penalty: 3277.223633 Iteration 119Q: 3 clusters Score -2412646 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11112 members Mstep: Class 2 contains 12839 members Entering Unmasked Estep Score: -2412643.500000 Penalty: 3277.223633 Iteration 120F: 3 clusters Score -2412644 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 12836 members Entering Unmasked Estep Score: -2412641.500000 Penalty: 3277.223633 Iteration 121Q: 3 clusters Score -2412642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11120 members Mstep: Class 2 contains 12831 members Entering Unmasked Estep Score: -2412641.500000 Penalty: 3277.223633 Iteration 122Q: 3 clusters Score -2412642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11125 members Mstep: Class 2 contains 12826 members Entering Unmasked Estep Score: -2412644.500000 Penalty: 3277.223633 Iteration 123Q: 3 clusters Score -2412644 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 12822 members Entering Unmasked Estep Score: -2412639.750000 Penalty: 3277.223633 Iteration 124Q: 3 clusters Score -2412640 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 12818 members Entering Unmasked Estep Score: -2412644.500000 Penalty: 3277.223633 Iteration 125Q: 3 clusters Score -2412644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 12816 members Entering Unmasked Estep Score: -2412648.250000 Penalty: 3277.223633 Iteration 126Q: 3 clusters Score -2412648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 12813 members Entering Unmasked Estep Score: -2412645.750000 Penalty: 3277.223633 Iteration 127Q: 3 clusters Score -2412646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 12813 members Entering Unmasked Estep Score: -2412645.750000 Penalty: 3277.223633 Iteration 128F: 3 clusters Score -2412646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42189 members Mstep: Class 2 contains 12678 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4010 members Mstep: Class 5 contains 820 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 3378 members Mstep: Class 8 contains 1972 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5048 members Mstep: Class 12 contains 4490 members Mstep: Class 13 contains 76219 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16768 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2933 members Mstep: Class 18 contains 5539 members Mstep: Class 19 contains 1744 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2064 members Mstep: Class 22 contains 11138 members Mstep: Class 23 contains 1196 members Mstep: Class 24 contains 4005 members Mstep: Class 25 contains 12813 members Entering Unmasked Estep Score: -22258098.000000 Penalty: 50177.484375 Splitting cluster 22 changes total score from -22254200.000000 to -22258098.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 23 (1196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Entering Unmasked Estep Score: -113512.476562 Penalty: 1151.594971 Iteration 0F: 2 clusters Score -113512.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -111950.390625 Penalty: 2303.189941 Iteration 0F: 3 clusters Score -111950.4 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -112270.882812 Penalty: 2303.189941 Iteration 1F: 3 clusters Score -112270.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -112394.921875 Penalty: 2303.189941 Iteration 2F: 3 clusters Score -112394.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -112471.132812 Penalty: 2303.189941 Iteration 3F: 3 clusters Score -112471.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -112533.507812 Penalty: 2303.189941 Iteration 4Q: 3 clusters Score -112533.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -112614.476562 Penalty: 2303.189941 Iteration 5Q: 3 clusters Score -112614.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -112711.648438 Penalty: 2303.189941 Iteration 6Q: 3 clusters Score -112711.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -112790.859375 Penalty: 2303.189941 Iteration 7Q: 3 clusters Score -112790.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -112864.250000 Penalty: 2303.189941 Iteration 8Q: 3 clusters Score -112864.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -112943.703125 Penalty: 2303.189941 Iteration 9Q: 3 clusters Score -112943.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -113096.328125 Penalty: 2303.189941 Iteration 10Q: 3 clusters Score -113096.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -113443.562500 Penalty: 2303.189941 Iteration 11F: 3 clusters Score -113443.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -113564.156250 Penalty: 2303.189941 Iteration 12Q: 3 clusters Score -113564.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -113606.171875 Penalty: 2303.189941 Iteration 13Q: 3 clusters Score -113606.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -113624.187500 Penalty: 2303.189941 Iteration 14Q: 3 clusters Score -113624.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -113636.710938 Penalty: 2303.189941 Iteration 15Q: 3 clusters Score -113636.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -113639.367188 Penalty: 2303.189941 Iteration 16Q: 3 clusters Score -113639.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -113639.367188 Penalty: 2303.189941 Iteration 17F: 3 clusters Score -113639.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42189 members Mstep: Class 2 contains 12678 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4010 members Mstep: Class 5 contains 820 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 3378 members Mstep: Class 8 contains 1972 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5048 members Mstep: Class 12 contains 4490 members Mstep: Class 13 contains 76219 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16768 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2933 members Mstep: Class 18 contains 5539 members Mstep: Class 19 contains 1744 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2064 members Mstep: Class 22 contains 11138 members Mstep: Class 23 contains 691 members Mstep: Class 24 contains 4005 members Mstep: Class 25 contains 12813 members Mstep: Class 26 contains 505 members Entering Unmasked Estep Score: -22257418.000000 Penalty: 52184.582031 Splitting cluster 23 changes total score from -22254200.000000 to -22257418.000000 So it's getting split into cluster 26. Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42189 members Mstep: Class 2 contains 12678 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4010 members Mstep: Class 5 contains 820 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 3378 members Mstep: Class 9 contains 16368 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5048 members Mstep: Class 12 contains 4490 members Mstep: Class 13 contains 76219 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16768 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2933 members Mstep: Class 18 contains 5539 members Mstep: Class 19 contains 1744 members Mstep: Class 20 contains 1158 members Mstep: Class 21 contains 2064 members Mstep: Class 22 contains 11138 members Mstep: Class 23 contains 691 members Entering Unmasked Estep ConsiderDeletion Score: -22258900.000000 Penalty: 52184.582031 Iteration 79Q: 27 clusters Score -2.22589e+07 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 42178 members Mstep: Class 2 contains 12682 members Mstep: Class 3 contains 164 members Mstep: Class 4 contains 4010 members Mstep: Class 5 contains 828 members Mstep: Class 6 contains 2820 members Mstep: Class 7 contains 3396 members Mstep: Class 8 contains 1893 members Mstep: Class 9 contains 16410 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 5059 members Mstep: Class 12 contains 4492 members Mstep: Class 13 contains 76362 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 16789 members Mstep: Class 16 contains 361 members Mstep: Class 17 contains 2994 members Mstep: Class 18 contains 5494 members Mstep: Class 19 contains 1743 members Mstep: Class 20 contains 1179 members Mstep: Class 21 contains 2067 members Mstep: Class 22 contains 11435 members Mstep: Class 23 contains 729 members Mstep: Class 24 contains 3847 members Mstep: Class 25 contains 12454 members Mstep: Class 26 contains 477 members Entering Unmasked Estep ConsiderDeletion Score: -22260236.000000 Penalty: 52184.582031 Iteration 80F: 27 clusters Score -2.226024e+07 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42117 members Mstep: Class 2 contains 12668 members Mstep: Class 3 contains 163 members Mstep: Class 4 contains 4011 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 2825 members Mstep: Class 7 contains 3406 members Mstep: Class 8 contains 2044 members Mstep: Class 9 contains 16318 members Mstep: Class 10 contains 703 members Mstep: Class 11 contains 5064 members Mstep: Class 12 contains 4484 members Mstep: Class 13 contains 75743 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 16825 members Mstep: Class 16 contains 361 members Mstep: Class 17 contains 2969 members Mstep: Class 18 contains 5472 members Mstep: Class 19 contains 1753 members Mstep: Class 20 contains 1182 members Mstep: Class 21 contains 2063 members Mstep: Class 22 contains 11632 members Mstep: Class 23 contains 745 members Mstep: Class 24 contains 4132 members Mstep: Class 25 contains 12594 members Mstep: Class 26 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -22260764.000000 Penalty: 52184.582031 Iteration 81Q: 27 clusters Score -2.226076e+07 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42084 members Mstep: Class 2 contains 12663 members Mstep: Class 3 contains 162 members Mstep: Class 4 contains 4016 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 2829 members Mstep: Class 7 contains 3416 members Mstep: Class 8 contains 2103 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 5073 members Mstep: Class 12 contains 4481 members Mstep: Class 13 contains 75206 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 16855 members Mstep: Class 16 contains 361 members Mstep: Class 17 contains 2950 members Mstep: Class 18 contains 5457 members Mstep: Class 19 contains 1765 members Mstep: Class 20 contains 1187 members Mstep: Class 21 contains 2058 members Mstep: Class 22 contains 11830 members Mstep: Class 23 contains 753 members Mstep: Class 24 contains 4341 members Mstep: Class 25 contains 12693 members Mstep: Class 26 contains 488 members Entering Unmasked Estep ConsiderDeletion Score: -22261144.000000 Penalty: 52184.582031 Iteration 82Q: 27 clusters Score -2.226114e+07 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42065 members Mstep: Class 2 contains 12660 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4026 members Mstep: Class 5 contains 834 members Mstep: Class 6 contains 2830 members Mstep: Class 7 contains 3422 members Mstep: Class 8 contains 2129 members Mstep: Class 9 contains 16278 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 5080 members Mstep: Class 12 contains 4486 members Mstep: Class 13 contains 74762 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16887 members Mstep: Class 16 contains 362 members Mstep: Class 17 contains 2944 members Mstep: Class 18 contains 5475 members Mstep: Class 19 contains 1776 members Mstep: Class 20 contains 1188 members Mstep: Class 21 contains 2057 members Mstep: Class 22 contains 11965 members Mstep: Class 23 contains 758 members Mstep: Class 24 contains 4507 members Mstep: Class 25 contains 12761 members Mstep: Class 26 contains 486 members Entering Unmasked Estep ConsiderDeletion Score: -22261288.000000 Penalty: 52184.582031 Iteration 83Q: 27 clusters Score -2.226129e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42054 members Mstep: Class 2 contains 12658 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4037 members Mstep: Class 5 contains 835 members Mstep: Class 6 contains 2829 members Mstep: Class 7 contains 3426 members Mstep: Class 8 contains 2140 members Mstep: Class 9 contains 16276 members Mstep: Class 10 contains 693 members Mstep: Class 11 contains 5090 members Mstep: Class 12 contains 4491 members Mstep: Class 13 contains 74361 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16918 members Mstep: Class 16 contains 364 members Mstep: Class 17 contains 2942 members Mstep: Class 18 contains 5497 members Mstep: Class 19 contains 1790 members Mstep: Class 20 contains 1187 members Mstep: Class 21 contains 2048 members Mstep: Class 22 contains 12085 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 4649 members Mstep: Class 25 contains 12816 members Mstep: Class 26 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -22261274.000000 Penalty: 52184.582031 Iteration 84Q: 27 clusters Score -2.226127e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42047 members Mstep: Class 2 contains 12652 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4042 members Mstep: Class 5 contains 835 members Mstep: Class 6 contains 2831 members Mstep: Class 7 contains 3428 members Mstep: Class 8 contains 2143 members Mstep: Class 9 contains 16275 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 5100 members Mstep: Class 12 contains 4493 members Mstep: Class 13 contains 74051 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16939 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2937 members Mstep: Class 18 contains 5524 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 1187 members Mstep: Class 21 contains 2045 members Mstep: Class 22 contains 12176 members Mstep: Class 23 contains 763 members Mstep: Class 24 contains 4766 members Mstep: Class 25 contains 12853 members Mstep: Class 26 contains 480 members Entering Unmasked Estep ConsiderDeletion Score: -22261368.000000 Penalty: 52184.582031 Iteration 85Q: 27 clusters Score -2.226137e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42044 members Mstep: Class 2 contains 12650 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4044 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 2831 members Mstep: Class 7 contains 3431 members Mstep: Class 8 contains 2144 members Mstep: Class 9 contains 16271 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 5113 members Mstep: Class 12 contains 4491 members Mstep: Class 13 contains 73793 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16955 members Mstep: Class 16 contains 365 members Mstep: Class 17 contains 2933 members Mstep: Class 18 contains 5551 members Mstep: Class 19 contains 1812 members Mstep: Class 20 contains 1186 members Mstep: Class 21 contains 2044 members Mstep: Class 22 contains 12255 members Mstep: Class 23 contains 763 members Mstep: Class 24 contains 4878 members Mstep: Class 25 contains 12863 members Mstep: Class 26 contains 479 members Entering Unmasked Estep ConsiderDeletion Score: -22261412.000000 Penalty: 52184.582031 Iteration 86Q: 27 clusters Score -2.226141e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42039 members Mstep: Class 2 contains 12648 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4046 members Mstep: Class 5 contains 837 members Mstep: Class 6 contains 2835 members Mstep: Class 7 contains 3434 members Mstep: Class 8 contains 2143 members Mstep: Class 9 contains 16270 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5125 members Mstep: Class 12 contains 4499 members Mstep: Class 13 contains 73550 members Mstep: Class 14 contains 658 members Mstep: Class 15 contains 16972 members Mstep: Class 16 contains 368 members Mstep: Class 17 contains 2928 members Mstep: Class 18 contains 5568 members Mstep: Class 19 contains 1820 members Mstep: Class 20 contains 1185 members Mstep: Class 21 contains 2040 members Mstep: Class 22 contains 12329 members Mstep: Class 23 contains 765 members Mstep: Class 24 contains 4976 members Mstep: Class 25 contains 12880 members Mstep: Class 26 contains 477 members Entering Unmasked Estep ConsiderDeletion Score: -22261470.000000 Penalty: 52184.582031 Iteration 87Q: 27 clusters Score -2.226147e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42037 members Mstep: Class 2 contains 12652 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4048 members Mstep: Class 5 contains 837 members Mstep: Class 6 contains 2835 members Mstep: Class 7 contains 3436 members Mstep: Class 8 contains 2144 members Mstep: Class 9 contains 16270 members Mstep: Class 10 contains 695 members Mstep: Class 11 contains 5136 members Mstep: Class 12 contains 4503 members Mstep: Class 13 contains 73362 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16968 members Mstep: Class 16 contains 367 members Mstep: Class 17 contains 2926 members Mstep: Class 18 contains 5580 members Mstep: Class 19 contains 1835 members Mstep: Class 20 contains 1185 members Mstep: Class 21 contains 2035 members Mstep: Class 22 contains 12398 members Mstep: Class 23 contains 768 members Mstep: Class 24 contains 5044 members Mstep: Class 25 contains 12894 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261620.000000 Penalty: 52184.582031 Iteration 88Q: 27 clusters Score -2.226162e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42035 members Mstep: Class 2 contains 12652 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4052 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 2833 members Mstep: Class 7 contains 3437 members Mstep: Class 8 contains 2143 members Mstep: Class 9 contains 16272 members Mstep: Class 10 contains 695 members Mstep: Class 11 contains 5142 members Mstep: Class 12 contains 4506 members Mstep: Class 13 contains 73217 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16969 members Mstep: Class 16 contains 367 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5600 members Mstep: Class 19 contains 1845 members Mstep: Class 20 contains 1184 members Mstep: Class 21 contains 2030 members Mstep: Class 22 contains 12446 members Mstep: Class 23 contains 769 members Mstep: Class 24 contains 5093 members Mstep: Class 25 contains 12906 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261612.000000 Penalty: 52184.582031 Iteration 89Q: 27 clusters Score -2.226161e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42035 members Mstep: Class 2 contains 12650 members Mstep: Class 3 contains 159 members Mstep: Class 4 contains 4056 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 2831 members Mstep: Class 7 contains 3437 members Mstep: Class 8 contains 2143 members Mstep: Class 9 contains 16272 members Mstep: Class 10 contains 697 members Mstep: Class 11 contains 5150 members Mstep: Class 12 contains 4513 members Mstep: Class 13 contains 73104 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16963 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5603 members Mstep: Class 19 contains 1860 members Mstep: Class 20 contains 1183 members Mstep: Class 21 contains 2025 members Mstep: Class 22 contains 12506 members Mstep: Class 23 contains 769 members Mstep: Class 24 contains 5122 members Mstep: Class 25 contains 12910 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261548.000000 Penalty: 52184.582031 Iteration 90Q: 27 clusters Score -2.226155e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42036 members Mstep: Class 2 contains 12648 members Mstep: Class 3 contains 159 members Mstep: Class 4 contains 4060 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 2827 members Mstep: Class 7 contains 3437 members Mstep: Class 8 contains 2143 members Mstep: Class 9 contains 16273 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5157 members Mstep: Class 12 contains 4515 members Mstep: Class 13 contains 73028 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16958 members Mstep: Class 16 contains 367 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5615 members Mstep: Class 19 contains 1871 members Mstep: Class 20 contains 1182 members Mstep: Class 21 contains 2015 members Mstep: Class 22 contains 12547 members Mstep: Class 23 contains 769 members Mstep: Class 24 contains 5135 members Mstep: Class 25 contains 12914 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261586.000000 Penalty: 52184.582031 Iteration 91Q: 27 clusters Score -2.226159e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42033 members Mstep: Class 2 contains 12647 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4064 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 2825 members Mstep: Class 7 contains 3437 members Mstep: Class 8 contains 2146 members Mstep: Class 9 contains 16275 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5164 members Mstep: Class 12 contains 4515 members Mstep: Class 13 contains 72957 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16955 members Mstep: Class 16 contains 368 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5632 members Mstep: Class 19 contains 1877 members Mstep: Class 20 contains 1180 members Mstep: Class 21 contains 2011 members Mstep: Class 22 contains 12573 members Mstep: Class 23 contains 769 members Mstep: Class 24 contains 5152 members Mstep: Class 25 contains 12917 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261626.000000 Penalty: 52184.582031 Iteration 92Q: 27 clusters Score -2.226163e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42030 members Mstep: Class 2 contains 12646 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4070 members Mstep: Class 5 contains 837 members Mstep: Class 6 contains 2820 members Mstep: Class 7 contains 3437 members Mstep: Class 8 contains 2146 members Mstep: Class 9 contains 16276 members Mstep: Class 10 contains 700 members Mstep: Class 11 contains 5174 members Mstep: Class 12 contains 4516 members Mstep: Class 13 contains 72899 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16943 members Mstep: Class 16 contains 370 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5647 members Mstep: Class 19 contains 1883 members Mstep: Class 20 contains 1179 members Mstep: Class 21 contains 2009 members Mstep: Class 22 contains 12592 members Mstep: Class 23 contains 770 members Mstep: Class 24 contains 5167 members Mstep: Class 25 contains 12920 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261640.000000 Penalty: 52184.582031 Iteration 93Q: 27 clusters Score -2.226164e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42029 members Mstep: Class 2 contains 12642 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4076 members Mstep: Class 5 contains 837 members Mstep: Class 6 contains 2818 members Mstep: Class 7 contains 3438 members Mstep: Class 8 contains 2146 members Mstep: Class 9 contains 16277 members Mstep: Class 10 contains 700 members Mstep: Class 11 contains 5186 members Mstep: Class 12 contains 4521 members Mstep: Class 13 contains 72847 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16927 members Mstep: Class 16 contains 369 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5659 members Mstep: Class 19 contains 1888 members Mstep: Class 20 contains 1181 members Mstep: Class 21 contains 2005 members Mstep: Class 22 contains 12614 members Mstep: Class 23 contains 771 members Mstep: Class 24 contains 5179 members Mstep: Class 25 contains 12921 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261626.000000 Penalty: 52184.582031 Iteration 94Q: 27 clusters Score -2.226163e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42026 members Mstep: Class 2 contains 12642 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4080 members Mstep: Class 5 contains 838 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 3439 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16277 members Mstep: Class 10 contains 700 members Mstep: Class 11 contains 5193 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72798 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16920 members Mstep: Class 16 contains 368 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5668 members Mstep: Class 19 contains 1893 members Mstep: Class 20 contains 1181 members Mstep: Class 21 contains 2001 members Mstep: Class 22 contains 12631 members Mstep: Class 23 contains 771 members Mstep: Class 24 contains 5187 members Mstep: Class 25 contains 12929 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261636.000000 Penalty: 52184.582031 Iteration 95Q: 27 clusters Score -2.226164e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42023 members Mstep: Class 2 contains 12644 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4081 members Mstep: Class 5 contains 839 members Mstep: Class 6 contains 2811 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16277 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5203 members Mstep: Class 12 contains 4534 members Mstep: Class 13 contains 72742 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16919 members Mstep: Class 16 contains 367 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5682 members Mstep: Class 19 contains 1899 members Mstep: Class 20 contains 1181 members Mstep: Class 21 contains 1994 members Mstep: Class 22 contains 12647 members Mstep: Class 23 contains 771 members Mstep: Class 24 contains 5193 members Mstep: Class 25 contains 12937 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261626.000000 Penalty: 52184.582031 Iteration 96Q: 27 clusters Score -2.226163e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42022 members Mstep: Class 2 contains 12646 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4082 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2811 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16280 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5207 members Mstep: Class 12 contains 4539 members Mstep: Class 13 contains 72699 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16921 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5698 members Mstep: Class 19 contains 1906 members Mstep: Class 20 contains 1181 members Mstep: Class 21 contains 1989 members Mstep: Class 22 contains 12652 members Mstep: Class 23 contains 771 members Mstep: Class 24 contains 5192 members Mstep: Class 25 contains 12942 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261664.000000 Penalty: 52184.582031 Iteration 97Q: 27 clusters Score -2.226166e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42022 members Mstep: Class 2 contains 12646 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4083 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16283 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5208 members Mstep: Class 12 contains 4539 members Mstep: Class 13 contains 72680 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16916 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5712 members Mstep: Class 19 contains 1911 members Mstep: Class 20 contains 1180 members Mstep: Class 21 contains 1989 members Mstep: Class 22 contains 12649 members Mstep: Class 23 contains 772 members Mstep: Class 24 contains 5193 members Mstep: Class 25 contains 12945 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261662.000000 Penalty: 52184.582031 Iteration 98Q: 27 clusters Score -2.226166e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42022 members Mstep: Class 2 contains 12646 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4083 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2809 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2146 members Mstep: Class 9 contains 16286 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5210 members Mstep: Class 12 contains 4536 members Mstep: Class 13 contains 72671 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 16905 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5718 members Mstep: Class 19 contains 1914 members Mstep: Class 20 contains 1178 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12658 members Mstep: Class 23 contains 772 members Mstep: Class 24 contains 5198 members Mstep: Class 25 contains 12944 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261648.000000 Penalty: 52184.582031 Iteration 99Q: 27 clusters Score -2.226165e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42022 members Mstep: Class 2 contains 12646 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4084 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2809 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2146 members Mstep: Class 9 contains 16286 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5215 members Mstep: Class 12 contains 4536 members Mstep: Class 13 contains 72657 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 16895 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5725 members Mstep: Class 19 contains 1914 members Mstep: Class 20 contains 1178 members Mstep: Class 21 contains 1986 members Mstep: Class 22 contains 12665 members Mstep: Class 23 contains 772 members Mstep: Class 24 contains 5203 members Mstep: Class 25 contains 12945 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261630.000000 Penalty: 52184.582031 Iteration 100F: 27 clusters Score -2.226163e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42022 members Mstep: Class 2 contains 12647 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2808 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2146 members Mstep: Class 9 contains 16289 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5220 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72648 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 16887 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5733 members Mstep: Class 19 contains 1914 members Mstep: Class 20 contains 1176 members Mstep: Class 21 contains 1985 members Mstep: Class 22 contains 12665 members Mstep: Class 23 contains 772 members Mstep: Class 24 contains 5205 members Mstep: Class 25 contains 12946 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261636.000000 Penalty: 52184.582031 Iteration 101Q: 27 clusters Score -2.226164e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42022 members Mstep: Class 2 contains 12647 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2804 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2146 members Mstep: Class 9 contains 16292 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5226 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72641 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 16881 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5734 members Mstep: Class 19 contains 1915 members Mstep: Class 20 contains 1176 members Mstep: Class 21 contains 1983 members Mstep: Class 22 contains 12669 members Mstep: Class 23 contains 772 members Mstep: Class 24 contains 5207 members Mstep: Class 25 contains 12948 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261658.000000 Penalty: 52184.582031 Iteration 102Q: 27 clusters Score -2.226166e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42022 members Mstep: Class 2 contains 12647 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2805 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2146 members Mstep: Class 9 contains 16291 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5228 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72634 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16877 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5741 members Mstep: Class 19 contains 1916 members Mstep: Class 20 contains 1176 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12674 members Mstep: Class 23 contains 772 members Mstep: Class 24 contains 5208 members Mstep: Class 25 contains 12946 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261684.000000 Penalty: 52184.582031 Iteration 103Q: 27 clusters Score -2.226168e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42022 members Mstep: Class 2 contains 12648 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5232 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72626 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16868 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5749 members Mstep: Class 19 contains 1918 members Mstep: Class 20 contains 1174 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12679 members Mstep: Class 23 contains 772 members Mstep: Class 24 contains 5208 members Mstep: Class 25 contains 12945 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261672.000000 Penalty: 52184.582031 Iteration 104Q: 27 clusters Score -2.226167e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42022 members Mstep: Class 2 contains 12648 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5233 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72618 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16864 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5751 members Mstep: Class 19 contains 1919 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12687 members Mstep: Class 23 contains 772 members Mstep: Class 24 contains 5208 members Mstep: Class 25 contains 12947 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261656.000000 Penalty: 52184.582031 Iteration 105Q: 27 clusters Score -2.226166e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5234 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72610 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16864 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5754 members Mstep: Class 19 contains 1920 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12693 members Mstep: Class 23 contains 772 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12946 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261622.000000 Penalty: 52184.582031 Iteration 106Q: 27 clusters Score -2.226162e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5236 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72603 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16863 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5755 members Mstep: Class 19 contains 1922 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12698 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5203 members Mstep: Class 25 contains 12947 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261634.000000 Penalty: 52184.582031 Iteration 107Q: 27 clusters Score -2.226163e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72600 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16859 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5756 members Mstep: Class 19 contains 1924 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12703 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5200 members Mstep: Class 25 contains 12947 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261652.000000 Penalty: 52184.582031 Iteration 108Q: 27 clusters Score -2.226165e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72597 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5758 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12706 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5199 members Mstep: Class 25 contains 12946 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261642.000000 Penalty: 52184.582031 Iteration 109Q: 27 clusters Score -2.226164e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72592 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5760 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12709 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5198 members Mstep: Class 25 contains 12946 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261642.000000 Penalty: 52184.582031 Iteration 110Q: 27 clusters Score -2.226164e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72589 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5761 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12710 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5199 members Mstep: Class 25 contains 12946 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261632.000000 Penalty: 52184.582031 Iteration 111Q: 27 clusters Score -2.226163e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72586 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5762 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12712 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5199 members Mstep: Class 25 contains 12946 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261642.000000 Penalty: 52184.582031 Iteration 112Q: 27 clusters Score -2.226164e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72583 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5762 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12715 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5199 members Mstep: Class 25 contains 12946 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261652.000000 Penalty: 52184.582031 Iteration 113Q: 27 clusters Score -2.226165e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72581 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5762 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12717 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5199 members Mstep: Class 25 contains 12946 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261642.000000 Penalty: 52184.582031 Iteration 114Q: 27 clusters Score -2.226164e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72578 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5762 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12719 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5200 members Mstep: Class 25 contains 12946 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261656.000000 Penalty: 52184.582031 Iteration 115Q: 27 clusters Score -2.226166e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72575 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5761 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12721 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5201 members Mstep: Class 25 contains 12947 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261658.000000 Penalty: 52184.582031 Iteration 116Q: 27 clusters Score -2.226166e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72572 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5761 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12722 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5202 members Mstep: Class 25 contains 12948 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261650.000000 Penalty: 52184.582031 Iteration 117Q: 27 clusters Score -2.226165e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72570 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5761 members Mstep: Class 19 contains 1927 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12723 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5201 members Mstep: Class 25 contains 12949 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22261656.000000 Penalty: 52184.582031 Iteration 118Q: 27 clusters Score -2.226166e+07 nChanged 4 Entering ConstructFrom: Score: -22261656.000000 Penalty: 52184.582031 Entering ConstructFrom: Trying to split cluster 1 (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: -4128359.000000 Penalty: 1729.962769 Iteration 0F: 2 clusters Score -4128359 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20913 members Mstep: Class 2 contains 21108 members Entering Unmasked Estep Score: -4100283.250000 Penalty: 3459.925537 Iteration 0F: 3 clusters Score -4100283 nChanged 19590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20455 members Mstep: Class 2 contains 21566 members Entering Unmasked Estep Score: -4112582.750000 Penalty: 3459.925537 Iteration 1F: 3 clusters Score -4112583 nChanged 2736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20369 members Mstep: Class 2 contains 21652 members Entering Unmasked Estep Score: -4114426.250000 Penalty: 3459.925537 Iteration 2F: 3 clusters Score -4114426 nChanged 3145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20344 members Mstep: Class 2 contains 21677 members Entering Unmasked Estep Score: -4116976.000000 Penalty: 3459.925537 Iteration 3F: 3 clusters Score -4116976 nChanged 3413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20485 members Mstep: Class 2 contains 21536 members Entering Unmasked Estep Score: -4120084.500000 Penalty: 3459.925537 Iteration 4F: 3 clusters Score -4120084 nChanged 3355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20798 members Mstep: Class 2 contains 21223 members Entering Unmasked Estep Score: -4123097.000000 Penalty: 3459.925537 Iteration 5F: 3 clusters Score -4123097 nChanged 2758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21106 members Mstep: Class 2 contains 20915 members Entering Unmasked Estep Score: -4125008.000000 Penalty: 3459.925537 Iteration 6F: 3 clusters Score -4125008 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21300 members Mstep: Class 2 contains 20721 members Entering Unmasked Estep Score: -4125819.500000 Penalty: 3459.925537 Iteration 7Q: 3 clusters Score -4125820 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21435 members Mstep: Class 2 contains 20586 members Entering Unmasked Estep Score: -4126116.000000 Penalty: 3459.925537 Iteration 8Q: 3 clusters Score -4126116 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21506 members Mstep: Class 2 contains 20515 members Entering Unmasked Estep Score: -4126238.750000 Penalty: 3459.925537 Iteration 9Q: 3 clusters Score -4126239 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21544 members Mstep: Class 2 contains 20477 members Entering Unmasked Estep Score: -4126324.000000 Penalty: 3459.925537 Iteration 10Q: 3 clusters Score -4126324 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21573 members Mstep: Class 2 contains 20448 members Entering Unmasked Estep Score: -4126389.500000 Penalty: 3459.925537 Iteration 11Q: 3 clusters Score -4126390 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21609 members Mstep: Class 2 contains 20412 members Entering Unmasked Estep Score: -4126430.250000 Penalty: 3459.925537 Iteration 12Q: 3 clusters Score -4126430 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21643 members Mstep: Class 2 contains 20378 members Entering Unmasked Estep Score: -4126452.500000 Penalty: 3459.925537 Iteration 13Q: 3 clusters Score -4126452 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21673 members Mstep: Class 2 contains 20348 members Entering Unmasked Estep Score: -4126470.500000 Penalty: 3459.925537 Iteration 14Q: 3 clusters Score -4126470 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21721 members Mstep: Class 2 contains 20300 members Entering Unmasked Estep Score: -4126473.750000 Penalty: 3459.925537 Iteration 15Q: 3 clusters Score -4126474 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21779 members Mstep: Class 2 contains 20242 members Entering Unmasked Estep Score: -4126483.750000 Penalty: 3459.925537 Iteration 16Q: 3 clusters Score -4126484 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21842 members Mstep: Class 2 contains 20179 members Entering Unmasked Estep Score: -4126491.250000 Penalty: 3459.925537 Iteration 17Q: 3 clusters Score -4126491 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21892 members Mstep: Class 2 contains 20129 members Entering Unmasked Estep Score: -4126499.000000 Penalty: 3459.925537 Iteration 18Q: 3 clusters Score -4126499 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21939 members Mstep: Class 2 contains 20082 members Entering Unmasked Estep Score: -4126502.250000 Penalty: 3459.925537 Iteration 19Q: 3 clusters Score -4126502 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21995 members Mstep: Class 2 contains 20026 members Entering Unmasked Estep Score: -4126499.500000 Penalty: 3459.925537 Iteration 20F: 3 clusters Score -4126500 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22034 members Mstep: Class 2 contains 19987 members Entering Unmasked Estep Score: -4126514.250000 Penalty: 3459.925537 Iteration 21Q: 3 clusters Score -4126514 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22066 members Mstep: Class 2 contains 19955 members Entering Unmasked Estep Score: -4126515.000000 Penalty: 3459.925537 Iteration 22Q: 3 clusters Score -4126515 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22094 members Mstep: Class 2 contains 19927 members Entering Unmasked Estep Score: -4126525.500000 Penalty: 3459.925537 Iteration 23Q: 3 clusters Score -4126526 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22127 members Mstep: Class 2 contains 19894 members Entering Unmasked Estep Score: -4126520.750000 Penalty: 3459.925537 Iteration 24Q: 3 clusters Score -4126521 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22158 members Mstep: Class 2 contains 19863 members Entering Unmasked Estep Score: -4126512.750000 Penalty: 3459.925537 Iteration 25Q: 3 clusters Score -4126513 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22182 members Mstep: Class 2 contains 19839 members Entering Unmasked Estep Score: -4126516.750000 Penalty: 3459.925537 Iteration 26Q: 3 clusters Score -4126517 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 19823 members Entering Unmasked Estep Score: -4126526.000000 Penalty: 3459.925537 Iteration 27Q: 3 clusters Score -4126526 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22212 members Mstep: Class 2 contains 19809 members Entering Unmasked Estep Score: -4126524.000000 Penalty: 3459.925537 Iteration 28Q: 3 clusters Score -4126524 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22224 members Mstep: Class 2 contains 19797 members Entering Unmasked Estep Score: -4126526.750000 Penalty: 3459.925537 Iteration 29Q: 3 clusters Score -4126527 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22237 members Mstep: Class 2 contains 19784 members Entering Unmasked Estep Score: -4126523.250000 Penalty: 3459.925537 Iteration 30Q: 3 clusters Score -4126523 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22246 members Mstep: Class 2 contains 19775 members Entering Unmasked Estep Score: -4126534.000000 Penalty: 3459.925537 Iteration 31Q: 3 clusters Score -4126534 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22257 members Mstep: Class 2 contains 19764 members Entering Unmasked Estep Score: -4126529.250000 Penalty: 3459.925537 Iteration 32Q: 3 clusters Score -4126529 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22264 members Mstep: Class 2 contains 19757 members Entering Unmasked Estep Score: -4126529.000000 Penalty: 3459.925537 Iteration 33Q: 3 clusters Score -4126529 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22269 members Mstep: Class 2 contains 19752 members Entering Unmasked Estep Score: -4126527.250000 Penalty: 3459.925537 Iteration 34Q: 3 clusters Score -4126527 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22278 members Mstep: Class 2 contains 19743 members Entering Unmasked Estep Score: -4126529.250000 Penalty: 3459.925537 Iteration 35Q: 3 clusters Score -4126529 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22284 members Mstep: Class 2 contains 19737 members Entering Unmasked Estep Score: -4126528.250000 Penalty: 3459.925537 Iteration 36Q: 3 clusters Score -4126528 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22289 members Mstep: Class 2 contains 19732 members Entering Unmasked Estep Score: -4126532.500000 Penalty: 3459.925537 Iteration 37Q: 3 clusters Score -4126532 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22293 members Mstep: Class 2 contains 19728 members Entering Unmasked Estep Score: -4126529.000000 Penalty: 3459.925537 Iteration 38Q: 3 clusters Score -4126529 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22295 members Mstep: Class 2 contains 19726 members Entering Unmasked Estep Score: -4126531.750000 Penalty: 3459.925537 Iteration 39Q: 3 clusters Score -4126532 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22299 members Mstep: Class 2 contains 19722 members Entering Unmasked Estep Score: -4126530.750000 Penalty: 3459.925537 Iteration 40F: 3 clusters Score -4126531 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22302 members Mstep: Class 2 contains 19719 members Entering Unmasked Estep Score: -4126527.000000 Penalty: 3459.925537 Iteration 41Q: 3 clusters Score -4126527 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22307 members Mstep: Class 2 contains 19714 members Entering Unmasked Estep Score: -4126528.750000 Penalty: 3459.925537 Iteration 42Q: 3 clusters Score -4126529 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22310 members Mstep: Class 2 contains 19711 members Entering Unmasked Estep Score: -4126531.500000 Penalty: 3459.925537 Iteration 43Q: 3 clusters Score -4126532 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22312 members Mstep: Class 2 contains 19709 members Entering Unmasked Estep Score: -4126528.250000 Penalty: 3459.925537 Iteration 44Q: 3 clusters Score -4126528 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22314 members Mstep: Class 2 contains 19707 members Entering Unmasked Estep Score: -4126527.000000 Penalty: 3459.925537 Iteration 45Q: 3 clusters Score -4126527 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22315 members Mstep: Class 2 contains 19706 members Entering Unmasked Estep Score: -4126528.500000 Penalty: 3459.925537 Iteration 46Q: 3 clusters Score -4126528 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22316 members Mstep: Class 2 contains 19705 members Entering Unmasked Estep Score: -4126525.250000 Penalty: 3459.925537 Iteration 47Q: 3 clusters Score -4126525 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22318 members Mstep: Class 2 contains 19703 members Entering Unmasked Estep Score: -4126523.750000 Penalty: 3459.925537 Iteration 48Q: 3 clusters Score -4126524 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22321 members Mstep: Class 2 contains 19700 members Entering Unmasked Estep Score: -4126525.500000 Penalty: 3459.925537 Iteration 49Q: 3 clusters Score -4126526 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22325 members Mstep: Class 2 contains 19696 members Entering Unmasked Estep Score: -4126524.500000 Penalty: 3459.925537 Iteration 50Q: 3 clusters Score -4126524 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22332 members Mstep: Class 2 contains 19689 members Entering Unmasked Estep Score: -4126525.750000 Penalty: 3459.925537 Iteration 51Q: 3 clusters Score -4126526 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22345 members Mstep: Class 2 contains 19676 members Entering Unmasked Estep Score: -4126525.000000 Penalty: 3459.925537 Iteration 52Q: 3 clusters Score -4126525 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22352 members Mstep: Class 2 contains 19669 members Entering Unmasked Estep Score: -4126528.250000 Penalty: 3459.925537 Iteration 53Q: 3 clusters Score -4126528 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22360 members Mstep: Class 2 contains 19661 members Entering Unmasked Estep Score: -4126534.000000 Penalty: 3459.925537 Iteration 54Q: 3 clusters Score -4126534 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22369 members Mstep: Class 2 contains 19652 members Entering Unmasked Estep Score: -4126530.500000 Penalty: 3459.925537 Iteration 55Q: 3 clusters Score -4126530 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22375 members Mstep: Class 2 contains 19646 members Entering Unmasked Estep Score: -4126530.750000 Penalty: 3459.925537 Iteration 56Q: 3 clusters Score -4126531 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22379 members Mstep: Class 2 contains 19642 members Entering Unmasked Estep Score: -4126529.750000 Penalty: 3459.925537 Iteration 57Q: 3 clusters Score -4126530 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22380 members Mstep: Class 2 contains 19641 members Entering Unmasked Estep Score: -4126532.250000 Penalty: 3459.925537 Iteration 58Q: 3 clusters Score -4126532 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22380 members Mstep: Class 2 contains 19641 members Entering Unmasked Estep Score: -4126532.250000 Penalty: 3459.925537 Iteration 59F: 3 clusters Score -4126532 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Entering Unmasked Estep Score: -1265560.000000 Penalty: 1534.866699 Iteration 0F: 2 clusters Score -1265560 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -1256672.625000 Penalty: 3069.733398 Iteration 0F: 3 clusters Score -1256673 nChanged 5528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -1259720.750000 Penalty: 3069.733398 Iteration 1F: 3 clusters Score -1259721 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -1260011.000000 Penalty: 3069.733398 Iteration 2F: 3 clusters Score -1260011 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -1260324.125000 Penalty: 3069.733398 Iteration 3F: 3 clusters Score -1260324 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 7149 members Entering Unmasked Estep Score: -1260698.250000 Penalty: 3069.733398 Iteration 4F: 3 clusters Score -1260698 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -1261227.125000 Penalty: 3069.733398 Iteration 5F: 3 clusters Score -1261227 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -1262029.875000 Penalty: 3069.733398 Iteration 6F: 3 clusters Score -1262030 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -1262950.500000 Penalty: 3069.733398 Iteration 7F: 3 clusters Score -1262950 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -1263656.500000 Penalty: 3069.733398 Iteration 8F: 3 clusters Score -1263656 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -1264086.250000 Penalty: 3069.733398 Iteration 9F: 3 clusters Score -1264086 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -1264333.250000 Penalty: 3069.733398 Iteration 10Q: 3 clusters Score -1264333 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 10206 members Entering Unmasked Estep Score: -1264471.000000 Penalty: 3069.733398 Iteration 11Q: 3 clusters Score -1264471 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -1264558.500000 Penalty: 3069.733398 Iteration 12Q: 3 clusters Score -1264558 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -1264620.625000 Penalty: 3069.733398 Iteration 13Q: 3 clusters Score -1264621 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 10710 members Entering Unmasked Estep Score: -1264668.375000 Penalty: 3069.733398 Iteration 14Q: 3 clusters Score -1264668 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 10813 members Entering Unmasked Estep Score: -1264697.250000 Penalty: 3069.733398 Iteration 15Q: 3 clusters Score -1264697 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 10906 members Entering Unmasked Estep Score: -1264728.500000 Penalty: 3069.733398 Iteration 16Q: 3 clusters Score -1264728 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 10983 members Entering Unmasked Estep Score: -1264753.875000 Penalty: 3069.733398 Iteration 17Q: 3 clusters Score -1264754 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 11058 members Entering Unmasked Estep Score: -1264776.875000 Penalty: 3069.733398 Iteration 18Q: 3 clusters Score -1264777 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 11120 members Entering Unmasked Estep Score: -1264800.250000 Penalty: 3069.733398 Iteration 19Q: 3 clusters Score -1264800 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 11175 members Entering Unmasked Estep Score: -1264813.250000 Penalty: 3069.733398 Iteration 20F: 3 clusters Score -1264813 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 11224 members Entering Unmasked Estep Score: -1264823.125000 Penalty: 3069.733398 Iteration 21Q: 3 clusters Score -1264823 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 11258 members Entering Unmasked Estep Score: -1264830.750000 Penalty: 3069.733398 Iteration 22Q: 3 clusters Score -1264831 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 11287 members Entering Unmasked Estep Score: -1264838.125000 Penalty: 3069.733398 Iteration 23Q: 3 clusters Score -1264838 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 11312 members Entering Unmasked Estep Score: -1264844.000000 Penalty: 3069.733398 Iteration 24Q: 3 clusters Score -1264844 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 11335 members Entering Unmasked Estep Score: -1264846.500000 Penalty: 3069.733398 Iteration 25Q: 3 clusters Score -1264846 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 11359 members Entering Unmasked Estep Score: -1264857.875000 Penalty: 3069.733398 Iteration 26Q: 3 clusters Score -1264858 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -1264863.875000 Penalty: 3069.733398 Iteration 27Q: 3 clusters Score -1264864 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -1264866.875000 Penalty: 3069.733398 Iteration 28Q: 3 clusters Score -1264867 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -1264875.500000 Penalty: 3069.733398 Iteration 29Q: 3 clusters Score -1264876 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 11453 members Entering Unmasked Estep Score: -1264878.625000 Penalty: 3069.733398 Iteration 30Q: 3 clusters Score -1264879 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 11464 members Entering Unmasked Estep Score: -1264881.250000 Penalty: 3069.733398 Iteration 31Q: 3 clusters Score -1264881 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -1264885.250000 Penalty: 3069.733398 Iteration 32Q: 3 clusters Score -1264885 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 11481 members Entering Unmasked Estep Score: -1264887.125000 Penalty: 3069.733398 Iteration 33Q: 3 clusters Score -1264887 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 11490 members Entering Unmasked Estep Score: -1264886.500000 Penalty: 3069.733398 Iteration 34Q: 3 clusters Score -1264886 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -1264891.750000 Penalty: 3069.733398 Iteration 35Q: 3 clusters Score -1264892 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 11513 members Entering Unmasked Estep Score: -1264901.375000 Penalty: 3069.733398 Iteration 36Q: 3 clusters Score -1264901 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 11523 members Entering Unmasked Estep Score: -1264902.250000 Penalty: 3069.733398 Iteration 37Q: 3 clusters Score -1264902 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 11531 members Entering Unmasked Estep Score: -1264906.125000 Penalty: 3069.733398 Iteration 38Q: 3 clusters Score -1264906 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -1264908.250000 Penalty: 3069.733398 Iteration 39Q: 3 clusters Score -1264908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 11548 members Entering Unmasked Estep Score: -1264911.375000 Penalty: 3069.733398 Iteration 40F: 3 clusters Score -1264911 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 11556 members Entering Unmasked Estep Score: -1264912.625000 Penalty: 3069.733398 Iteration 41Q: 3 clusters Score -1264913 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 11568 members Entering Unmasked Estep Score: -1264915.500000 Penalty: 3069.733398 Iteration 42Q: 3 clusters Score -1264916 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 11578 members Entering Unmasked Estep Score: -1264919.750000 Penalty: 3069.733398 Iteration 43Q: 3 clusters Score -1264920 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 11585 members Entering Unmasked Estep Score: -1264924.875000 Penalty: 3069.733398 Iteration 44Q: 3 clusters Score -1264925 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 11590 members Entering Unmasked Estep Score: -1264927.000000 Penalty: 3069.733398 Iteration 45Q: 3 clusters Score -1264927 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -1264928.250000 Penalty: 3069.733398 Iteration 46Q: 3 clusters Score -1264928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 11599 members Entering Unmasked Estep Score: -1264929.750000 Penalty: 3069.733398 Iteration 47Q: 3 clusters Score -1264930 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -1264931.500000 Penalty: 3069.733398 Iteration 48Q: 3 clusters Score -1264932 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -1264930.250000 Penalty: 3069.733398 Iteration 49Q: 3 clusters Score -1264930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 11607 members Entering Unmasked Estep Score: -1264932.750000 Penalty: 3069.733398 Iteration 50Q: 3 clusters Score -1264933 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 11607 members Entering Unmasked Estep Score: -1264932.750000 Penalty: 3069.733398 Iteration 51F: 3 clusters Score -1264933 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -12081.396484 Penalty: 824.715759 Iteration 0F: 2 clusters Score -12081.4 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: -11452.959961 Penalty: 1649.431519 Iteration 0F: 3 clusters Score -11452.96 nChanged 28 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: -11525.092773 Penalty: 1649.431519 Iteration 1F: 3 clusters Score -11525.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -11545.595703 Penalty: 1649.431519 Iteration 2Q: 3 clusters Score -11545.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -11552.529297 Penalty: 1649.431519 Iteration 3Q: 3 clusters Score -11552.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -11552.529297 Penalty: 1649.431519 Iteration 4F: 3 clusters Score -11552.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4086 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Entering Unmasked Estep Score: -410337.593750 Penalty: 1351.239868 Iteration 0F: 2 clusters Score -410337.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -406941.031250 Penalty: 2702.479736 Iteration 0F: 3 clusters Score -406941 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -408044.218750 Penalty: 2702.479736 Iteration 1F: 3 clusters Score -408044.2 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -408573.875000 Penalty: 2702.479736 Iteration 2F: 3 clusters Score -408573.9 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -409227.406250 Penalty: 2702.479736 Iteration 3F: 3 clusters Score -409227.4 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -409683.406250 Penalty: 2702.479736 Iteration 4F: 3 clusters Score -409683.4 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -410012.812500 Penalty: 2702.479736 Iteration 5F: 3 clusters Score -410012.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -410204.718750 Penalty: 2702.479736 Iteration 6Q: 3 clusters Score -410204.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -410295.781250 Penalty: 2702.479736 Iteration 7Q: 3 clusters Score -410295.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -410349.562500 Penalty: 2702.479736 Iteration 8Q: 3 clusters Score -410349.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -410371.156250 Penalty: 2702.479736 Iteration 9Q: 3 clusters Score -410371.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -410378.375000 Penalty: 2702.479736 Iteration 10Q: 3 clusters Score -410378.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -410383.781250 Penalty: 2702.479736 Iteration 11Q: 3 clusters Score -410383.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -410386.875000 Penalty: 2702.479736 Iteration 12Q: 3 clusters Score -410386.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -410391.625000 Penalty: 2702.479736 Iteration 13Q: 3 clusters Score -410391.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -410396.218750 Penalty: 2702.479736 Iteration 14Q: 3 clusters Score -410396.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -410397.812500 Penalty: 2702.479736 Iteration 15Q: 3 clusters Score -410397.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -410400.031250 Penalty: 2702.479736 Iteration 16Q: 3 clusters Score -410400 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -410400.593750 Penalty: 2702.479736 Iteration 17Q: 3 clusters Score -410400.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -410402.156250 Penalty: 2702.479736 Iteration 18Q: 3 clusters Score -410402.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -410403.500000 Penalty: 2702.479736 Iteration 19Q: 3 clusters Score -410403.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -410403.500000 Penalty: 2702.479736 Iteration 20F: 3 clusters Score -410403.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 484 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72567 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5761 members Mstep: Class 19 contains 1928 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12725 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5200 members Mstep: Class 25 contains 12950 members Mstep: Class 26 contains 476 members Mstep: Class 27 contains 3602 members Entering Unmasked Estep Score: -22261114.000000 Penalty: 54191.679688 Splitting cluster 4 changes total score from -22261656.000000 to -22261114.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Entering Unmasked Estep Score: -75826.640625 Penalty: 1094.177734 Iteration 0F: 2 clusters Score -75826.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -74593.304688 Penalty: 2188.355469 Iteration 0F: 3 clusters Score -74593.3 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -75045.109375 Penalty: 2188.355469 Iteration 1F: 3 clusters Score -75045.11 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -75561.687500 Penalty: 2188.355469 Iteration 2F: 3 clusters Score -75561.69 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -75774.835938 Penalty: 2188.355469 Iteration 3F: 3 clusters Score -75774.84 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -75888.484375 Penalty: 2188.355469 Iteration 4F: 3 clusters Score -75888.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -75914.765625 Penalty: 2188.355469 Iteration 5Q: 3 clusters Score -75914.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -75923.406250 Penalty: 2188.355469 Iteration 6Q: 3 clusters Score -75923.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -75932.078125 Penalty: 2188.355469 Iteration 7Q: 3 clusters Score -75932.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -75940.851562 Penalty: 2188.355469 Iteration 8Q: 3 clusters Score -75940.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -75943.484375 Penalty: 2188.355469 Iteration 9Q: 3 clusters Score -75943.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -75943.484375 Penalty: 2188.355469 Iteration 10F: 3 clusters Score -75943.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 186 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 5238 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72567 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5761 members Mstep: Class 19 contains 1928 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12725 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5200 members Mstep: Class 25 contains 12950 members Mstep: Class 26 contains 476 members Mstep: Class 27 contains 654 members Entering Unmasked Estep Score: -22260868.000000 Penalty: 54191.679688 Splitting cluster 5 changes total score from -22261656.000000 to -22260868.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (2806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Entering Unmasked Estep Score: -272689.812500 Penalty: 1290.171265 Iteration 0F: 2 clusters Score -272689.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -270104.218750 Penalty: 2580.342529 Iteration 0F: 3 clusters Score -270104.2 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -270759.875000 Penalty: 2580.342529 Iteration 1F: 3 clusters Score -270759.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -270929.531250 Penalty: 2580.342529 Iteration 2F: 3 clusters Score -270929.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -271074.312500 Penalty: 2580.342529 Iteration 3F: 3 clusters Score -271074.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -271204.375000 Penalty: 2580.342529 Iteration 4F: 3 clusters Score -271204.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -271295.500000 Penalty: 2580.342529 Iteration 5Q: 3 clusters Score -271295.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -271364.625000 Penalty: 2580.342529 Iteration 6Q: 3 clusters Score -271364.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -271404.593750 Penalty: 2580.342529 Iteration 7Q: 3 clusters Score -271404.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -271444.250000 Penalty: 2580.342529 Iteration 8Q: 3 clusters Score -271444.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -271486.937500 Penalty: 2580.342529 Iteration 9Q: 3 clusters Score -271486.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -271517.593750 Penalty: 2580.342529 Iteration 10Q: 3 clusters Score -271517.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -271542.562500 Penalty: 2580.342529 Iteration 11Q: 3 clusters Score -271542.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -271563.000000 Penalty: 2580.342529 Iteration 12Q: 3 clusters Score -271563 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -271588.250000 Penalty: 2580.342529 Iteration 13Q: 3 clusters Score -271588.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -271620.843750 Penalty: 2580.342529 Iteration 14Q: 3 clusters Score -271620.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -271656.718750 Penalty: 2580.342529 Iteration 15Q: 3 clusters Score -271656.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -271692.562500 Penalty: 2580.342529 Iteration 16Q: 3 clusters Score -271692.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -271731.687500 Penalty: 2580.342529 Iteration 17Q: 3 clusters Score -271731.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -271763.218750 Penalty: 2580.342529 Iteration 18Q: 3 clusters Score -271763.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -271791.375000 Penalty: 2580.342529 Iteration 19Q: 3 clusters Score -271791.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -271811.687500 Penalty: 2580.342529 Iteration 20F: 3 clusters Score -271811.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -271824.031250 Penalty: 2580.342529 Iteration 21Q: 3 clusters Score -271824 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -271838.093750 Penalty: 2580.342529 Iteration 22Q: 3 clusters Score -271838.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -271853.218750 Penalty: 2580.342529 Iteration 23Q: 3 clusters Score -271853.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -271865.937500 Penalty: 2580.342529 Iteration 24Q: 3 clusters Score -271865.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -271873.281250 Penalty: 2580.342529 Iteration 25Q: 3 clusters Score -271873.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -271877.968750 Penalty: 2580.342529 Iteration 26Q: 3 clusters Score -271878 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -271884.312500 Penalty: 2580.342529 Iteration 27Q: 3 clusters Score -271884.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -271887.125000 Penalty: 2580.342529 Iteration 28Q: 3 clusters Score -271887.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -271887.500000 Penalty: 2580.342529 Iteration 29Q: 3 clusters Score -271887.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -271889.687500 Penalty: 2580.342529 Iteration 30Q: 3 clusters Score -271889.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -271890.875000 Penalty: 2580.342529 Iteration 31Q: 3 clusters Score -271890.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -271894.031250 Penalty: 2580.342529 Iteration 32Q: 3 clusters Score -271894 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -271898.656250 Penalty: 2580.342529 Iteration 33Q: 3 clusters Score -271898.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -271903.968750 Penalty: 2580.342529 Iteration 34Q: 3 clusters Score -271904 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -271909.687500 Penalty: 2580.342529 Iteration 35Q: 3 clusters Score -271909.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -271912.500000 Penalty: 2580.342529 Iteration 36Q: 3 clusters Score -271912.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -271916.375000 Penalty: 2580.342529 Iteration 37Q: 3 clusters Score -271916.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -271923.468750 Penalty: 2580.342529 Iteration 38Q: 3 clusters Score -271923.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -271931.625000 Penalty: 2580.342529 Iteration 39Q: 3 clusters Score -271931.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -271939.312500 Penalty: 2580.342529 Iteration 40F: 3 clusters Score -271939.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -271946.750000 Penalty: 2580.342529 Iteration 41Q: 3 clusters Score -271946.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -271956.187500 Penalty: 2580.342529 Iteration 42Q: 3 clusters Score -271956.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -271971.125000 Penalty: 2580.342529 Iteration 43Q: 3 clusters Score -271971.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -271987.156250 Penalty: 2580.342529 Iteration 44Q: 3 clusters Score -271987.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -271998.937500 Penalty: 2580.342529 Iteration 45Q: 3 clusters Score -271998.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -272008.343750 Penalty: 2580.342529 Iteration 46Q: 3 clusters Score -272008.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -272017.437500 Penalty: 2580.342529 Iteration 47Q: 3 clusters Score -272017.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -272026.187500 Penalty: 2580.342529 Iteration 48Q: 3 clusters Score -272026.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -272037.875000 Penalty: 2580.342529 Iteration 49Q: 3 clusters Score -272037.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -272046.093750 Penalty: 2580.342529 Iteration 50Q: 3 clusters Score -272046.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -272056.312500 Penalty: 2580.342529 Iteration 51Q: 3 clusters Score -272056.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -272067.750000 Penalty: 2580.342529 Iteration 52Q: 3 clusters Score -272067.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -272074.125000 Penalty: 2580.342529 Iteration 53Q: 3 clusters Score -272074.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -272079.312500 Penalty: 2580.342529 Iteration 54Q: 3 clusters Score -272079.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -272083.656250 Penalty: 2580.342529 Iteration 55Q: 3 clusters Score -272083.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -272088.156250 Penalty: 2580.342529 Iteration 56Q: 3 clusters Score -272088.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -272092.718750 Penalty: 2580.342529 Iteration 57Q: 3 clusters Score -272092.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -272096.406250 Penalty: 2580.342529 Iteration 58Q: 3 clusters Score -272096.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -272101.281250 Penalty: 2580.342529 Iteration 59Q: 3 clusters Score -272101.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -272102.156250 Penalty: 2580.342529 Iteration 60F: 3 clusters Score -272102.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -272102.687500 Penalty: 2580.342529 Iteration 61Q: 3 clusters Score -272102.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -272103.343750 Penalty: 2580.342529 Iteration 62Q: 3 clusters Score -272103.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -272104.375000 Penalty: 2580.342529 Iteration 63Q: 3 clusters Score -272104.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -272104.812500 Penalty: 2580.342529 Iteration 64Q: 3 clusters Score -272104.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -272104.812500 Penalty: 2580.342529 Iteration 65F: 3 clusters Score -272104.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Entering Unmasked Estep Score: -336084.937500 Penalty: 1323.321533 Iteration 0F: 2 clusters Score -336084.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -333063.093750 Penalty: 2646.643066 Iteration 0F: 3 clusters Score -333063.1 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -333824.187500 Penalty: 2646.643066 Iteration 1F: 3 clusters Score -333824.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -333975.375000 Penalty: 2646.643066 Iteration 2F: 3 clusters Score -333975.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -334072.437500 Penalty: 2646.643066 Iteration 3Q: 3 clusters Score -334072.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -334141.156250 Penalty: 2646.643066 Iteration 4Q: 3 clusters Score -334141.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -334185.531250 Penalty: 2646.643066 Iteration 5Q: 3 clusters Score -334185.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -334222.812500 Penalty: 2646.643066 Iteration 6Q: 3 clusters Score -334222.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -334247.593750 Penalty: 2646.643066 Iteration 7Q: 3 clusters Score -334247.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -334267.093750 Penalty: 2646.643066 Iteration 8Q: 3 clusters Score -334267.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -334283.937500 Penalty: 2646.643066 Iteration 9Q: 3 clusters Score -334283.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -334297.093750 Penalty: 2646.643066 Iteration 10Q: 3 clusters Score -334297.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -334309.062500 Penalty: 2646.643066 Iteration 11Q: 3 clusters Score -334309.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -334315.625000 Penalty: 2646.643066 Iteration 12Q: 3 clusters Score -334315.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -334322.531250 Penalty: 2646.643066 Iteration 13Q: 3 clusters Score -334322.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -334330.156250 Penalty: 2646.643066 Iteration 14Q: 3 clusters Score -334330.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -334336.000000 Penalty: 2646.643066 Iteration 15Q: 3 clusters Score -334336 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -334342.343750 Penalty: 2646.643066 Iteration 16Q: 3 clusters Score -334342.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -334349.312500 Penalty: 2646.643066 Iteration 17Q: 3 clusters Score -334349.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -334357.437500 Penalty: 2646.643066 Iteration 18Q: 3 clusters Score -334357.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -334368.343750 Penalty: 2646.643066 Iteration 19Q: 3 clusters Score -334368.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -334376.500000 Penalty: 2646.643066 Iteration 20F: 3 clusters Score -334376.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -334386.375000 Penalty: 2646.643066 Iteration 21Q: 3 clusters Score -334386.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -334391.781250 Penalty: 2646.643066 Iteration 22Q: 3 clusters Score -334391.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -334399.187500 Penalty: 2646.643066 Iteration 23Q: 3 clusters Score -334399.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -334404.250000 Penalty: 2646.643066 Iteration 24Q: 3 clusters Score -334404.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -334409.718750 Penalty: 2646.643066 Iteration 25Q: 3 clusters Score -334409.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -334414.656250 Penalty: 2646.643066 Iteration 26Q: 3 clusters Score -334414.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -334415.593750 Penalty: 2646.643066 Iteration 27Q: 3 clusters Score -334415.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -334418.375000 Penalty: 2646.643066 Iteration 28Q: 3 clusters Score -334418.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -334420.750000 Penalty: 2646.643066 Iteration 29Q: 3 clusters Score -334420.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -334426.031250 Penalty: 2646.643066 Iteration 30Q: 3 clusters Score -334426 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -334432.937500 Penalty: 2646.643066 Iteration 31Q: 3 clusters Score -334432.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -334442.531250 Penalty: 2646.643066 Iteration 32Q: 3 clusters Score -334442.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -334454.468750 Penalty: 2646.643066 Iteration 33Q: 3 clusters Score -334454.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -334468.687500 Penalty: 2646.643066 Iteration 34Q: 3 clusters Score -334468.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -334477.406250 Penalty: 2646.643066 Iteration 35Q: 3 clusters Score -334477.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -334487.343750 Penalty: 2646.643066 Iteration 36Q: 3 clusters Score -334487.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -334493.468750 Penalty: 2646.643066 Iteration 37Q: 3 clusters Score -334493.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -334498.218750 Penalty: 2646.643066 Iteration 38Q: 3 clusters Score -334498.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -334505.718750 Penalty: 2646.643066 Iteration 39Q: 3 clusters Score -334505.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -334511.500000 Penalty: 2646.643066 Iteration 40F: 3 clusters Score -334511.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -334516.687500 Penalty: 2646.643066 Iteration 41Q: 3 clusters Score -334516.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -334521.375000 Penalty: 2646.643066 Iteration 42Q: 3 clusters Score -334521.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -334527.062500 Penalty: 2646.643066 Iteration 43Q: 3 clusters Score -334527.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -334532.437500 Penalty: 2646.643066 Iteration 44Q: 3 clusters Score -334532.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -334540.906250 Penalty: 2646.643066 Iteration 45Q: 3 clusters Score -334540.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -334547.000000 Penalty: 2646.643066 Iteration 46Q: 3 clusters Score -334547 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -334551.875000 Penalty: 2646.643066 Iteration 47Q: 3 clusters Score -334551.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -334556.750000 Penalty: 2646.643066 Iteration 48Q: 3 clusters Score -334556.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -334559.812500 Penalty: 2646.643066 Iteration 49Q: 3 clusters Score -334559.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -334565.250000 Penalty: 2646.643066 Iteration 50Q: 3 clusters Score -334565.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -334569.906250 Penalty: 2646.643066 Iteration 51Q: 3 clusters Score -334569.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -334575.031250 Penalty: 2646.643066 Iteration 52Q: 3 clusters Score -334575 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -334580.781250 Penalty: 2646.643066 Iteration 53Q: 3 clusters Score -334580.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -334585.781250 Penalty: 2646.643066 Iteration 54Q: 3 clusters Score -334585.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -334586.687500 Penalty: 2646.643066 Iteration 55Q: 3 clusters Score -334586.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -334588.687500 Penalty: 2646.643066 Iteration 56Q: 3 clusters Score -334588.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -334589.281250 Penalty: 2646.643066 Iteration 57Q: 3 clusters Score -334589.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -334590.281250 Penalty: 2646.643066 Iteration 58Q: 3 clusters Score -334590.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -334590.000000 Penalty: 2646.643066 Iteration 59Q: 3 clusters Score -334590 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -334589.906250 Penalty: 2646.643066 Iteration 60F: 3 clusters Score -334589.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -334591.531250 Penalty: 2646.643066 Iteration 61Q: 3 clusters Score -334591.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -334592.718750 Penalty: 2646.643066 Iteration 62Q: 3 clusters Score -334592.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -334593.000000 Penalty: 2646.643066 Iteration 63Q: 3 clusters Score -334593 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -334593.968750 Penalty: 2646.643066 Iteration 64Q: 3 clusters Score -334594 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -334594.218750 Penalty: 2646.643066 Iteration 65Q: 3 clusters Score -334594.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -334594.218750 Penalty: 2646.643066 Iteration 66F: 3 clusters Score -334594.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2147 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Entering Unmasked Estep Score: -214223.687500 Penalty: 1246.671875 Iteration 0F: 2 clusters Score -214223.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -212009.015625 Penalty: 2493.343750 Iteration 0F: 3 clusters Score -212009 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -212507.593750 Penalty: 2493.343750 Iteration 1F: 3 clusters Score -212507.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -212632.859375 Penalty: 2493.343750 Iteration 2F: 3 clusters Score -212632.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -212716.687500 Penalty: 2493.343750 Iteration 3F: 3 clusters Score -212716.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -212767.968750 Penalty: 2493.343750 Iteration 4Q: 3 clusters Score -212768 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -212820.531250 Penalty: 2493.343750 Iteration 5Q: 3 clusters Score -212820.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -212861.593750 Penalty: 2493.343750 Iteration 6Q: 3 clusters Score -212861.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -212891.000000 Penalty: 2493.343750 Iteration 7Q: 3 clusters Score -212891 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -212915.078125 Penalty: 2493.343750 Iteration 8Q: 3 clusters Score -212915.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -212935.515625 Penalty: 2493.343750 Iteration 9Q: 3 clusters Score -212935.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -212954.125000 Penalty: 2493.343750 Iteration 10Q: 3 clusters Score -212954.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -212968.484375 Penalty: 2493.343750 Iteration 11Q: 3 clusters Score -212968.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -212976.500000 Penalty: 2493.343750 Iteration 12Q: 3 clusters Score -212976.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -212982.765625 Penalty: 2493.343750 Iteration 13Q: 3 clusters Score -212982.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -212991.718750 Penalty: 2493.343750 Iteration 14Q: 3 clusters Score -212991.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -213000.359375 Penalty: 2493.343750 Iteration 15Q: 3 clusters Score -213000.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -213006.546875 Penalty: 2493.343750 Iteration 16Q: 3 clusters Score -213006.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -213015.781250 Penalty: 2493.343750 Iteration 17Q: 3 clusters Score -213015.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -213025.703125 Penalty: 2493.343750 Iteration 18Q: 3 clusters Score -213025.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -213031.265625 Penalty: 2493.343750 Iteration 19Q: 3 clusters Score -213031.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -213034.765625 Penalty: 2493.343750 Iteration 20F: 3 clusters Score -213034.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -213036.625000 Penalty: 2493.343750 Iteration 21Q: 3 clusters Score -213036.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -213039.218750 Penalty: 2493.343750 Iteration 22Q: 3 clusters Score -213039.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -213039.921875 Penalty: 2493.343750 Iteration 23Q: 3 clusters Score -213039.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -213042.265625 Penalty: 2493.343750 Iteration 24Q: 3 clusters Score -213042.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -213044.015625 Penalty: 2493.343750 Iteration 25Q: 3 clusters Score -213044 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -213044.796875 Penalty: 2493.343750 Iteration 26Q: 3 clusters Score -213044.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -213046.093750 Penalty: 2493.343750 Iteration 27Q: 3 clusters Score -213046.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -213047.328125 Penalty: 2493.343750 Iteration 28Q: 3 clusters Score -213047.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -213047.296875 Penalty: 2493.343750 Iteration 29Q: 3 clusters Score -213047.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -213047.609375 Penalty: 2493.343750 Iteration 30Q: 3 clusters Score -213047.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -213048.406250 Penalty: 2493.343750 Iteration 31Q: 3 clusters Score -213048.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -213050.031250 Penalty: 2493.343750 Iteration 32Q: 3 clusters Score -213050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -213051.328125 Penalty: 2493.343750 Iteration 33Q: 3 clusters Score -213051.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -213052.687500 Penalty: 2493.343750 Iteration 34Q: 3 clusters Score -213052.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -213054.984375 Penalty: 2493.343750 Iteration 35Q: 3 clusters Score -213055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -213058.031250 Penalty: 2493.343750 Iteration 36Q: 3 clusters Score -213058 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -213060.328125 Penalty: 2493.343750 Iteration 37Q: 3 clusters Score -213060.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -213063.531250 Penalty: 2493.343750 Iteration 38Q: 3 clusters Score -213063.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -213067.640625 Penalty: 2493.343750 Iteration 39Q: 3 clusters Score -213067.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -213074.640625 Penalty: 2493.343750 Iteration 40F: 3 clusters Score -213074.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -213085.250000 Penalty: 2493.343750 Iteration 41Q: 3 clusters Score -213085.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -213094.781250 Penalty: 2493.343750 Iteration 42Q: 3 clusters Score -213094.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -213100.859375 Penalty: 2493.343750 Iteration 43Q: 3 clusters Score -213100.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -213102.718750 Penalty: 2493.343750 Iteration 44Q: 3 clusters Score -213102.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -213105.562500 Penalty: 2493.343750 Iteration 45Q: 3 clusters Score -213105.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -213108.781250 Penalty: 2493.343750 Iteration 46Q: 3 clusters Score -213108.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -213111.640625 Penalty: 2493.343750 Iteration 47Q: 3 clusters Score -213111.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -213112.296875 Penalty: 2493.343750 Iteration 48Q: 3 clusters Score -213112.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -213112.296875 Penalty: 2493.343750 Iteration 49F: 3 clusters Score -213112.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (16290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16290 members Entering Unmasked Estep Score: -1659689.625000 Penalty: 1575.974854 Iteration 0F: 2 clusters Score -1659690 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -1648525.375000 Penalty: 3151.949707 Iteration 0F: 3 clusters Score -1648525 nChanged 7202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -1652660.625000 Penalty: 3151.949707 Iteration 1F: 3 clusters Score -1652661 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -1653206.000000 Penalty: 3151.949707 Iteration 2F: 3 clusters Score -1653206 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -1653774.875000 Penalty: 3151.949707 Iteration 3F: 3 clusters Score -1653775 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 9868 members Entering Unmasked Estep Score: -1654411.875000 Penalty: 3151.949707 Iteration 4F: 3 clusters Score -1654412 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 10441 members Entering Unmasked Estep Score: -1655108.875000 Penalty: 3151.949707 Iteration 5F: 3 clusters Score -1655109 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 11055 members Entering Unmasked Estep Score: -1655766.250000 Penalty: 3151.949707 Iteration 6F: 3 clusters Score -1655766 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 11611 members Entering Unmasked Estep Score: -1656420.250000 Penalty: 3151.949707 Iteration 7F: 3 clusters Score -1656420 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 12143 members Entering Unmasked Estep Score: -1657085.125000 Penalty: 3151.949707 Iteration 8Q: 3 clusters Score -1657085 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 12535 members Entering Unmasked Estep Score: -1657635.250000 Penalty: 3151.949707 Iteration 9Q: 3 clusters Score -1657635 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 12777 members Entering Unmasked Estep Score: -1657970.375000 Penalty: 3151.949707 Iteration 10Q: 3 clusters Score -1657970 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 12961 members Entering Unmasked Estep Score: -1658155.875000 Penalty: 3151.949707 Iteration 11Q: 3 clusters Score -1658156 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 13099 members Entering Unmasked Estep Score: -1658273.375000 Penalty: 3151.949707 Iteration 12Q: 3 clusters Score -1658273 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 13215 members Entering Unmasked Estep Score: -1658362.125000 Penalty: 3151.949707 Iteration 13Q: 3 clusters Score -1658362 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -1658434.000000 Penalty: 3151.949707 Iteration 14Q: 3 clusters Score -1658434 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 13425 members Entering Unmasked Estep Score: -1658489.875000 Penalty: 3151.949707 Iteration 15Q: 3 clusters Score -1658490 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 13514 members Entering Unmasked Estep Score: -1658528.750000 Penalty: 3151.949707 Iteration 16Q: 3 clusters Score -1658529 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 13602 members Entering Unmasked Estep Score: -1658558.250000 Penalty: 3151.949707 Iteration 17Q: 3 clusters Score -1658558 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 13664 members Entering Unmasked Estep Score: -1658580.375000 Penalty: 3151.949707 Iteration 18Q: 3 clusters Score -1658580 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 13720 members Entering Unmasked Estep Score: -1658597.000000 Penalty: 3151.949707 Iteration 19Q: 3 clusters Score -1658597 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 13769 members Entering Unmasked Estep Score: -1658614.125000 Penalty: 3151.949707 Iteration 20F: 3 clusters Score -1658614 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 13816 members Entering Unmasked Estep Score: -1658618.750000 Penalty: 3151.949707 Iteration 21Q: 3 clusters Score -1658619 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 13852 members Entering Unmasked Estep Score: -1658626.125000 Penalty: 3151.949707 Iteration 22Q: 3 clusters Score -1658626 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 13877 members Entering Unmasked Estep Score: -1658633.625000 Penalty: 3151.949707 Iteration 23Q: 3 clusters Score -1658634 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 13903 members Entering Unmasked Estep Score: -1658640.125000 Penalty: 3151.949707 Iteration 24Q: 3 clusters Score -1658640 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 13919 members Entering Unmasked Estep Score: -1658641.750000 Penalty: 3151.949707 Iteration 25Q: 3 clusters Score -1658642 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 13932 members Entering Unmasked Estep Score: -1658642.000000 Penalty: 3151.949707 Iteration 26Q: 3 clusters Score -1658642 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 13941 members Entering Unmasked Estep Score: -1658643.375000 Penalty: 3151.949707 Iteration 27Q: 3 clusters Score -1658643 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 13957 members Entering Unmasked Estep Score: -1658648.250000 Penalty: 3151.949707 Iteration 28Q: 3 clusters Score -1658648 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 13972 members Entering Unmasked Estep Score: -1658651.125000 Penalty: 3151.949707 Iteration 29Q: 3 clusters Score -1658651 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 13980 members Entering Unmasked Estep Score: -1658654.625000 Penalty: 3151.949707 Iteration 30Q: 3 clusters Score -1658655 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 13984 members Entering Unmasked Estep Score: -1658656.750000 Penalty: 3151.949707 Iteration 31Q: 3 clusters Score -1658657 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 13989 members Entering Unmasked Estep Score: -1658655.375000 Penalty: 3151.949707 Iteration 32Q: 3 clusters Score -1658655 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 13997 members Entering Unmasked Estep Score: -1658656.000000 Penalty: 3151.949707 Iteration 33Q: 3 clusters Score -1658656 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 14001 members Entering Unmasked Estep Score: -1658659.875000 Penalty: 3151.949707 Iteration 34Q: 3 clusters Score -1658660 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 14007 members Entering Unmasked Estep Score: -1658663.625000 Penalty: 3151.949707 Iteration 35Q: 3 clusters Score -1658664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 14011 members Entering Unmasked Estep Score: -1658662.375000 Penalty: 3151.949707 Iteration 36Q: 3 clusters Score -1658662 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 14015 members Entering Unmasked Estep Score: -1658662.500000 Penalty: 3151.949707 Iteration 37Q: 3 clusters Score -1658662 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -1658662.625000 Penalty: 3151.949707 Iteration 38Q: 3 clusters Score -1658663 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 14020 members Entering Unmasked Estep Score: -1658663.250000 Penalty: 3151.949707 Iteration 39Q: 3 clusters Score -1658663 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 14026 members Entering Unmasked Estep Score: -1658664.500000 Penalty: 3151.949707 Iteration 40F: 3 clusters Score -1658664 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 14034 members Entering Unmasked Estep Score: -1658663.875000 Penalty: 3151.949707 Iteration 41Q: 3 clusters Score -1658664 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 14044 members Entering Unmasked Estep Score: -1658663.875000 Penalty: 3151.949707 Iteration 42Q: 3 clusters Score -1658664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 14048 members Entering Unmasked Estep Score: -1658663.125000 Penalty: 3151.949707 Iteration 43Q: 3 clusters Score -1658663 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 14051 members Entering Unmasked Estep Score: -1658665.000000 Penalty: 3151.949707 Iteration 44Q: 3 clusters Score -1658665 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 14054 members Entering Unmasked Estep Score: -1658667.125000 Penalty: 3151.949707 Iteration 45Q: 3 clusters Score -1658667 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 14057 members Entering Unmasked Estep Score: -1658663.875000 Penalty: 3151.949707 Iteration 46Q: 3 clusters Score -1658664 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 14059 members Entering Unmasked Estep Score: -1658663.500000 Penalty: 3151.949707 Iteration 47Q: 3 clusters Score -1658664 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 14061 members Entering Unmasked Estep Score: -1658665.875000 Penalty: 3151.949707 Iteration 48Q: 3 clusters Score -1658666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 14067 members Entering Unmasked Estep Score: -1658667.000000 Penalty: 3151.949707 Iteration 49Q: 3 clusters Score -1658667 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 14069 members Entering Unmasked Estep Score: -1658666.250000 Penalty: 3151.949707 Iteration 50Q: 3 clusters Score -1658666 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 14069 members Entering Unmasked Estep Score: -1658666.250000 Penalty: 3151.949707 Iteration 51F: 3 clusters Score -1658666 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Entering Unmasked Estep Score: -62676.789062 Penalty: 1064.085571 Iteration 0F: 2 clusters Score -62676.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -61494.160156 Penalty: 2128.171143 Iteration 0F: 3 clusters Score -61494.16 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -61760.339844 Penalty: 2128.171143 Iteration 1F: 3 clusters Score -61760.34 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -61896.929688 Penalty: 2128.171143 Iteration 2F: 3 clusters Score -61896.93 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -62025.515625 Penalty: 2128.171143 Iteration 3F: 3 clusters Score -62025.52 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -62107.738281 Penalty: 2128.171143 Iteration 4F: 3 clusters Score -62107.74 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -62169.457031 Penalty: 2128.171143 Iteration 5Q: 3 clusters Score -62169.46 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -62218.019531 Penalty: 2128.171143 Iteration 6Q: 3 clusters Score -62218.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -62257.726562 Penalty: 2128.171143 Iteration 7Q: 3 clusters Score -62257.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -62289.500000 Penalty: 2128.171143 Iteration 8Q: 3 clusters Score -62289.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -62306.160156 Penalty: 2128.171143 Iteration 9Q: 3 clusters Score -62306.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -62317.378906 Penalty: 2128.171143 Iteration 10Q: 3 clusters Score -62317.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -62319.515625 Penalty: 2128.171143 Iteration 11Q: 3 clusters Score -62319.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -62323.308594 Penalty: 2128.171143 Iteration 12Q: 3 clusters Score -62323.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -62324.187500 Penalty: 2128.171143 Iteration 13Q: 3 clusters Score -62324.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -62326.183594 Penalty: 2128.171143 Iteration 14Q: 3 clusters Score -62326.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -62327.011719 Penalty: 2128.171143 Iteration 15Q: 3 clusters Score -62327.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -62327.011719 Penalty: 2128.171143 Iteration 16F: 3 clusters Score -62327.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Entering Unmasked Estep Score: -483016.093750 Penalty: 1391.600464 Iteration 0F: 2 clusters Score -483016.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -478948.000000 Penalty: 2783.200928 Iteration 0F: 3 clusters Score -478948 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -480099.250000 Penalty: 2783.200928 Iteration 1F: 3 clusters Score -480099.2 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -480228.375000 Penalty: 2783.200928 Iteration 2F: 3 clusters Score -480228.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -480316.625000 Penalty: 2783.200928 Iteration 3Q: 3 clusters Score -480316.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -480373.937500 Penalty: 2783.200928 Iteration 4Q: 3 clusters Score -480373.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -480407.406250 Penalty: 2783.200928 Iteration 5Q: 3 clusters Score -480407.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -480442.375000 Penalty: 2783.200928 Iteration 6Q: 3 clusters Score -480442.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -480468.625000 Penalty: 2783.200928 Iteration 7Q: 3 clusters Score -480468.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -480492.437500 Penalty: 2783.200928 Iteration 8Q: 3 clusters Score -480492.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -480514.781250 Penalty: 2783.200928 Iteration 9Q: 3 clusters Score -480514.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -480536.593750 Penalty: 2783.200928 Iteration 10Q: 3 clusters Score -480536.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -480558.937500 Penalty: 2783.200928 Iteration 11Q: 3 clusters Score -480558.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -480579.843750 Penalty: 2783.200928 Iteration 12Q: 3 clusters Score -480579.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -480599.531250 Penalty: 2783.200928 Iteration 13Q: 3 clusters Score -480599.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -480620.843750 Penalty: 2783.200928 Iteration 14Q: 3 clusters Score -480620.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -480631.593750 Penalty: 2783.200928 Iteration 15Q: 3 clusters Score -480631.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -480640.656250 Penalty: 2783.200928 Iteration 16Q: 3 clusters Score -480640.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -480649.843750 Penalty: 2783.200928 Iteration 17Q: 3 clusters Score -480649.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -480657.500000 Penalty: 2783.200928 Iteration 18Q: 3 clusters Score -480657.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -480667.812500 Penalty: 2783.200928 Iteration 19Q: 3 clusters Score -480667.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -480675.468750 Penalty: 2783.200928 Iteration 20F: 3 clusters Score -480675.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -480682.125000 Penalty: 2783.200928 Iteration 21Q: 3 clusters Score -480682.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -480688.843750 Penalty: 2783.200928 Iteration 22Q: 3 clusters Score -480688.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -480697.156250 Penalty: 2783.200928 Iteration 23Q: 3 clusters Score -480697.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -480705.812500 Penalty: 2783.200928 Iteration 24Q: 3 clusters Score -480705.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -480719.906250 Penalty: 2783.200928 Iteration 25Q: 3 clusters Score -480719.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -480737.343750 Penalty: 2783.200928 Iteration 26Q: 3 clusters Score -480737.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -480756.093750 Penalty: 2783.200928 Iteration 27Q: 3 clusters Score -480756.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -480775.781250 Penalty: 2783.200928 Iteration 28Q: 3 clusters Score -480775.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -480808.812500 Penalty: 2783.200928 Iteration 29Q: 3 clusters Score -480808.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -480850.125000 Penalty: 2783.200928 Iteration 30Q: 3 clusters Score -480850.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -480906.250000 Penalty: 2783.200928 Iteration 31Q: 3 clusters Score -480906.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -480985.031250 Penalty: 2783.200928 Iteration 32Q: 3 clusters Score -480985 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -481109.656250 Penalty: 2783.200928 Iteration 33Q: 3 clusters Score -481109.7 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -481295.500000 Penalty: 2783.200928 Iteration 34Q: 3 clusters Score -481295.5 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -481642.000000 Penalty: 2783.200928 Iteration 35Q: 3 clusters Score -481642 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -482338.406250 Penalty: 2783.200928 Iteration 36F: 3 clusters Score -482338.4 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -483573.375000 Penalty: 2783.200928 Iteration 37F: 3 clusters Score -483573.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -484331.218750 Penalty: 2783.200928 Iteration 38Q: 3 clusters Score -484331.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -484439.187500 Penalty: 2783.200928 Iteration 39Q: 3 clusters Score -484439.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -484450.000000 Penalty: 2783.200928 Iteration 40F: 3 clusters Score -484450 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -484450.343750 Penalty: 2783.200928 Iteration 41Q: 3 clusters Score -484450.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -484450.343750 Penalty: 2783.200928 Iteration 42F: 3 clusters Score -484450.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 2351 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72567 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5761 members Mstep: Class 19 contains 1928 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12725 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5200 members Mstep: Class 25 contains 12950 members Mstep: Class 26 contains 476 members Mstep: Class 27 contains 2887 members Entering Unmasked Estep Score: -22262496.000000 Penalty: 54191.679688 Splitting cluster 11 changes total score from -22261656.000000 to -22262496.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 12 (4535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Entering Unmasked Estep Score: -456299.843750 Penalty: 1368.181885 Iteration 0F: 2 clusters Score -456299.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -452576.656250 Penalty: 2736.363770 Iteration 0F: 3 clusters Score -452576.7 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -453659.187500 Penalty: 2736.363770 Iteration 1F: 3 clusters Score -453659.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -453828.500000 Penalty: 2736.363770 Iteration 2F: 3 clusters Score -453828.5 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -453956.718750 Penalty: 2736.363770 Iteration 3Q: 3 clusters Score -453956.7 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -454081.750000 Penalty: 2736.363770 Iteration 4Q: 3 clusters Score -454081.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -454227.656250 Penalty: 2736.363770 Iteration 5Q: 3 clusters Score -454227.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -454387.906250 Penalty: 2736.363770 Iteration 6Q: 3 clusters Score -454387.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -454546.125000 Penalty: 2736.363770 Iteration 7Q: 3 clusters Score -454546.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -454695.906250 Penalty: 2736.363770 Iteration 8Q: 3 clusters Score -454695.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -454812.312500 Penalty: 2736.363770 Iteration 9Q: 3 clusters Score -454812.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -454934.406250 Penalty: 2736.363770 Iteration 10Q: 3 clusters Score -454934.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -455031.531250 Penalty: 2736.363770 Iteration 11Q: 3 clusters Score -455031.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -455102.656250 Penalty: 2736.363770 Iteration 12Q: 3 clusters Score -455102.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -455139.937500 Penalty: 2736.363770 Iteration 13Q: 3 clusters Score -455139.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -455169.937500 Penalty: 2736.363770 Iteration 14Q: 3 clusters Score -455169.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -455196.093750 Penalty: 2736.363770 Iteration 15Q: 3 clusters Score -455196.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -455214.906250 Penalty: 2736.363770 Iteration 16Q: 3 clusters Score -455214.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -455225.875000 Penalty: 2736.363770 Iteration 17Q: 3 clusters Score -455225.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -455237.656250 Penalty: 2736.363770 Iteration 18Q: 3 clusters Score -455237.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -455245.437500 Penalty: 2736.363770 Iteration 19Q: 3 clusters Score -455245.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -455248.343750 Penalty: 2736.363770 Iteration 20F: 3 clusters Score -455248.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -455250.593750 Penalty: 2736.363770 Iteration 21Q: 3 clusters Score -455250.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -455251.437500 Penalty: 2736.363770 Iteration 22Q: 3 clusters Score -455251.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -455252.031250 Penalty: 2736.363770 Iteration 23Q: 3 clusters Score -455252 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -455252.031250 Penalty: 2736.363770 Iteration 24F: 3 clusters Score -455252 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (72567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72567 members Entering Unmasked Estep Score: -7138631.000000 Penalty: 1818.743164 Iteration 0F: 2 clusters Score -7138631 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36263 members Mstep: Class 2 contains 36304 members Entering Unmasked Estep Score: -7089983.500000 Penalty: 3637.486328 Iteration 0F: 3 clusters Score -7089984 nChanged 34552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35053 members Mstep: Class 2 contains 37514 members Entering Unmasked Estep Score: -7110851.000000 Penalty: 3637.486328 Iteration 1F: 3 clusters Score -7110851 nChanged 3442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34291 members Mstep: Class 2 contains 38276 members Entering Unmasked Estep Score: -7112256.000000 Penalty: 3637.486328 Iteration 2Q: 3 clusters Score -7112256 nChanged 3672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33117 members Mstep: Class 2 contains 39450 members Entering Unmasked Estep Score: -7113802.000000 Penalty: 3637.486328 Iteration 3F: 3 clusters Score -7113802 nChanged 3792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31397 members Mstep: Class 2 contains 41170 members Entering Unmasked Estep Score: -7115674.500000 Penalty: 3637.486328 Iteration 4F: 3 clusters Score -7115674 nChanged 4091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29138 members Mstep: Class 2 contains 43429 members Entering Unmasked Estep Score: -7118000.500000 Penalty: 3637.486328 Iteration 5F: 3 clusters Score -7118000 nChanged 4272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26500 members Mstep: Class 2 contains 46067 members Entering Unmasked Estep Score: -7120893.500000 Penalty: 3637.486328 Iteration 6F: 3 clusters Score -7120894 nChanged 4280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23714 members Mstep: Class 2 contains 48853 members Entering Unmasked Estep Score: -7124041.000000 Penalty: 3637.486328 Iteration 7F: 3 clusters Score -7124041 nChanged 3873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21105 members Mstep: Class 2 contains 51462 members Entering Unmasked Estep Score: -7126931.500000 Penalty: 3637.486328 Iteration 8F: 3 clusters Score -7126932 nChanged 3329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18746 members Mstep: Class 2 contains 53821 members Entering Unmasked Estep Score: -7129189.000000 Penalty: 3637.486328 Iteration 9Q: 3 clusters Score -7129189 nChanged 2505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16767 members Mstep: Class 2 contains 55800 members Entering Unmasked Estep Score: -7130757.500000 Penalty: 3637.486328 Iteration 10Q: 3 clusters Score -7130758 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14968 members Mstep: Class 2 contains 57599 members Entering Unmasked Estep Score: -7131854.500000 Penalty: 3637.486328 Iteration 11Q: 3 clusters Score -7131854 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13357 members Mstep: Class 2 contains 59210 members Entering Unmasked Estep Score: -7132776.000000 Penalty: 3637.486328 Iteration 12Q: 3 clusters Score -7132776 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11852 members Mstep: Class 2 contains 60715 members Entering Unmasked Estep Score: -7133580.000000 Penalty: 3637.486328 Iteration 13Q: 3 clusters Score -7133580 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10476 members Mstep: Class 2 contains 62091 members Entering Unmasked Estep Score: -7134366.500000 Penalty: 3637.486328 Iteration 14Q: 3 clusters Score -7134366 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 63373 members Entering Unmasked Estep Score: -7135041.000000 Penalty: 3637.486328 Iteration 15Q: 3 clusters Score -7135041 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 64527 members Entering Unmasked Estep Score: -7135705.000000 Penalty: 3637.486328 Iteration 16Q: 3 clusters Score -7135705 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 65590 members Entering Unmasked Estep Score: -7136329.000000 Penalty: 3637.486328 Iteration 17Q: 3 clusters Score -7136329 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 66506 members Entering Unmasked Estep Score: -7136822.000000 Penalty: 3637.486328 Iteration 18Q: 3 clusters Score -7136822 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 67216 members Entering Unmasked Estep Score: -7137211.500000 Penalty: 3637.486328 Iteration 19Q: 3 clusters Score -7137212 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 67824 members Entering Unmasked Estep Score: -7137515.000000 Penalty: 3637.486328 Iteration 20F: 3 clusters Score -7137515 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 68270 members Entering Unmasked Estep Score: -7137712.500000 Penalty: 3637.486328 Iteration 21Q: 3 clusters Score -7137712 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 68645 members Entering Unmasked Estep Score: -7137818.000000 Penalty: 3637.486328 Iteration 22Q: 3 clusters Score -7137818 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 68951 members Entering Unmasked Estep Score: -7137942.000000 Penalty: 3637.486328 Iteration 23Q: 3 clusters Score -7137942 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 69185 members Entering Unmasked Estep Score: -7137996.500000 Penalty: 3637.486328 Iteration 24Q: 3 clusters Score -7137996 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 69371 members Entering Unmasked Estep Score: -7138054.000000 Penalty: 3637.486328 Iteration 25Q: 3 clusters Score -7138054 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 69544 members Entering Unmasked Estep Score: -7138092.000000 Penalty: 3637.486328 Iteration 26Q: 3 clusters Score -7138092 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 69690 members Entering Unmasked Estep Score: -7138106.500000 Penalty: 3637.486328 Iteration 27Q: 3 clusters Score -7138106 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 69801 members Entering Unmasked Estep Score: -7138149.500000 Penalty: 3637.486328 Iteration 28Q: 3 clusters Score -7138150 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 69872 members Entering Unmasked Estep Score: -7138166.000000 Penalty: 3637.486328 Iteration 29Q: 3 clusters Score -7138166 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 69933 members Entering Unmasked Estep Score: -7138174.000000 Penalty: 3637.486328 Iteration 30Q: 3 clusters Score -7138174 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 69982 members Entering Unmasked Estep Score: -7138163.000000 Penalty: 3637.486328 Iteration 31Q: 3 clusters Score -7138163 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 70029 members Entering Unmasked Estep Score: -7138174.500000 Penalty: 3637.486328 Iteration 32Q: 3 clusters Score -7138174 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 70078 members Entering Unmasked Estep Score: -7138177.500000 Penalty: 3637.486328 Iteration 33Q: 3 clusters Score -7138178 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 70116 members Entering Unmasked Estep Score: -7138182.000000 Penalty: 3637.486328 Iteration 34Q: 3 clusters Score -7138182 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 70144 members Entering Unmasked Estep Score: -7138187.000000 Penalty: 3637.486328 Iteration 35Q: 3 clusters Score -7138187 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 70181 members Entering Unmasked Estep Score: -7138202.000000 Penalty: 3637.486328 Iteration 36Q: 3 clusters Score -7138202 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 70218 members Entering Unmasked Estep Score: -7138208.000000 Penalty: 3637.486328 Iteration 37Q: 3 clusters Score -7138208 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 70254 members Entering Unmasked Estep Score: -7138215.000000 Penalty: 3637.486328 Iteration 38Q: 3 clusters Score -7138215 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 70289 members Entering Unmasked Estep Score: -7138215.000000 Penalty: 3637.486328 Iteration 39Q: 3 clusters Score -7138215 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 70317 members Entering Unmasked Estep Score: -7138223.500000 Penalty: 3637.486328 Iteration 40F: 3 clusters Score -7138224 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 70343 members Entering Unmasked Estep Score: -7138232.500000 Penalty: 3637.486328 Iteration 41Q: 3 clusters Score -7138232 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 70365 members Entering Unmasked Estep Score: -7138231.000000 Penalty: 3637.486328 Iteration 42Q: 3 clusters Score -7138231 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 70379 members Entering Unmasked Estep Score: -7138236.000000 Penalty: 3637.486328 Iteration 43Q: 3 clusters Score -7138236 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 70390 members Entering Unmasked Estep Score: -7138234.500000 Penalty: 3637.486328 Iteration 44Q: 3 clusters Score -7138234 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 70399 members Entering Unmasked Estep Score: -7138233.500000 Penalty: 3637.486328 Iteration 45Q: 3 clusters Score -7138234 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 70406 members Entering Unmasked Estep Score: -7138230.000000 Penalty: 3637.486328 Iteration 46Q: 3 clusters Score -7138230 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 70416 members Entering Unmasked Estep Score: -7138229.000000 Penalty: 3637.486328 Iteration 47Q: 3 clusters Score -7138229 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 70438 members Entering Unmasked Estep Score: -7138237.000000 Penalty: 3637.486328 Iteration 48Q: 3 clusters Score -7138237 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 70457 members Entering Unmasked Estep Score: -7138229.500000 Penalty: 3637.486328 Iteration 49Q: 3 clusters Score -7138230 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 70478 members Entering Unmasked Estep Score: -7138233.500000 Penalty: 3637.486328 Iteration 50Q: 3 clusters Score -7138234 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 70496 members Entering Unmasked Estep Score: -7138240.000000 Penalty: 3637.486328 Iteration 51Q: 3 clusters Score -7138240 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 70514 members Entering Unmasked Estep Score: -7138235.000000 Penalty: 3637.486328 Iteration 52Q: 3 clusters Score -7138235 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 70529 members Entering Unmasked Estep Score: -7138252.500000 Penalty: 3637.486328 Iteration 53Q: 3 clusters Score -7138252 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 70538 members Entering Unmasked Estep Score: -7138246.500000 Penalty: 3637.486328 Iteration 54Q: 3 clusters Score -7138246 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 70543 members Entering Unmasked Estep Score: -7138250.500000 Penalty: 3637.486328 Iteration 55Q: 3 clusters Score -7138250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 70545 members Entering Unmasked Estep Score: -7138252.000000 Penalty: 3637.486328 Iteration 56Q: 3 clusters Score -7138252 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 70546 members Entering Unmasked Estep Score: -7138251.500000 Penalty: 3637.486328 Iteration 57Q: 3 clusters Score -7138252 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 70546 members Entering Unmasked Estep Score: -7138251.500000 Penalty: 3637.486328 Iteration 58F: 3 clusters Score -7138252 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Entering Unmasked Estep Score: -63617.875000 Penalty: 1054.742554 Iteration 0F: 2 clusters Score -63617.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -62434.964844 Penalty: 2109.485107 Iteration 0F: 3 clusters Score -62434.96 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -62658.839844 Penalty: 2109.485107 Iteration 1F: 3 clusters Score -62658.84 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -62755.386719 Penalty: 2109.485107 Iteration 2F: 3 clusters Score -62755.39 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -62842.117188 Penalty: 2109.485107 Iteration 3F: 3 clusters Score -62842.12 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -62969.476562 Penalty: 2109.485107 Iteration 4Q: 3 clusters Score -62969.48 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -63170.468750 Penalty: 2109.485107 Iteration 5F: 3 clusters Score -63170.47 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -63267.218750 Penalty: 2109.485107 Iteration 6F: 3 clusters Score -63267.22 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -63345.484375 Penalty: 2109.485107 Iteration 7Q: 3 clusters Score -63345.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -63376.281250 Penalty: 2109.485107 Iteration 8Q: 3 clusters Score -63376.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -63394.386719 Penalty: 2109.485107 Iteration 9Q: 3 clusters Score -63394.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -63406.394531 Penalty: 2109.485107 Iteration 10Q: 3 clusters Score -63406.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -63415.105469 Penalty: 2109.485107 Iteration 11Q: 3 clusters Score -63415.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -63416.386719 Penalty: 2109.485107 Iteration 12Q: 3 clusters Score -63416.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -63419.203125 Penalty: 2109.485107 Iteration 13Q: 3 clusters Score -63419.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -63424.121094 Penalty: 2109.485107 Iteration 14Q: 3 clusters Score -63424.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -63425.804688 Penalty: 2109.485107 Iteration 15Q: 3 clusters Score -63425.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -63428.703125 Penalty: 2109.485107 Iteration 16Q: 3 clusters Score -63428.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -63428.703125 Penalty: 2109.485107 Iteration 17F: 3 clusters Score -63428.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (16858 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16858 members Entering Unmasked Estep Score: -1620587.750000 Penalty: 1581.544312 Iteration 0F: 2 clusters Score -1620588 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: -1608987.125000 Penalty: 3163.088623 Iteration 0F: 3 clusters Score -1608987 nChanged 7508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -1613034.875000 Penalty: 3163.088623 Iteration 1F: 3 clusters Score -1613035 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9079 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -1613343.750000 Penalty: 3163.088623 Iteration 2F: 3 clusters Score -1613344 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 7500 members Entering Unmasked Estep Score: -1613603.875000 Penalty: 3163.088623 Iteration 3Q: 3 clusters Score -1613604 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9740 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -1613851.000000 Penalty: 3163.088623 Iteration 4Q: 3 clusters Score -1613851 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -1614125.125000 Penalty: 3163.088623 Iteration 5Q: 3 clusters Score -1614125 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10843 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -1614480.375000 Penalty: 3163.088623 Iteration 6Q: 3 clusters Score -1614480 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11628 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -1614973.750000 Penalty: 3163.088623 Iteration 7Q: 3 clusters Score -1614974 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12600 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -1615685.750000 Penalty: 3163.088623 Iteration 8F: 3 clusters Score -1615686 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13671 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1616568.000000 Penalty: 3163.088623 Iteration 9F: 3 clusters Score -1616568 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14675 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -1617450.000000 Penalty: 3163.088623 Iteration 10F: 3 clusters Score -1617450 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15485 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -1618186.875000 Penalty: 3163.088623 Iteration 11Q: 3 clusters Score -1618187 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16009 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -1618672.125000 Penalty: 3163.088623 Iteration 12Q: 3 clusters Score -1618672 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16303 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1618930.875000 Penalty: 3163.088623 Iteration 13Q: 3 clusters Score -1618931 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16459 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1619074.000000 Penalty: 3163.088623 Iteration 14Q: 3 clusters Score -1619074 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16543 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1619163.750000 Penalty: 3163.088623 Iteration 15Q: 3 clusters Score -1619164 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16591 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -1619217.875000 Penalty: 3163.088623 Iteration 16Q: 3 clusters Score -1619218 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16609 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -1619239.250000 Penalty: 3163.088623 Iteration 17Q: 3 clusters Score -1619239 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16624 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -1619258.625000 Penalty: 3163.088623 Iteration 18Q: 3 clusters Score -1619259 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16633 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -1619272.375000 Penalty: 3163.088623 Iteration 19Q: 3 clusters Score -1619272 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16640 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -1619282.500000 Penalty: 3163.088623 Iteration 20F: 3 clusters Score -1619282 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16645 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -1619287.500000 Penalty: 3163.088623 Iteration 21Q: 3 clusters Score -1619288 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16648 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -1619289.500000 Penalty: 3163.088623 Iteration 22Q: 3 clusters Score -1619290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16653 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -1619294.625000 Penalty: 3163.088623 Iteration 23Q: 3 clusters Score -1619295 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16654 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -1619295.750000 Penalty: 3163.088623 Iteration 24Q: 3 clusters Score -1619296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16654 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -1619295.750000 Penalty: 3163.088623 Iteration 25F: 3 clusters Score -1619296 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Entering Unmasked Estep Score: -31704.251953 Penalty: 959.177917 Iteration 0F: 2 clusters Score -31704.25 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 189 members Entering Unmasked Estep Score: -30830.166016 Penalty: 1918.355835 Iteration 0F: 3 clusters Score -30830.17 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -31060.539062 Penalty: 1918.355835 Iteration 1F: 3 clusters Score -31060.54 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -31159.417969 Penalty: 1918.355835 Iteration 2F: 3 clusters Score -31159.42 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -31244.232422 Penalty: 1918.355835 Iteration 3F: 3 clusters Score -31244.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -31266.666016 Penalty: 1918.355835 Iteration 4Q: 3 clusters Score -31266.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -31274.033203 Penalty: 1918.355835 Iteration 5Q: 3 clusters Score -31274.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -31274.033203 Penalty: 1918.355835 Iteration 6F: 3 clusters Score -31274.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Entering Unmasked Estep Score: -282369.687500 Penalty: 1296.809448 Iteration 0F: 2 clusters Score -282369.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -279689.156250 Penalty: 2593.618896 Iteration 0F: 3 clusters Score -279689.2 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -280386.031250 Penalty: 2593.618896 Iteration 1F: 3 clusters Score -280386 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -280546.875000 Penalty: 2593.618896 Iteration 2F: 3 clusters Score -280546.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -280645.000000 Penalty: 2593.618896 Iteration 3F: 3 clusters Score -280645 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -280740.062500 Penalty: 2593.618896 Iteration 4Q: 3 clusters Score -280740.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -280864.812500 Penalty: 2593.618896 Iteration 5Q: 3 clusters Score -280864.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -280987.000000 Penalty: 2593.618896 Iteration 6Q: 3 clusters Score -280987 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -281115.968750 Penalty: 2593.618896 Iteration 7Q: 3 clusters Score -281116 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -281264.343750 Penalty: 2593.618896 Iteration 8Q: 3 clusters Score -281264.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -281375.218750 Penalty: 2593.618896 Iteration 9Q: 3 clusters Score -281375.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -281478.656250 Penalty: 2593.618896 Iteration 10Q: 3 clusters Score -281478.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -281527.812500 Penalty: 2593.618896 Iteration 11Q: 3 clusters Score -281527.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -281569.687500 Penalty: 2593.618896 Iteration 12Q: 3 clusters Score -281569.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -281603.187500 Penalty: 2593.618896 Iteration 13Q: 3 clusters Score -281603.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -281636.062500 Penalty: 2593.618896 Iteration 14Q: 3 clusters Score -281636.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -281671.593750 Penalty: 2593.618896 Iteration 15Q: 3 clusters Score -281671.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -281694.312500 Penalty: 2593.618896 Iteration 16Q: 3 clusters Score -281694.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -281712.687500 Penalty: 2593.618896 Iteration 17Q: 3 clusters Score -281712.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -281729.468750 Penalty: 2593.618896 Iteration 18Q: 3 clusters Score -281729.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -281742.062500 Penalty: 2593.618896 Iteration 19Q: 3 clusters Score -281742.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -281764.125000 Penalty: 2593.618896 Iteration 20F: 3 clusters Score -281764.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -281789.343750 Penalty: 2593.618896 Iteration 21Q: 3 clusters Score -281789.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -281808.125000 Penalty: 2593.618896 Iteration 22Q: 3 clusters Score -281808.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -281814.468750 Penalty: 2593.618896 Iteration 23Q: 3 clusters Score -281814.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -281817.937500 Penalty: 2593.618896 Iteration 24Q: 3 clusters Score -281817.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -281819.875000 Penalty: 2593.618896 Iteration 25Q: 3 clusters Score -281819.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -281820.187500 Penalty: 2593.618896 Iteration 26Q: 3 clusters Score -281820.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -281820.187500 Penalty: 2593.618896 Iteration 27F: 3 clusters Score -281820.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Entering Unmasked Estep Score: -574322.687500 Penalty: 1407.065674 Iteration 0F: 2 clusters Score -574322.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -569817.187500 Penalty: 2814.131348 Iteration 0F: 3 clusters Score -569817.2 nChanged 2456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -571178.812500 Penalty: 2814.131348 Iteration 1F: 3 clusters Score -571178.8 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -571407.500000 Penalty: 2814.131348 Iteration 2F: 3 clusters Score -571407.5 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -571581.562500 Penalty: 2814.131348 Iteration 3F: 3 clusters Score -571581.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -571702.937500 Penalty: 2814.131348 Iteration 4Q: 3 clusters Score -571702.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -571811.625000 Penalty: 2814.131348 Iteration 5Q: 3 clusters Score -571811.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -571927.375000 Penalty: 2814.131348 Iteration 6Q: 3 clusters Score -571927.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -572037.375000 Penalty: 2814.131348 Iteration 7Q: 3 clusters Score -572037.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -572140.500000 Penalty: 2814.131348 Iteration 8Q: 3 clusters Score -572140.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -572237.625000 Penalty: 2814.131348 Iteration 9Q: 3 clusters Score -572237.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -572343.500000 Penalty: 2814.131348 Iteration 10Q: 3 clusters Score -572343.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -572456.812500 Penalty: 2814.131348 Iteration 11Q: 3 clusters Score -572456.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -572538.500000 Penalty: 2814.131348 Iteration 12Q: 3 clusters Score -572538.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -572609.750000 Penalty: 2814.131348 Iteration 13Q: 3 clusters Score -572609.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -572668.687500 Penalty: 2814.131348 Iteration 14Q: 3 clusters Score -572668.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -572717.375000 Penalty: 2814.131348 Iteration 15Q: 3 clusters Score -572717.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -572774.562500 Penalty: 2814.131348 Iteration 16Q: 3 clusters Score -572774.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -572821.250000 Penalty: 2814.131348 Iteration 17Q: 3 clusters Score -572821.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -572868.000000 Penalty: 2814.131348 Iteration 18Q: 3 clusters Score -572868 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -572902.062500 Penalty: 2814.131348 Iteration 19Q: 3 clusters Score -572902.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -572938.937500 Penalty: 2814.131348 Iteration 20F: 3 clusters Score -572938.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -572973.875000 Penalty: 2814.131348 Iteration 21Q: 3 clusters Score -572973.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -572998.312500 Penalty: 2814.131348 Iteration 22Q: 3 clusters Score -572998.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -573015.625000 Penalty: 2814.131348 Iteration 23Q: 3 clusters Score -573015.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -573040.250000 Penalty: 2814.131348 Iteration 24Q: 3 clusters Score -573040.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -573056.625000 Penalty: 2814.131348 Iteration 25Q: 3 clusters Score -573056.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -573076.687500 Penalty: 2814.131348 Iteration 26Q: 3 clusters Score -573076.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -573097.125000 Penalty: 2814.131348 Iteration 27Q: 3 clusters Score -573097.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -573111.875000 Penalty: 2814.131348 Iteration 28Q: 3 clusters Score -573111.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -573123.875000 Penalty: 2814.131348 Iteration 29Q: 3 clusters Score -573123.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -573130.125000 Penalty: 2814.131348 Iteration 30Q: 3 clusters Score -573130.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -573136.500000 Penalty: 2814.131348 Iteration 31Q: 3 clusters Score -573136.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -573140.937500 Penalty: 2814.131348 Iteration 32Q: 3 clusters Score -573140.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -573146.062500 Penalty: 2814.131348 Iteration 33Q: 3 clusters Score -573146.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -573149.750000 Penalty: 2814.131348 Iteration 34Q: 3 clusters Score -573149.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -573153.187500 Penalty: 2814.131348 Iteration 35Q: 3 clusters Score -573153.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -573158.500000 Penalty: 2814.131348 Iteration 36Q: 3 clusters Score -573158.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -573163.375000 Penalty: 2814.131348 Iteration 37Q: 3 clusters Score -573163.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -573166.875000 Penalty: 2814.131348 Iteration 38Q: 3 clusters Score -573166.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -573174.125000 Penalty: 2814.131348 Iteration 39Q: 3 clusters Score -573174.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -573176.250000 Penalty: 2814.131348 Iteration 40F: 3 clusters Score -573176.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -573176.750000 Penalty: 2814.131348 Iteration 41Q: 3 clusters Score -573176.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -573176.750000 Penalty: 2814.131348 Iteration 42F: 3 clusters Score -573176.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Entering Unmasked Estep Score: -189331.765625 Penalty: 1229.188721 Iteration 0F: 2 clusters Score -189331.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -187258.203125 Penalty: 2458.377441 Iteration 0F: 3 clusters Score -187258.2 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -187763.640625 Penalty: 2458.377441 Iteration 1F: 3 clusters Score -187763.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -187903.718750 Penalty: 2458.377441 Iteration 2F: 3 clusters Score -187903.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -187974.250000 Penalty: 2458.377441 Iteration 3F: 3 clusters Score -187974.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -188016.171875 Penalty: 2458.377441 Iteration 4Q: 3 clusters Score -188016.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -188045.406250 Penalty: 2458.377441 Iteration 5Q: 3 clusters Score -188045.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -188059.531250 Penalty: 2458.377441 Iteration 6Q: 3 clusters Score -188059.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -188071.468750 Penalty: 2458.377441 Iteration 7Q: 3 clusters Score -188071.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -188079.343750 Penalty: 2458.377441 Iteration 8Q: 3 clusters Score -188079.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -188082.828125 Penalty: 2458.377441 Iteration 9Q: 3 clusters Score -188082.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -188084.640625 Penalty: 2458.377441 Iteration 10Q: 3 clusters Score -188084.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -188088.296875 Penalty: 2458.377441 Iteration 11Q: 3 clusters Score -188088.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -188093.250000 Penalty: 2458.377441 Iteration 12Q: 3 clusters Score -188093.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -188095.734375 Penalty: 2458.377441 Iteration 13Q: 3 clusters Score -188095.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -188099.312500 Penalty: 2458.377441 Iteration 14Q: 3 clusters Score -188099.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -188103.671875 Penalty: 2458.377441 Iteration 15Q: 3 clusters Score -188103.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -188108.625000 Penalty: 2458.377441 Iteration 16Q: 3 clusters Score -188108.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -188111.531250 Penalty: 2458.377441 Iteration 17Q: 3 clusters Score -188111.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -188111.953125 Penalty: 2458.377441 Iteration 18Q: 3 clusters Score -188112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -188113.140625 Penalty: 2458.377441 Iteration 19Q: 3 clusters Score -188113.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -188113.140625 Penalty: 2458.377441 Iteration 20F: 3 clusters Score -188113.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Entering Unmasked Estep Score: -113608.171875 Penalty: 1148.300903 Iteration 0F: 2 clusters Score -113608.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -112043.179688 Penalty: 2296.601807 Iteration 0F: 3 clusters Score -112043.2 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -112331.531250 Penalty: 2296.601807 Iteration 1F: 3 clusters Score -112331.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -112405.078125 Penalty: 2296.601807 Iteration 2F: 3 clusters Score -112405.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -112478.031250 Penalty: 2296.601807 Iteration 3Q: 3 clusters Score -112478 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -112552.648438 Penalty: 2296.601807 Iteration 4F: 3 clusters Score -112552.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -112614.648438 Penalty: 2296.601807 Iteration 5Q: 3 clusters Score -112614.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -112649.171875 Penalty: 2296.601807 Iteration 6Q: 3 clusters Score -112649.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -112699.804688 Penalty: 2296.601807 Iteration 7Q: 3 clusters Score -112699.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -112793.703125 Penalty: 2296.601807 Iteration 8Q: 3 clusters Score -112793.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -112924.703125 Penalty: 2296.601807 Iteration 9Q: 3 clusters Score -112924.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -113049.484375 Penalty: 2296.601807 Iteration 10Q: 3 clusters Score -113049.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -113131.492188 Penalty: 2296.601807 Iteration 11Q: 3 clusters Score -113131.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -113244.429688 Penalty: 2296.601807 Iteration 12Q: 3 clusters Score -113244.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -113316.468750 Penalty: 2296.601807 Iteration 13Q: 3 clusters Score -113316.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -113346.742188 Penalty: 2296.601807 Iteration 14Q: 3 clusters Score -113346.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -113375.648438 Penalty: 2296.601807 Iteration 15Q: 3 clusters Score -113375.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -113392.687500 Penalty: 2296.601807 Iteration 16Q: 3 clusters Score -113392.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -113399.078125 Penalty: 2296.601807 Iteration 17Q: 3 clusters Score -113399.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -113409.914062 Penalty: 2296.601807 Iteration 18Q: 3 clusters Score -113409.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -113413.609375 Penalty: 2296.601807 Iteration 19Q: 3 clusters Score -113413.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -113415.273438 Penalty: 2296.601807 Iteration 20F: 3 clusters Score -113415.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -113415.632812 Penalty: 2296.601807 Iteration 21Q: 3 clusters Score -113415.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -113415.632812 Penalty: 2296.601807 Iteration 22F: 3 clusters Score -113415.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1981 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Entering Unmasked Estep Score: -185717.937500 Penalty: 1233.595581 Iteration 0F: 2 clusters Score -185717.9 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 1001 members Entering Unmasked Estep Score: -183683.078125 Penalty: 2467.191162 Iteration 0F: 3 clusters Score -183683.1 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -184350.406250 Penalty: 2467.191162 Iteration 1F: 3 clusters Score -184350.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -184557.875000 Penalty: 2467.191162 Iteration 2F: 3 clusters Score -184557.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -184689.500000 Penalty: 2467.191162 Iteration 3F: 3 clusters Score -184689.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -184769.312500 Penalty: 2467.191162 Iteration 4Q: 3 clusters Score -184769.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -184849.343750 Penalty: 2467.191162 Iteration 5Q: 3 clusters Score -184849.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -184898.750000 Penalty: 2467.191162 Iteration 6Q: 3 clusters Score -184898.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -184939.015625 Penalty: 2467.191162 Iteration 7Q: 3 clusters Score -184939 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -184985.437500 Penalty: 2467.191162 Iteration 8Q: 3 clusters Score -184985.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -185027.312500 Penalty: 2467.191162 Iteration 9Q: 3 clusters Score -185027.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -185061.078125 Penalty: 2467.191162 Iteration 10Q: 3 clusters Score -185061.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -185086.203125 Penalty: 2467.191162 Iteration 11Q: 3 clusters Score -185086.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -185101.468750 Penalty: 2467.191162 Iteration 12Q: 3 clusters Score -185101.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -185114.531250 Penalty: 2467.191162 Iteration 13Q: 3 clusters Score -185114.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -185123.796875 Penalty: 2467.191162 Iteration 14Q: 3 clusters Score -185123.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -185128.109375 Penalty: 2467.191162 Iteration 15Q: 3 clusters Score -185128.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -185134.937500 Penalty: 2467.191162 Iteration 16Q: 3 clusters Score -185134.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -185140.390625 Penalty: 2467.191162 Iteration 17Q: 3 clusters Score -185140.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -185145.125000 Penalty: 2467.191162 Iteration 18Q: 3 clusters Score -185145.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -185147.484375 Penalty: 2467.191162 Iteration 19Q: 3 clusters Score -185147.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -185148.921875 Penalty: 2467.191162 Iteration 20F: 3 clusters Score -185148.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12725 members Entering Unmasked Estep Score: -1292885.375000 Penalty: 1535.840088 Iteration 0F: 2 clusters Score -1292885 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -1283972.000000 Penalty: 3071.680176 Iteration 0F: 3 clusters Score -1283972 nChanged 5598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -1287102.750000 Penalty: 3071.680176 Iteration 1F: 3 clusters Score -1287103 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -1287484.125000 Penalty: 3071.680176 Iteration 2F: 3 clusters Score -1287484 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1287803.500000 Penalty: 3071.680176 Iteration 3F: 3 clusters Score -1287804 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -1288107.625000 Penalty: 3071.680176 Iteration 4F: 3 clusters Score -1288108 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -1288356.250000 Penalty: 3071.680176 Iteration 5Q: 3 clusters Score -1288356 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -1288585.875000 Penalty: 3071.680176 Iteration 6Q: 3 clusters Score -1288586 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -1288801.250000 Penalty: 3071.680176 Iteration 7Q: 3 clusters Score -1288801 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -1289037.000000 Penalty: 3071.680176 Iteration 8Q: 3 clusters Score -1289037 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -1289241.250000 Penalty: 3071.680176 Iteration 9Q: 3 clusters Score -1289241 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -1289409.000000 Penalty: 3071.680176 Iteration 10Q: 3 clusters Score -1289409 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -1289572.375000 Penalty: 3071.680176 Iteration 11Q: 3 clusters Score -1289572 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -1289746.625000 Penalty: 3071.680176 Iteration 12Q: 3 clusters Score -1289747 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -1289920.875000 Penalty: 3071.680176 Iteration 13Q: 3 clusters Score -1289921 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -1290048.250000 Penalty: 3071.680176 Iteration 14Q: 3 clusters Score -1290048 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -1290132.500000 Penalty: 3071.680176 Iteration 15Q: 3 clusters Score -1290132 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -1290193.875000 Penalty: 3071.680176 Iteration 16Q: 3 clusters Score -1290194 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -1290245.750000 Penalty: 3071.680176 Iteration 17Q: 3 clusters Score -1290246 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -1290291.125000 Penalty: 3071.680176 Iteration 18Q: 3 clusters Score -1290291 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -1290329.250000 Penalty: 3071.680176 Iteration 19Q: 3 clusters Score -1290329 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1290365.625000 Penalty: 3071.680176 Iteration 20F: 3 clusters Score -1290366 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -1290413.125000 Penalty: 3071.680176 Iteration 21Q: 3 clusters Score -1290413 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -1290450.125000 Penalty: 3071.680176 Iteration 22Q: 3 clusters Score -1290450 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -1290488.875000 Penalty: 3071.680176 Iteration 23Q: 3 clusters Score -1290489 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -1290524.250000 Penalty: 3071.680176 Iteration 24Q: 3 clusters Score -1290524 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -1290566.500000 Penalty: 3071.680176 Iteration 25Q: 3 clusters Score -1290566 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -1290611.125000 Penalty: 3071.680176 Iteration 26Q: 3 clusters Score -1290611 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -1290638.875000 Penalty: 3071.680176 Iteration 27Q: 3 clusters Score -1290639 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -1290660.625000 Penalty: 3071.680176 Iteration 28Q: 3 clusters Score -1290661 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 7085 members Entering Unmasked Estep Score: -1290684.125000 Penalty: 3071.680176 Iteration 29Q: 3 clusters Score -1290684 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -1290701.750000 Penalty: 3071.680176 Iteration 30Q: 3 clusters Score -1290702 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -1290719.750000 Penalty: 3071.680176 Iteration 31Q: 3 clusters Score -1290720 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -1290731.250000 Penalty: 3071.680176 Iteration 32Q: 3 clusters Score -1290731 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -1290740.750000 Penalty: 3071.680176 Iteration 33Q: 3 clusters Score -1290741 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -1290747.000000 Penalty: 3071.680176 Iteration 34Q: 3 clusters Score -1290747 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -1290755.750000 Penalty: 3071.680176 Iteration 35Q: 3 clusters Score -1290756 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -1290765.375000 Penalty: 3071.680176 Iteration 36Q: 3 clusters Score -1290765 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -1290769.250000 Penalty: 3071.680176 Iteration 37Q: 3 clusters Score -1290769 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -1290770.375000 Penalty: 3071.680176 Iteration 38Q: 3 clusters Score -1290770 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -1290773.375000 Penalty: 3071.680176 Iteration 39Q: 3 clusters Score -1290773 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -1290779.750000 Penalty: 3071.680176 Iteration 40F: 3 clusters Score -1290780 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -1290786.125000 Penalty: 3071.680176 Iteration 41Q: 3 clusters Score -1290786 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -1290790.250000 Penalty: 3071.680176 Iteration 42Q: 3 clusters Score -1290790 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -1290795.250000 Penalty: 3071.680176 Iteration 43Q: 3 clusters Score -1290795 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -1290798.500000 Penalty: 3071.680176 Iteration 44Q: 3 clusters Score -1290798 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -1290803.750000 Penalty: 3071.680176 Iteration 45Q: 3 clusters Score -1290804 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -1290803.125000 Penalty: 3071.680176 Iteration 46Q: 3 clusters Score -1290803 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -1290805.875000 Penalty: 3071.680176 Iteration 47Q: 3 clusters Score -1290806 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1290805.500000 Penalty: 3071.680176 Iteration 48Q: 3 clusters Score -1290806 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1290805.250000 Penalty: 3071.680176 Iteration 49Q: 3 clusters Score -1290805 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -1290806.500000 Penalty: 3071.680176 Iteration 50Q: 3 clusters Score -1290806 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -1290810.250000 Penalty: 3071.680176 Iteration 51Q: 3 clusters Score -1290810 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -1290813.625000 Penalty: 3071.680176 Iteration 52Q: 3 clusters Score -1290814 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -1290812.375000 Penalty: 3071.680176 Iteration 53Q: 3 clusters Score -1290812 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -1290812.750000 Penalty: 3071.680176 Iteration 54Q: 3 clusters Score -1290813 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -1290815.750000 Penalty: 3071.680176 Iteration 55Q: 3 clusters Score -1290816 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -1290817.500000 Penalty: 3071.680176 Iteration 56Q: 3 clusters Score -1290818 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1290815.500000 Penalty: 3071.680176 Iteration 57Q: 3 clusters Score -1290816 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -1290819.000000 Penalty: 3071.680176 Iteration 58Q: 3 clusters Score -1290819 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -1290817.000000 Penalty: 3071.680176 Iteration 59Q: 3 clusters Score -1290817 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -1290814.000000 Penalty: 3071.680176 Iteration 60F: 3 clusters Score -1290814 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1290815.500000 Penalty: 3071.680176 Iteration 61Q: 3 clusters Score -1290816 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1290815.125000 Penalty: 3071.680176 Iteration 62Q: 3 clusters Score -1290815 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1290815.125000 Penalty: 3071.680176 Iteration 63F: 3 clusters Score -1290815 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Entering Unmasked Estep Score: -75152.382812 Penalty: 1080.670288 Iteration 0F: 2 clusters Score -75152.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -73848.664062 Penalty: 2161.340576 Iteration 0F: 3 clusters Score -73848.66 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -74055.046875 Penalty: 2161.340576 Iteration 1F: 3 clusters Score -74055.05 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -74115.015625 Penalty: 2161.340576 Iteration 2F: 3 clusters Score -74115.02 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -74151.781250 Penalty: 2161.340576 Iteration 3Q: 3 clusters Score -74151.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -74172.070312 Penalty: 2161.340576 Iteration 4Q: 3 clusters Score -74172.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -74190.960938 Penalty: 2161.340576 Iteration 5Q: 3 clusters Score -74190.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -74199.953125 Penalty: 2161.340576 Iteration 6Q: 3 clusters Score -74199.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -74202.703125 Penalty: 2161.340576 Iteration 7Q: 3 clusters Score -74202.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -74202.703125 Penalty: 2161.340576 Iteration 8F: 3 clusters Score -74202.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Entering Unmasked Estep Score: -526051.437500 Penalty: 1390.417236 Iteration 0F: 2 clusters Score -526051.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -521933.500000 Penalty: 2780.834473 Iteration 0F: 3 clusters Score -521933.5 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -523106.593750 Penalty: 2780.834473 Iteration 1F: 3 clusters Score -523106.6 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -523307.437500 Penalty: 2780.834473 Iteration 2F: 3 clusters Score -523307.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -523430.500000 Penalty: 2780.834473 Iteration 3F: 3 clusters Score -523430.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -523506.187500 Penalty: 2780.834473 Iteration 4Q: 3 clusters Score -523506.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -523574.406250 Penalty: 2780.834473 Iteration 5Q: 3 clusters Score -523574.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -523639.750000 Penalty: 2780.834473 Iteration 6Q: 3 clusters Score -523639.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -523688.250000 Penalty: 2780.834473 Iteration 7Q: 3 clusters Score -523688.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -523728.531250 Penalty: 2780.834473 Iteration 8Q: 3 clusters Score -523728.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -523761.281250 Penalty: 2780.834473 Iteration 9Q: 3 clusters Score -523761.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -523786.343750 Penalty: 2780.834473 Iteration 10Q: 3 clusters Score -523786.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -523802.281250 Penalty: 2780.834473 Iteration 11Q: 3 clusters Score -523802.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -523823.250000 Penalty: 2780.834473 Iteration 12Q: 3 clusters Score -523823.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -523842.250000 Penalty: 2780.834473 Iteration 13Q: 3 clusters Score -523842.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -523856.593750 Penalty: 2780.834473 Iteration 14Q: 3 clusters Score -523856.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -523876.250000 Penalty: 2780.834473 Iteration 15Q: 3 clusters Score -523876.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -523897.812500 Penalty: 2780.834473 Iteration 16Q: 3 clusters Score -523897.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -523918.218750 Penalty: 2780.834473 Iteration 17Q: 3 clusters Score -523918.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -523932.406250 Penalty: 2780.834473 Iteration 18Q: 3 clusters Score -523932.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -523949.031250 Penalty: 2780.834473 Iteration 19Q: 3 clusters Score -523949 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -523965.187500 Penalty: 2780.834473 Iteration 20F: 3 clusters Score -523965.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -523985.531250 Penalty: 2780.834473 Iteration 21Q: 3 clusters Score -523985.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -524002.125000 Penalty: 2780.834473 Iteration 22Q: 3 clusters Score -524002.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -524019.750000 Penalty: 2780.834473 Iteration 23Q: 3 clusters Score -524019.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -524033.312500 Penalty: 2780.834473 Iteration 24Q: 3 clusters Score -524033.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -524053.812500 Penalty: 2780.834473 Iteration 25Q: 3 clusters Score -524053.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -524077.031250 Penalty: 2780.834473 Iteration 26Q: 3 clusters Score -524077 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -524098.843750 Penalty: 2780.834473 Iteration 27Q: 3 clusters Score -524098.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -524114.968750 Penalty: 2780.834473 Iteration 28Q: 3 clusters Score -524115 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -524122.312500 Penalty: 2780.834473 Iteration 29Q: 3 clusters Score -524122.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -524130.375000 Penalty: 2780.834473 Iteration 30Q: 3 clusters Score -524130.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -524137.062500 Penalty: 2780.834473 Iteration 31Q: 3 clusters Score -524137.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -524145.218750 Penalty: 2780.834473 Iteration 32Q: 3 clusters Score -524145.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -524151.281250 Penalty: 2780.834473 Iteration 33Q: 3 clusters Score -524151.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -524155.031250 Penalty: 2780.834473 Iteration 34Q: 3 clusters Score -524155 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -524158.687500 Penalty: 2780.834473 Iteration 35Q: 3 clusters Score -524158.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -524162.375000 Penalty: 2780.834473 Iteration 36Q: 3 clusters Score -524162.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -524164.781250 Penalty: 2780.834473 Iteration 37Q: 3 clusters Score -524164.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -524167.093750 Penalty: 2780.834473 Iteration 38Q: 3 clusters Score -524167.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -524169.656250 Penalty: 2780.834473 Iteration 39Q: 3 clusters Score -524169.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -524170.281250 Penalty: 2780.834473 Iteration 40F: 3 clusters Score -524170.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -524172.562500 Penalty: 2780.834473 Iteration 41Q: 3 clusters Score -524172.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -524175.843750 Penalty: 2780.834473 Iteration 42Q: 3 clusters Score -524175.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -524178.218750 Penalty: 2780.834473 Iteration 43Q: 3 clusters Score -524178.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -524178.875000 Penalty: 2780.834473 Iteration 44Q: 3 clusters Score -524178.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -524180.968750 Penalty: 2780.834473 Iteration 45Q: 3 clusters Score -524181 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -524181.968750 Penalty: 2780.834473 Iteration 46Q: 3 clusters Score -524182 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -524183.062500 Penalty: 2780.834473 Iteration 47Q: 3 clusters Score -524183.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -524184.093750 Penalty: 2780.834473 Iteration 48Q: 3 clusters Score -524184.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -524185.375000 Penalty: 2780.834473 Iteration 49Q: 3 clusters Score -524185.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -524186.562500 Penalty: 2780.834473 Iteration 50Q: 3 clusters Score -524186.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -524185.593750 Penalty: 2780.834473 Iteration 51Q: 3 clusters Score -524185.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -524185.875000 Penalty: 2780.834473 Iteration 52Q: 3 clusters Score -524185.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -524186.687500 Penalty: 2780.834473 Iteration 53Q: 3 clusters Score -524186.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -524188.031250 Penalty: 2780.834473 Iteration 54Q: 3 clusters Score -524188 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -524188.656250 Penalty: 2780.834473 Iteration 55Q: 3 clusters Score -524188.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -524188.593750 Penalty: 2780.834473 Iteration 56Q: 3 clusters Score -524188.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -524188.750000 Penalty: 2780.834473 Iteration 57Q: 3 clusters Score -524188.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -524189.968750 Penalty: 2780.834473 Iteration 58Q: 3 clusters Score -524190 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -524191.343750 Penalty: 2780.834473 Iteration 59Q: 3 clusters Score -524191.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -524192.781250 Penalty: 2780.834473 Iteration 60F: 3 clusters Score -524192.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -524191.312500 Penalty: 2780.834473 Iteration 61Q: 3 clusters Score -524191.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -524191.312500 Penalty: 2780.834473 Iteration 62F: 3 clusters Score -524191.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (12950 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12950 members Entering Unmasked Estep Score: -1311587.250000 Penalty: 1538.688354 Iteration 0F: 2 clusters Score -1311587 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -1302541.375000 Penalty: 3077.376709 Iteration 0F: 3 clusters Score -1302541 nChanged 5732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -1305669.125000 Penalty: 3077.376709 Iteration 1F: 3 clusters Score -1305669 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -1306013.000000 Penalty: 3077.376709 Iteration 2F: 3 clusters Score -1306013 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -1306355.125000 Penalty: 3077.376709 Iteration 3F: 3 clusters Score -1306355 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -1306715.250000 Penalty: 3077.376709 Iteration 4F: 3 clusters Score -1306715 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8212 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -1307101.500000 Penalty: 3077.376709 Iteration 5F: 3 clusters Score -1307102 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1307509.875000 Penalty: 3077.376709 Iteration 6F: 3 clusters Score -1307510 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9162 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1307958.250000 Penalty: 3077.376709 Iteration 7F: 3 clusters Score -1307958 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9665 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -1308424.375000 Penalty: 3077.376709 Iteration 8F: 3 clusters Score -1308424 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -1308759.250000 Penalty: 3077.376709 Iteration 9Q: 3 clusters Score -1308759 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10432 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1309038.000000 Penalty: 3077.376709 Iteration 10Q: 3 clusters Score -1309038 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10740 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -1309249.000000 Penalty: 3077.376709 Iteration 11Q: 3 clusters Score -1309249 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -1309407.250000 Penalty: 3077.376709 Iteration 12Q: 3 clusters Score -1309407 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -1309523.125000 Penalty: 3077.376709 Iteration 13Q: 3 clusters Score -1309523 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -1309642.750000 Penalty: 3077.376709 Iteration 14Q: 3 clusters Score -1309643 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11542 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -1309746.500000 Penalty: 3077.376709 Iteration 15Q: 3 clusters Score -1309746 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11686 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1309824.000000 Penalty: 3077.376709 Iteration 16Q: 3 clusters Score -1309824 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1309894.625000 Penalty: 3077.376709 Iteration 17Q: 3 clusters Score -1309895 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11929 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1309949.500000 Penalty: 3077.376709 Iteration 18Q: 3 clusters Score -1309950 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1310005.750000 Penalty: 3077.376709 Iteration 19Q: 3 clusters Score -1310006 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12131 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -1310059.500000 Penalty: 3077.376709 Iteration 20F: 3 clusters Score -1310060 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12216 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1310104.500000 Penalty: 3077.376709 Iteration 21Q: 3 clusters Score -1310104 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12282 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -1310141.000000 Penalty: 3077.376709 Iteration 22Q: 3 clusters Score -1310141 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12327 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1310169.375000 Penalty: 3077.376709 Iteration 23Q: 3 clusters Score -1310169 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12364 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1310190.125000 Penalty: 3077.376709 Iteration 24Q: 3 clusters Score -1310190 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12392 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -1310209.750000 Penalty: 3077.376709 Iteration 25Q: 3 clusters Score -1310210 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12421 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1310221.625000 Penalty: 3077.376709 Iteration 26Q: 3 clusters Score -1310222 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12441 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1310229.625000 Penalty: 3077.376709 Iteration 27Q: 3 clusters Score -1310230 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -1310241.375000 Penalty: 3077.376709 Iteration 28Q: 3 clusters Score -1310241 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12473 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1310246.875000 Penalty: 3077.376709 Iteration 29Q: 3 clusters Score -1310247 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12492 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1310261.250000 Penalty: 3077.376709 Iteration 30Q: 3 clusters Score -1310261 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12503 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1310265.375000 Penalty: 3077.376709 Iteration 31Q: 3 clusters Score -1310265 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -1310270.750000 Penalty: 3077.376709 Iteration 32Q: 3 clusters Score -1310271 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12520 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1310275.875000 Penalty: 3077.376709 Iteration 33Q: 3 clusters Score -1310276 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12526 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1310285.750000 Penalty: 3077.376709 Iteration 34Q: 3 clusters Score -1310286 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12534 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -1310288.875000 Penalty: 3077.376709 Iteration 35Q: 3 clusters Score -1310289 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12535 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1310290.625000 Penalty: 3077.376709 Iteration 36Q: 3 clusters Score -1310291 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12535 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1310290.625000 Penalty: 3077.376709 Iteration 37F: 3 clusters Score -1310291 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Entering Unmasked Estep Score: -45019.625000 Penalty: 1001.880371 Iteration 0F: 2 clusters Score -45019.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -43962.875000 Penalty: 2003.760742 Iteration 0F: 3 clusters Score -43962.88 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -44101.371094 Penalty: 2003.760742 Iteration 1F: 3 clusters Score -44101.37 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -44149.312500 Penalty: 2003.760742 Iteration 2Q: 3 clusters Score -44149.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -44165.847656 Penalty: 2003.760742 Iteration 3Q: 3 clusters Score -44165.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -44171.343750 Penalty: 2003.760742 Iteration 4Q: 3 clusters Score -44171.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -44174.796875 Penalty: 2003.760742 Iteration 5Q: 3 clusters Score -44174.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -44175.843750 Penalty: 2003.760742 Iteration 6Q: 3 clusters Score -44175.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -44177.906250 Penalty: 2003.760742 Iteration 7Q: 3 clusters Score -44177.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -44177.906250 Penalty: 2003.760742 Iteration 8F: 3 clusters Score -44177.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 840 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 2351 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72567 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5761 members Mstep: Class 19 contains 1928 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1981 members Mstep: Class 22 contains 12725 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5200 members Mstep: Class 25 contains 12950 members Mstep: Class 26 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -22262914.000000 Penalty: 54191.679688 Iteration 119Q: 28 clusters Score -2.226291e+07 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 41643 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2806 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2147 members Mstep: Class 9 contains 16291 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 2736 members Mstep: Class 12 contains 4538 members Mstep: Class 13 contains 72607 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16914 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5761 members Mstep: Class 19 contains 1929 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1982 members Mstep: Class 22 contains 12726 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5199 members Mstep: Class 25 contains 12952 members Mstep: Class 26 contains 476 members Mstep: Class 27 contains 2774 members Entering Unmasked Estep ConsiderDeletion Score: -22263344.000000 Penalty: 54191.679688 Iteration 120F: 28 clusters Score -2.226334e+07 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 41324 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2804 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2151 members Mstep: Class 9 contains 16292 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 3048 members Mstep: Class 12 contains 4540 members Mstep: Class 13 contains 72602 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16893 members Mstep: Class 16 contains 362 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5762 members Mstep: Class 19 contains 1930 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1939 members Mstep: Class 22 contains 12728 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5200 members Mstep: Class 25 contains 12953 members Mstep: Class 26 contains 476 members Mstep: Class 27 contains 2843 members Entering Unmasked Estep ConsiderDeletion Score: -22263552.000000 Penalty: 54191.679688 Iteration 121Q: 28 clusters Score -2.226355e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 41103 members Mstep: Class 2 contains 12647 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2805 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16291 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 3265 members Mstep: Class 12 contains 4543 members Mstep: Class 13 contains 72580 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16893 members Mstep: Class 16 contains 364 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5762 members Mstep: Class 19 contains 1930 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1904 members Mstep: Class 22 contains 12730 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5204 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 476 members Mstep: Class 27 contains 2892 members Entering Unmasked Estep ConsiderDeletion Score: -22263714.000000 Penalty: 54191.679688 Iteration 122Q: 28 clusters Score -2.226371e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40948 members Mstep: Class 2 contains 12645 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4088 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2805 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 3418 members Mstep: Class 12 contains 4541 members Mstep: Class 13 contains 72566 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16888 members Mstep: Class 16 contains 364 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5762 members Mstep: Class 19 contains 1930 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1875 members Mstep: Class 22 contains 12732 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5204 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 476 members Mstep: Class 27 contains 2942 members Entering Unmasked Estep ConsiderDeletion Score: -22263752.000000 Penalty: 54191.679688 Iteration 123Q: 28 clusters Score -2.226375e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40831 members Mstep: Class 2 contains 12641 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4088 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2802 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16291 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 4541 members Mstep: Class 13 contains 72548 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 16896 members Mstep: Class 16 contains 361 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5763 members Mstep: Class 19 contains 1930 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1847 members Mstep: Class 22 contains 12733 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5205 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 476 members Mstep: Class 27 contains 2985 members Entering Unmasked Estep ConsiderDeletion Score: -22263788.000000 Penalty: 54191.679688 Iteration 124Q: 28 clusters Score -2.226379e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40750 members Mstep: Class 2 contains 12636 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4087 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2802 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16291 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 3617 members Mstep: Class 12 contains 4540 members Mstep: Class 13 contains 72535 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 16897 members Mstep: Class 16 contains 363 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5762 members Mstep: Class 19 contains 1930 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1825 members Mstep: Class 22 contains 12736 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5204 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 476 members Mstep: Class 27 contains 3021 members Entering Unmasked Estep ConsiderDeletion Score: -22263840.000000 Penalty: 54191.679688 Iteration 125Q: 28 clusters Score -2.226384e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40705 members Mstep: Class 2 contains 12627 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4087 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2798 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16295 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3659 members Mstep: Class 12 contains 4538 members Mstep: Class 13 contains 72523 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16903 members Mstep: Class 16 contains 365 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5763 members Mstep: Class 19 contains 1930 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1819 members Mstep: Class 22 contains 12735 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5203 members Mstep: Class 25 contains 12955 members Mstep: Class 26 contains 476 members Mstep: Class 27 contains 3042 members Entering Unmasked Estep ConsiderDeletion Score: -22263818.000000 Penalty: 54191.679688 Iteration 126Q: 28 clusters Score -2.226382e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40668 members Mstep: Class 2 contains 12621 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4087 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2155 members Mstep: Class 9 contains 16296 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3696 members Mstep: Class 12 contains 4535 members Mstep: Class 13 contains 72514 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16917 members Mstep: Class 16 contains 365 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5764 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1811 members Mstep: Class 22 contains 12734 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5203 members Mstep: Class 25 contains 12955 members Mstep: Class 26 contains 475 members Mstep: Class 27 contains 3053 members Entering Unmasked Estep ConsiderDeletion Score: -22263794.000000 Penalty: 54191.679688 Iteration 127Q: 28 clusters Score -2.226379e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40644 members Mstep: Class 2 contains 12616 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4087 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16296 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3718 members Mstep: Class 12 contains 4534 members Mstep: Class 13 contains 72511 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16921 members Mstep: Class 16 contains 365 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5767 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1798 members Mstep: Class 22 contains 12732 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5203 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 474 members Mstep: Class 27 contains 3072 members Entering Unmasked Estep ConsiderDeletion Score: -22263830.000000 Penalty: 54191.679688 Iteration 128Q: 28 clusters Score -2.226383e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40630 members Mstep: Class 2 contains 12610 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4087 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2156 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3731 members Mstep: Class 12 contains 4532 members Mstep: Class 13 contains 72505 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16929 members Mstep: Class 16 contains 366 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5769 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1791 members Mstep: Class 22 contains 12729 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5203 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3085 members Entering Unmasked Estep ConsiderDeletion Score: -22263842.000000 Penalty: 54191.679688 Iteration 129Q: 28 clusters Score -2.226384e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40618 members Mstep: Class 2 contains 12607 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2156 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3743 members Mstep: Class 12 contains 4530 members Mstep: Class 13 contains 72500 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16936 members Mstep: Class 16 contains 365 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5771 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1780 members Mstep: Class 22 contains 12727 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5203 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3101 members Entering Unmasked Estep ConsiderDeletion Score: -22263846.000000 Penalty: 54191.679688 Iteration 130Q: 28 clusters Score -2.226385e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40612 members Mstep: Class 2 contains 12607 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2156 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3749 members Mstep: Class 12 contains 4528 members Mstep: Class 13 contains 72493 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16948 members Mstep: Class 16 contains 365 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5771 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1762 members Mstep: Class 22 contains 12727 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5203 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3116 members Entering Unmasked Estep ConsiderDeletion Score: -22263854.000000 Penalty: 54191.679688 Iteration 131Q: 28 clusters Score -2.226385e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40606 members Mstep: Class 2 contains 12603 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2156 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3756 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72488 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16964 members Mstep: Class 16 contains 365 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5772 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1746 members Mstep: Class 22 contains 12727 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5202 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3126 members Entering Unmasked Estep ConsiderDeletion Score: -22263860.000000 Penalty: 54191.679688 Iteration 132Q: 28 clusters Score -2.226386e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40604 members Mstep: Class 2 contains 12599 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2156 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3759 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72480 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16964 members Mstep: Class 16 contains 365 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5773 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1740 members Mstep: Class 22 contains 12728 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5204 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3139 members Entering Unmasked Estep ConsiderDeletion Score: -22263866.000000 Penalty: 54191.679688 Iteration 133Q: 28 clusters Score -2.226387e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40603 members Mstep: Class 2 contains 12595 members Mstep: Class 3 contains 160 members Mstep: Class 4 contains 4085 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2156 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3760 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72475 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16968 members Mstep: Class 16 contains 364 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5775 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1733 members Mstep: Class 22 contains 12729 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5204 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3149 members Entering Unmasked Estep ConsiderDeletion Score: -22263874.000000 Penalty: 54191.679688 Iteration 134Q: 28 clusters Score -2.226387e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40601 members Mstep: Class 2 contains 12593 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4085 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3760 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72470 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16969 members Mstep: Class 16 contains 364 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5773 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1733 members Mstep: Class 22 contains 12731 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3153 members Entering Unmasked Estep ConsiderDeletion Score: -22263902.000000 Penalty: 54191.679688 Iteration 135Q: 28 clusters Score -2.22639e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40600 members Mstep: Class 2 contains 12593 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4084 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3761 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72471 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16970 members Mstep: Class 16 contains 361 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5772 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1728 members Mstep: Class 22 contains 12732 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12954 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3160 members Entering Unmasked Estep ConsiderDeletion Score: -22263932.000000 Penalty: 54191.679688 Iteration 136Q: 28 clusters Score -2.226393e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12591 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4084 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3762 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72465 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16973 members Mstep: Class 16 contains 359 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5773 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1724 members Mstep: Class 22 contains 12732 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12955 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3169 members Entering Unmasked Estep ConsiderDeletion Score: -22263930.000000 Penalty: 54191.679688 Iteration 137Q: 28 clusters Score -2.226393e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12589 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4084 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72464 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16973 members Mstep: Class 16 contains 358 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1710 members Mstep: Class 22 contains 12734 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12955 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3184 members Entering Unmasked Estep ConsiderDeletion Score: -22263922.000000 Penalty: 54191.679688 Iteration 138Q: 28 clusters Score -2.226392e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12586 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4084 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72463 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16969 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5775 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1707 members Mstep: Class 22 contains 12734 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12955 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3195 members Entering Unmasked Estep ConsiderDeletion Score: -22263938.000000 Penalty: 54191.679688 Iteration 139Q: 28 clusters Score -2.226394e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12580 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4084 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4524 members Mstep: Class 13 contains 72461 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16974 members Mstep: Class 16 contains 358 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1705 members Mstep: Class 22 contains 12735 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12955 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3201 members Entering Unmasked Estep ConsiderDeletion Score: -22263934.000000 Penalty: 54191.679688 Iteration 140F: 28 clusters Score -2.226393e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12574 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4084 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72457 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16983 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1698 members Mstep: Class 22 contains 12735 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5205 members Mstep: Class 25 contains 12955 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3210 members Entering Unmasked Estep ConsiderDeletion Score: -22263934.000000 Penalty: 54191.679688 Iteration 141Q: 28 clusters Score -2.226393e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12570 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4084 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4524 members Mstep: Class 13 contains 72448 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 16996 members Mstep: Class 16 contains 356 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1690 members Mstep: Class 22 contains 12735 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5205 members Mstep: Class 25 contains 12955 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3220 members Entering Unmasked Estep ConsiderDeletion Score: -22263968.000000 Penalty: 54191.679688 Iteration 142Q: 28 clusters Score -2.226397e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12563 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4084 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2798 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4523 members Mstep: Class 13 contains 72447 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17001 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1682 members Mstep: Class 22 contains 12736 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5205 members Mstep: Class 25 contains 12955 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3230 members Entering Unmasked Estep ConsiderDeletion Score: -22264010.000000 Penalty: 54191.679688 Iteration 143Q: 28 clusters Score -2.226401e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40597 members Mstep: Class 2 contains 12560 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4084 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4523 members Mstep: Class 13 contains 72446 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17001 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1673 members Mstep: Class 22 contains 12737 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5205 members Mstep: Class 25 contains 12956 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3242 members Entering Unmasked Estep ConsiderDeletion Score: -22263994.000000 Penalty: 54191.679688 Iteration 144Q: 28 clusters Score -2.226399e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40597 members Mstep: Class 2 contains 12557 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4083 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4523 members Mstep: Class 13 contains 72443 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17005 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1668 members Mstep: Class 22 contains 12738 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5205 members Mstep: Class 25 contains 12956 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3252 members Entering Unmasked Estep ConsiderDeletion Score: -22264040.000000 Penalty: 54191.679688 Iteration 145Q: 28 clusters Score -2.226404e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12552 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4083 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4523 members Mstep: Class 13 contains 72440 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17009 members Mstep: Class 16 contains 356 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1659 members Mstep: Class 22 contains 12739 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5205 members Mstep: Class 25 contains 12956 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3264 members Entering Unmasked Estep ConsiderDeletion Score: -22264018.000000 Penalty: 54191.679688 Iteration 146Q: 28 clusters Score -2.226402e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12548 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4083 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4524 members Mstep: Class 13 contains 72438 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17017 members Mstep: Class 16 contains 355 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1650 members Mstep: Class 22 contains 12739 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5205 members Mstep: Class 25 contains 12955 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3272 members Entering Unmasked Estep ConsiderDeletion Score: -22264010.000000 Penalty: 54191.679688 Iteration 147Q: 28 clusters Score -2.226401e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12543 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4083 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72438 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17021 members Mstep: Class 16 contains 354 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1644 members Mstep: Class 22 contains 12740 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5205 members Mstep: Class 25 contains 12955 members Mstep: Class 26 contains 474 members Mstep: Class 27 contains 3277 members Entering Unmasked Estep ConsiderDeletion Score: -22264002.000000 Penalty: 54191.679688 Iteration 148Q: 28 clusters Score -2.2264e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12536 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4083 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72430 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17028 members Mstep: Class 16 contains 353 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1638 members Mstep: Class 22 contains 12743 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5205 members Mstep: Class 25 contains 12956 members Mstep: Class 26 contains 474 members Mstep: Class 27 contains 3287 members Entering Unmasked Estep ConsiderDeletion Score: -22264002.000000 Penalty: 54191.679688 Iteration 149Q: 28 clusters Score -2.2264e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12528 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4083 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72426 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17032 members Mstep: Class 16 contains 353 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5773 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1630 members Mstep: Class 22 contains 12746 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12956 members Mstep: Class 26 contains 475 members Mstep: Class 27 contains 3299 members Entering Unmasked Estep ConsiderDeletion Score: -22264020.000000 Penalty: 54191.679688 Iteration 150Q: 28 clusters Score -2.226402e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12518 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4083 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72424 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17039 members Mstep: Class 16 contains 350 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5775 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1631 members Mstep: Class 22 contains 12744 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12957 members Mstep: Class 26 contains 474 members Mstep: Class 27 contains 3306 members Entering Unmasked Estep ConsiderDeletion Score: -22264034.000000 Penalty: 54191.679688 Iteration 151Q: 28 clusters Score -2.226403e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12504 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4083 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16297 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72418 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17051 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5775 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1639 members Mstep: Class 22 contains 12743 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3309 members Entering Unmasked Estep ConsiderDeletion Score: -22264006.000000 Penalty: 54191.679688 Iteration 152Q: 28 clusters Score -2.226401e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12491 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4082 members Mstep: Class 5 contains 842 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16298 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72415 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17065 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5775 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1639 members Mstep: Class 22 contains 12743 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 472 members Mstep: Class 27 contains 3312 members Entering Unmasked Estep ConsiderDeletion Score: -22264056.000000 Penalty: 54191.679688 Iteration 153Q: 28 clusters Score -2.226406e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4084 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16298 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72410 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17073 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5775 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 1643 members Mstep: Class 22 contains 12743 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 472 members Mstep: Class 27 contains 3318 members Entering Unmasked Estep ConsiderDeletion Score: -22264052.000000 Penalty: 54191.679688 Iteration 154Q: 28 clusters Score -2.226405e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12468 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4085 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16298 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72406 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17083 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5775 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1171 members Mstep: Class 21 contains 1636 members Mstep: Class 22 contains 12743 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 472 members Mstep: Class 27 contains 3326 members Entering Unmasked Estep ConsiderDeletion Score: -22264048.000000 Penalty: 54191.679688 Iteration 155Q: 28 clusters Score -2.226405e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12459 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16298 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72407 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17092 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 2925 members Mstep: Class 18 contains 5777 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1169 members Mstep: Class 21 contains 1624 members Mstep: Class 22 contains 12743 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 472 members Mstep: Class 27 contains 3336 members Entering Unmasked Estep ConsiderDeletion Score: -22264044.000000 Penalty: 54191.679688 Iteration 156Q: 28 clusters Score -2.226404e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12450 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16298 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72407 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17107 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 2924 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1610 members Mstep: Class 22 contains 12742 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5207 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 472 members Mstep: Class 27 contains 3344 members Entering Unmasked Estep ConsiderDeletion Score: -22264064.000000 Penalty: 54191.679688 Iteration 157Q: 28 clusters Score -2.226406e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12441 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16298 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72407 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17113 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1601 members Mstep: Class 22 contains 12743 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5207 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3355 members Entering Unmasked Estep ConsiderDeletion Score: -22264080.000000 Penalty: 54191.679688 Iteration 158Q: 28 clusters Score -2.226408e+07 nChanged 46 Entering ConstructFrom: Score: -22264080.000000 Penalty: 54191.679688 Entering ConstructFrom: Trying to split cluster 1 (40599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40599 members Entering Unmasked Estep Score: -3994659.750000 Penalty: 1724.368530 Iteration 0F: 2 clusters Score -3994660 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20290 members Mstep: Class 2 contains 20309 members Entering Unmasked Estep Score: -3967435.500000 Penalty: 3448.737061 Iteration 0F: 3 clusters Score -3967436 nChanged 18922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20408 members Mstep: Class 2 contains 20191 members Entering Unmasked Estep Score: -3979346.000000 Penalty: 3448.737061 Iteration 1F: 3 clusters Score -3979346 nChanged 2680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20308 members Mstep: Class 2 contains 20291 members Entering Unmasked Estep Score: -3981315.000000 Penalty: 3448.737061 Iteration 2F: 3 clusters Score -3981315 nChanged 3014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20066 members Mstep: Class 2 contains 20533 members Entering Unmasked Estep Score: -3983623.500000 Penalty: 3448.737061 Iteration 3F: 3 clusters Score -3983624 nChanged 3135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19921 members Mstep: Class 2 contains 20678 members Entering Unmasked Estep Score: -3985966.000000 Penalty: 3448.737061 Iteration 4F: 3 clusters Score -3985966 nChanged 2901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19934 members Mstep: Class 2 contains 20665 members Entering Unmasked Estep Score: -3988199.000000 Penalty: 3448.737061 Iteration 5F: 3 clusters Score -3988199 nChanged 2573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20169 members Mstep: Class 2 contains 20430 members Entering Unmasked Estep Score: -3990061.750000 Penalty: 3448.737061 Iteration 6F: 3 clusters Score -3990062 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20441 members Mstep: Class 2 contains 20158 members Entering Unmasked Estep Score: -3991118.250000 Penalty: 3448.737061 Iteration 7Q: 3 clusters Score -3991118 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20674 members Mstep: Class 2 contains 19925 members Entering Unmasked Estep Score: -3991563.750000 Penalty: 3448.737061 Iteration 8Q: 3 clusters Score -3991564 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20881 members Mstep: Class 2 contains 19718 members Entering Unmasked Estep Score: -3991791.500000 Penalty: 3448.737061 Iteration 9Q: 3 clusters Score -3991792 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21048 members Mstep: Class 2 contains 19551 members Entering Unmasked Estep Score: -3991938.500000 Penalty: 3448.737061 Iteration 10Q: 3 clusters Score -3991938 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21172 members Mstep: Class 2 contains 19427 members Entering Unmasked Estep Score: -3992053.750000 Penalty: 3448.737061 Iteration 11Q: 3 clusters Score -3992054 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21248 members Mstep: Class 2 contains 19351 members Entering Unmasked Estep Score: -3992143.000000 Penalty: 3448.737061 Iteration 12Q: 3 clusters Score -3992143 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21282 members Mstep: Class 2 contains 19317 members Entering Unmasked Estep Score: -3992201.250000 Penalty: 3448.737061 Iteration 13Q: 3 clusters Score -3992201 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21311 members Mstep: Class 2 contains 19288 members Entering Unmasked Estep Score: -3992233.750000 Penalty: 3448.737061 Iteration 14Q: 3 clusters Score -3992234 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21304 members Mstep: Class 2 contains 19295 members Entering Unmasked Estep Score: -3992258.750000 Penalty: 3448.737061 Iteration 15Q: 3 clusters Score -3992259 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21292 members Mstep: Class 2 contains 19307 members Entering Unmasked Estep Score: -3992242.250000 Penalty: 3448.737061 Iteration 16Q: 3 clusters Score -3992242 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21271 members Mstep: Class 2 contains 19328 members Entering Unmasked Estep Score: -3992274.750000 Penalty: 3448.737061 Iteration 17Q: 3 clusters Score -3992275 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21260 members Mstep: Class 2 contains 19339 members Entering Unmasked Estep Score: -3992278.750000 Penalty: 3448.737061 Iteration 18Q: 3 clusters Score -3992279 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21240 members Mstep: Class 2 contains 19359 members Entering Unmasked Estep Score: -3992280.250000 Penalty: 3448.737061 Iteration 19Q: 3 clusters Score -3992280 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21235 members Mstep: Class 2 contains 19364 members Entering Unmasked Estep Score: -3992285.250000 Penalty: 3448.737061 Iteration 20F: 3 clusters Score -3992285 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21230 members Mstep: Class 2 contains 19369 members Entering Unmasked Estep Score: -3992287.250000 Penalty: 3448.737061 Iteration 21Q: 3 clusters Score -3992287 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21236 members Mstep: Class 2 contains 19363 members Entering Unmasked Estep Score: -3992293.250000 Penalty: 3448.737061 Iteration 22Q: 3 clusters Score -3992293 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21246 members Mstep: Class 2 contains 19353 members Entering Unmasked Estep Score: -3992295.250000 Penalty: 3448.737061 Iteration 23Q: 3 clusters Score -3992295 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21255 members Mstep: Class 2 contains 19344 members Entering Unmasked Estep Score: -3992307.000000 Penalty: 3448.737061 Iteration 24Q: 3 clusters Score -3992307 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21267 members Mstep: Class 2 contains 19332 members Entering Unmasked Estep Score: -3992297.500000 Penalty: 3448.737061 Iteration 25Q: 3 clusters Score -3992298 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21277 members Mstep: Class 2 contains 19322 members Entering Unmasked Estep Score: -3992293.500000 Penalty: 3448.737061 Iteration 26Q: 3 clusters Score -3992294 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21281 members Mstep: Class 2 contains 19318 members Entering Unmasked Estep Score: -3992301.500000 Penalty: 3448.737061 Iteration 27Q: 3 clusters Score -3992302 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21275 members Mstep: Class 2 contains 19324 members Entering Unmasked Estep Score: -3992296.250000 Penalty: 3448.737061 Iteration 28Q: 3 clusters Score -3992296 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21273 members Mstep: Class 2 contains 19326 members Entering Unmasked Estep Score: -3992300.500000 Penalty: 3448.737061 Iteration 29Q: 3 clusters Score -3992300 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21275 members Mstep: Class 2 contains 19324 members Entering Unmasked Estep Score: -3992293.750000 Penalty: 3448.737061 Iteration 30Q: 3 clusters Score -3992294 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21278 members Mstep: Class 2 contains 19321 members Entering Unmasked Estep Score: -3992298.250000 Penalty: 3448.737061 Iteration 31Q: 3 clusters Score -3992298 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21277 members Mstep: Class 2 contains 19322 members Entering Unmasked Estep Score: -3992286.000000 Penalty: 3448.737061 Iteration 32Q: 3 clusters Score -3992286 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21273 members Mstep: Class 2 contains 19326 members Entering Unmasked Estep Score: -3992292.000000 Penalty: 3448.737061 Iteration 33Q: 3 clusters Score -3992292 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21276 members Mstep: Class 2 contains 19323 members Entering Unmasked Estep Score: -3992286.750000 Penalty: 3448.737061 Iteration 34Q: 3 clusters Score -3992287 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21266 members Mstep: Class 2 contains 19333 members Entering Unmasked Estep Score: -3992289.250000 Penalty: 3448.737061 Iteration 35Q: 3 clusters Score -3992289 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21257 members Mstep: Class 2 contains 19342 members Entering Unmasked Estep Score: -3992294.250000 Penalty: 3448.737061 Iteration 36Q: 3 clusters Score -3992294 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21244 members Mstep: Class 2 contains 19355 members Entering Unmasked Estep Score: -3992300.750000 Penalty: 3448.737061 Iteration 37Q: 3 clusters Score -3992301 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21238 members Mstep: Class 2 contains 19361 members Entering Unmasked Estep Score: -3992295.500000 Penalty: 3448.737061 Iteration 38Q: 3 clusters Score -3992296 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21228 members Mstep: Class 2 contains 19371 members Entering Unmasked Estep Score: -3992297.750000 Penalty: 3448.737061 Iteration 39Q: 3 clusters Score -3992298 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21223 members Mstep: Class 2 contains 19376 members Entering Unmasked Estep Score: -3992301.750000 Penalty: 3448.737061 Iteration 40F: 3 clusters Score -3992302 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21214 members Mstep: Class 2 contains 19385 members Entering Unmasked Estep Score: -3992302.750000 Penalty: 3448.737061 Iteration 41Q: 3 clusters Score -3992303 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21205 members Mstep: Class 2 contains 19394 members Entering Unmasked Estep Score: -3992300.500000 Penalty: 3448.737061 Iteration 42Q: 3 clusters Score -3992300 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21196 members Mstep: Class 2 contains 19403 members Entering Unmasked Estep Score: -3992301.250000 Penalty: 3448.737061 Iteration 43Q: 3 clusters Score -3992301 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21187 members Mstep: Class 2 contains 19412 members Entering Unmasked Estep Score: -3992296.250000 Penalty: 3448.737061 Iteration 44Q: 3 clusters Score -3992296 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21171 members Mstep: Class 2 contains 19428 members Entering Unmasked Estep Score: -3992295.500000 Penalty: 3448.737061 Iteration 45Q: 3 clusters Score -3992296 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21158 members Mstep: Class 2 contains 19441 members Entering Unmasked Estep Score: -3992292.250000 Penalty: 3448.737061 Iteration 46Q: 3 clusters Score -3992292 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21151 members Mstep: Class 2 contains 19448 members Entering Unmasked Estep Score: -3992289.000000 Penalty: 3448.737061 Iteration 47Q: 3 clusters Score -3992289 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21146 members Mstep: Class 2 contains 19453 members Entering Unmasked Estep Score: -3992288.000000 Penalty: 3448.737061 Iteration 48Q: 3 clusters Score -3992288 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21143 members Mstep: Class 2 contains 19456 members Entering Unmasked Estep Score: -3992288.250000 Penalty: 3448.737061 Iteration 49Q: 3 clusters Score -3992288 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21141 members Mstep: Class 2 contains 19458 members Entering Unmasked Estep Score: -3992286.750000 Penalty: 3448.737061 Iteration 50Q: 3 clusters Score -3992287 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21139 members Mstep: Class 2 contains 19460 members Entering Unmasked Estep Score: -3992289.500000 Penalty: 3448.737061 Iteration 51Q: 3 clusters Score -3992290 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21138 members Mstep: Class 2 contains 19461 members Entering Unmasked Estep Score: -3992289.250000 Penalty: 3448.737061 Iteration 52Q: 3 clusters Score -3992289 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21136 members Mstep: Class 2 contains 19463 members Entering Unmasked Estep Score: -3992290.000000 Penalty: 3448.737061 Iteration 53Q: 3 clusters Score -3992290 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21136 members Mstep: Class 2 contains 19463 members Entering Unmasked Estep Score: -3992288.250000 Penalty: 3448.737061 Iteration 54Q: 3 clusters Score -3992288 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21134 members Mstep: Class 2 contains 19465 members Entering Unmasked Estep Score: -3992287.750000 Penalty: 3448.737061 Iteration 55Q: 3 clusters Score -3992288 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21129 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -3992289.500000 Penalty: 3448.737061 Iteration 56Q: 3 clusters Score -3992290 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21128 members Mstep: Class 2 contains 19471 members Entering Unmasked Estep Score: -3992291.000000 Penalty: 3448.737061 Iteration 57Q: 3 clusters Score -3992291 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21129 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -3992292.750000 Penalty: 3448.737061 Iteration 58Q: 3 clusters Score -3992293 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21130 members Mstep: Class 2 contains 19469 members Entering Unmasked Estep Score: -3992295.750000 Penalty: 3448.737061 Iteration 59Q: 3 clusters Score -3992296 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21129 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -3992297.500000 Penalty: 3448.737061 Iteration 60F: 3 clusters Score -3992298 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12425 members Entering Unmasked Estep Score: -1245697.375000 Penalty: 1531.963135 Iteration 0F: 2 clusters Score -1245697 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -1236988.000000 Penalty: 3063.926270 Iteration 0F: 3 clusters Score -1236988 nChanged 5497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -1239968.125000 Penalty: 3063.926270 Iteration 1F: 3 clusters Score -1239968 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -1240229.125000 Penalty: 3063.926270 Iteration 2F: 3 clusters Score -1240229 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -1240470.875000 Penalty: 3063.926270 Iteration 3Q: 3 clusters Score -1240471 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -1240746.000000 Penalty: 3063.926270 Iteration 4Q: 3 clusters Score -1240746 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -1241081.125000 Penalty: 3063.926270 Iteration 5F: 3 clusters Score -1241081 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -1241478.750000 Penalty: 3063.926270 Iteration 6F: 3 clusters Score -1241479 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1241938.875000 Penalty: 3063.926270 Iteration 7F: 3 clusters Score -1241939 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1242345.875000 Penalty: 3063.926270 Iteration 8F: 3 clusters Score -1242346 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1242664.500000 Penalty: 3063.926270 Iteration 9Q: 3 clusters Score -1242664 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7830 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -1242905.375000 Penalty: 3063.926270 Iteration 10Q: 3 clusters Score -1242905 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1243073.625000 Penalty: 3063.926270 Iteration 11Q: 3 clusters Score -1243074 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8213 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1243215.125000 Penalty: 3063.926270 Iteration 12Q: 3 clusters Score -1243215 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1243327.000000 Penalty: 3063.926270 Iteration 13Q: 3 clusters Score -1243327 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1243438.375000 Penalty: 3063.926270 Iteration 14Q: 3 clusters Score -1243438 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -1243583.875000 Penalty: 3063.926270 Iteration 15Q: 3 clusters Score -1243584 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1243692.125000 Penalty: 3063.926270 Iteration 16Q: 3 clusters Score -1243692 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9142 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1243776.000000 Penalty: 3063.926270 Iteration 17Q: 3 clusters Score -1243776 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -1243840.250000 Penalty: 3063.926270 Iteration 18Q: 3 clusters Score -1243840 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1243895.250000 Penalty: 3063.926270 Iteration 19Q: 3 clusters Score -1243895 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -1243942.750000 Penalty: 3063.926270 Iteration 20F: 3 clusters Score -1243943 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9667 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -1243986.750000 Penalty: 3063.926270 Iteration 21Q: 3 clusters Score -1243987 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9769 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -1244023.250000 Penalty: 3063.926270 Iteration 22Q: 3 clusters Score -1244023 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -1244048.000000 Penalty: 3063.926270 Iteration 23Q: 3 clusters Score -1244048 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9947 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -1244072.375000 Penalty: 3063.926270 Iteration 24Q: 3 clusters Score -1244072 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10049 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -1244109.875000 Penalty: 3063.926270 Iteration 25Q: 3 clusters Score -1244110 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10138 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -1244144.625000 Penalty: 3063.926270 Iteration 26Q: 3 clusters Score -1244145 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1244175.125000 Penalty: 3063.926270 Iteration 27Q: 3 clusters Score -1244175 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10299 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1244194.750000 Penalty: 3063.926270 Iteration 28Q: 3 clusters Score -1244195 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10374 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -1244221.375000 Penalty: 3063.926270 Iteration 29Q: 3 clusters Score -1244221 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10473 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -1244265.750000 Penalty: 3063.926270 Iteration 30Q: 3 clusters Score -1244266 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10575 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -1244312.500000 Penalty: 3063.926270 Iteration 31Q: 3 clusters Score -1244312 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10675 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -1244357.500000 Penalty: 3063.926270 Iteration 32Q: 3 clusters Score -1244358 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10768 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -1244390.500000 Penalty: 3063.926270 Iteration 33Q: 3 clusters Score -1244390 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -1244431.000000 Penalty: 3063.926270 Iteration 34Q: 3 clusters Score -1244431 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10909 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -1244454.000000 Penalty: 3063.926270 Iteration 35Q: 3 clusters Score -1244454 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10962 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1244475.500000 Penalty: 3063.926270 Iteration 36Q: 3 clusters Score -1244476 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11005 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -1244480.000000 Penalty: 3063.926270 Iteration 37Q: 3 clusters Score -1244480 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11025 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -1244484.125000 Penalty: 3063.926270 Iteration 38Q: 3 clusters Score -1244484 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11049 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1244491.500000 Penalty: 3063.926270 Iteration 39Q: 3 clusters Score -1244492 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1244497.000000 Penalty: 3063.926270 Iteration 40F: 3 clusters Score -1244497 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11079 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1244500.625000 Penalty: 3063.926270 Iteration 41Q: 3 clusters Score -1244501 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1244502.250000 Penalty: 3063.926270 Iteration 42Q: 3 clusters Score -1244502 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11096 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -1244502.375000 Penalty: 3063.926270 Iteration 43Q: 3 clusters Score -1244502 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11101 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -1244502.500000 Penalty: 3063.926270 Iteration 44Q: 3 clusters Score -1244502 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11105 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1244504.250000 Penalty: 3063.926270 Iteration 45Q: 3 clusters Score -1244504 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11109 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -1244505.500000 Penalty: 3063.926270 Iteration 46Q: 3 clusters Score -1244506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11114 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -1244507.750000 Penalty: 3063.926270 Iteration 47Q: 3 clusters Score -1244508 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -1244507.625000 Penalty: 3063.926270 Iteration 48Q: 3 clusters Score -1244508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11123 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1244509.750000 Penalty: 3063.926270 Iteration 49Q: 3 clusters Score -1244510 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11128 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1244509.125000 Penalty: 3063.926270 Iteration 50Q: 3 clusters Score -1244509 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -1244507.875000 Penalty: 3063.926270 Iteration 51Q: 3 clusters Score -1244508 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1244509.250000 Penalty: 3063.926270 Iteration 52Q: 3 clusters Score -1244509 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1244510.625000 Penalty: 3063.926270 Iteration 53Q: 3 clusters Score -1244511 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11149 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1244513.000000 Penalty: 3063.926270 Iteration 54Q: 3 clusters Score -1244513 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1244510.750000 Penalty: 3063.926270 Iteration 55Q: 3 clusters Score -1244511 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -1244512.500000 Penalty: 3063.926270 Iteration 56Q: 3 clusters Score -1244512 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1244514.250000 Penalty: 3063.926270 Iteration 57Q: 3 clusters Score -1244514 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11170 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1244514.125000 Penalty: 3063.926270 Iteration 58Q: 3 clusters Score -1244514 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11173 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -1244515.750000 Penalty: 3063.926270 Iteration 59Q: 3 clusters Score -1244516 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1244515.000000 Penalty: 3063.926270 Iteration 60F: 3 clusters Score -1244515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1244514.875000 Penalty: 3063.926270 Iteration 61Q: 3 clusters Score -1244515 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11177 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1244515.750000 Penalty: 3063.926270 Iteration 62Q: 3 clusters Score -1244516 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11177 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1244515.750000 Penalty: 3063.926270 Iteration 63F: 3 clusters Score -1244516 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -12160.080078 Penalty: 825.728210 Iteration 0F: 2 clusters Score -12160.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -11568.108398 Penalty: 1651.456421 Iteration 0F: 3 clusters Score -11568.11 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -11655.509766 Penalty: 1651.456421 Iteration 1F: 3 clusters Score -11655.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -11681.130859 Penalty: 1651.456421 Iteration 2Q: 3 clusters Score -11681.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -11692.949219 Penalty: 1651.456421 Iteration 3Q: 3 clusters Score -11692.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -11692.949219 Penalty: 1651.456421 Iteration 4F: 3 clusters Score -11692.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Entering Unmasked Estep Score: -410389.125000 Penalty: 1351.279541 Iteration 0F: 2 clusters Score -410389.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -406959.093750 Penalty: 2702.559082 Iteration 0F: 3 clusters Score -406959.1 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -407924.843750 Penalty: 2702.559082 Iteration 1F: 3 clusters Score -407924.8 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -408151.906250 Penalty: 2702.559082 Iteration 2F: 3 clusters Score -408151.9 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -408364.375000 Penalty: 2702.559082 Iteration 3F: 3 clusters Score -408364.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -408697.718750 Penalty: 2702.559082 Iteration 4F: 3 clusters Score -408697.7 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -409266.437500 Penalty: 2702.559082 Iteration 5F: 3 clusters Score -409266.4 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -409681.125000 Penalty: 2702.559082 Iteration 6F: 3 clusters Score -409681.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -409962.000000 Penalty: 2702.559082 Iteration 7F: 3 clusters Score -409962 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -410167.937500 Penalty: 2702.559082 Iteration 8Q: 3 clusters Score -410167.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -410331.218750 Penalty: 2702.559082 Iteration 9Q: 3 clusters Score -410331.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -410404.062500 Penalty: 2702.559082 Iteration 10Q: 3 clusters Score -410404.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -410433.968750 Penalty: 2702.559082 Iteration 11Q: 3 clusters Score -410434 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -410448.281250 Penalty: 2702.559082 Iteration 12Q: 3 clusters Score -410448.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -410455.156250 Penalty: 2702.559082 Iteration 13Q: 3 clusters Score -410455.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -410458.906250 Penalty: 2702.559082 Iteration 14Q: 3 clusters Score -410458.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -410461.343750 Penalty: 2702.559082 Iteration 15Q: 3 clusters Score -410461.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -410462.968750 Penalty: 2702.559082 Iteration 16Q: 3 clusters Score -410463 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -410464.500000 Penalty: 2702.559082 Iteration 17Q: 3 clusters Score -410464.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -410464.937500 Penalty: 2702.559082 Iteration 18Q: 3 clusters Score -410464.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -410464.937500 Penalty: 2702.559082 Iteration 19F: 3 clusters Score -410464.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12425 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 466 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16298 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72410 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17126 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1594 members Mstep: Class 22 contains 12743 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5207 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3360 members Mstep: Class 28 contains 3621 members Entering Unmasked Estep Score: -22263546.000000 Penalty: 56198.781250 Splitting cluster 4 changes total score from -22264080.000000 to -22263546.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Entering Unmasked Estep Score: -76100.351562 Penalty: 1094.757202 Iteration 0F: 2 clusters Score -76100.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -74841.445312 Penalty: 2189.514404 Iteration 0F: 3 clusters Score -74841.45 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -75259.984375 Penalty: 2189.514404 Iteration 1F: 3 clusters Score -75259.98 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -75494.296875 Penalty: 2189.514404 Iteration 2F: 3 clusters Score -75494.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -75685.437500 Penalty: 2189.514404 Iteration 3F: 3 clusters Score -75685.44 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -75759.789062 Penalty: 2189.514404 Iteration 4F: 3 clusters Score -75759.79 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -75786.851562 Penalty: 2189.514404 Iteration 5Q: 3 clusters Score -75786.85 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -75811.015625 Penalty: 2189.514404 Iteration 6Q: 3 clusters Score -75811.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -75830.101562 Penalty: 2189.514404 Iteration 7Q: 3 clusters Score -75830.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -75906.140625 Penalty: 2189.514404 Iteration 8Q: 3 clusters Score -75906.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -75998.523438 Penalty: 2189.514404 Iteration 9Q: 3 clusters Score -75998.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -76045.968750 Penalty: 2189.514404 Iteration 10Q: 3 clusters Score -76045.97 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -76077.835938 Penalty: 2189.514404 Iteration 11Q: 3 clusters Score -76077.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -76089.968750 Penalty: 2189.514404 Iteration 12Q: 3 clusters Score -76089.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -76105.320312 Penalty: 2189.514404 Iteration 13Q: 3 clusters Score -76105.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -76109.804688 Penalty: 2189.514404 Iteration 14Q: 3 clusters Score -76109.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -76112.476562 Penalty: 2189.514404 Iteration 15Q: 3 clusters Score -76112.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -76115.304688 Penalty: 2189.514404 Iteration 16Q: 3 clusters Score -76115.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -76116.726562 Penalty: 2189.514404 Iteration 17Q: 3 clusters Score -76116.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -76117.468750 Penalty: 2189.514404 Iteration 18Q: 3 clusters Score -76117.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -76119.500000 Penalty: 2189.514404 Iteration 19Q: 3 clusters Score -76119.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -76122.531250 Penalty: 2189.514404 Iteration 20F: 3 clusters Score -76122.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -76126.234375 Penalty: 2189.514404 Iteration 21Q: 3 clusters Score -76126.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -76132.937500 Penalty: 2189.514404 Iteration 22Q: 3 clusters Score -76132.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -76140.609375 Penalty: 2189.514404 Iteration 23Q: 3 clusters Score -76140.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -76143.265625 Penalty: 2189.514404 Iteration 24Q: 3 clusters Score -76143.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -76145.125000 Penalty: 2189.514404 Iteration 25Q: 3 clusters Score -76145.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -76148.937500 Penalty: 2189.514404 Iteration 26Q: 3 clusters Score -76148.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -76152.976562 Penalty: 2189.514404 Iteration 27Q: 3 clusters Score -76152.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -76156.507812 Penalty: 2189.514404 Iteration 28Q: 3 clusters Score -76156.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -76160.304688 Penalty: 2189.514404 Iteration 29Q: 3 clusters Score -76160.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -76161.992188 Penalty: 2189.514404 Iteration 30Q: 3 clusters Score -76161.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -76164.437500 Penalty: 2189.514404 Iteration 31Q: 3 clusters Score -76164.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -76166.750000 Penalty: 2189.514404 Iteration 32Q: 3 clusters Score -76166.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -76167.929688 Penalty: 2189.514404 Iteration 33Q: 3 clusters Score -76167.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -76170.656250 Penalty: 2189.514404 Iteration 34Q: 3 clusters Score -76170.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -76180.062500 Penalty: 2189.514404 Iteration 35Q: 3 clusters Score -76180.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -76186.570312 Penalty: 2189.514404 Iteration 36Q: 3 clusters Score -76186.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -76194.609375 Penalty: 2189.514404 Iteration 37Q: 3 clusters Score -76194.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -76200.445312 Penalty: 2189.514404 Iteration 38Q: 3 clusters Score -76200.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -76210.835938 Penalty: 2189.514404 Iteration 39Q: 3 clusters Score -76210.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -76216.609375 Penalty: 2189.514404 Iteration 40F: 3 clusters Score -76216.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -76217.304688 Penalty: 2189.514404 Iteration 41Q: 3 clusters Score -76217.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -76217.750000 Penalty: 2189.514404 Iteration 42Q: 3 clusters Score -76217.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -76218.203125 Penalty: 2189.514404 Iteration 43Q: 3 clusters Score -76218.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -76219.203125 Penalty: 2189.514404 Iteration 44Q: 3 clusters Score -76219.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -76219.203125 Penalty: 2189.514404 Iteration 45F: 3 clusters Score -76219.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12425 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4087 members Mstep: Class 5 contains 492 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16298 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72410 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17126 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1594 members Mstep: Class 22 contains 12743 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5207 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3360 members Mstep: Class 28 contains 351 members Entering Unmasked Estep Score: -22263342.000000 Penalty: 56198.781250 Splitting cluster 5 changes total score from -22264080.000000 to -22263342.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (2796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Entering Unmasked Estep Score: -271725.968750 Penalty: 1289.591064 Iteration 0F: 2 clusters Score -271726 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -269115.500000 Penalty: 2579.182129 Iteration 0F: 3 clusters Score -269115.5 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -269836.656250 Penalty: 2579.182129 Iteration 1F: 3 clusters Score -269836.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -270048.656250 Penalty: 2579.182129 Iteration 2F: 3 clusters Score -270048.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -270254.093750 Penalty: 2579.182129 Iteration 3F: 3 clusters Score -270254.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -270441.375000 Penalty: 2579.182129 Iteration 4F: 3 clusters Score -270441.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -270592.500000 Penalty: 2579.182129 Iteration 5F: 3 clusters Score -270592.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -270739.468750 Penalty: 2579.182129 Iteration 6F: 3 clusters Score -270739.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -270847.187500 Penalty: 2579.182129 Iteration 7Q: 3 clusters Score -270847.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -270932.031250 Penalty: 2579.182129 Iteration 8Q: 3 clusters Score -270932 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -270987.250000 Penalty: 2579.182129 Iteration 9Q: 3 clusters Score -270987.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -271022.687500 Penalty: 2579.182129 Iteration 10Q: 3 clusters Score -271022.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -271044.312500 Penalty: 2579.182129 Iteration 11Q: 3 clusters Score -271044.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -271058.218750 Penalty: 2579.182129 Iteration 12Q: 3 clusters Score -271058.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -271064.875000 Penalty: 2579.182129 Iteration 13Q: 3 clusters Score -271064.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -271073.718750 Penalty: 2579.182129 Iteration 14Q: 3 clusters Score -271073.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -271086.718750 Penalty: 2579.182129 Iteration 15Q: 3 clusters Score -271086.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -271096.093750 Penalty: 2579.182129 Iteration 16Q: 3 clusters Score -271096.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -271103.562500 Penalty: 2579.182129 Iteration 17Q: 3 clusters Score -271103.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -271106.500000 Penalty: 2579.182129 Iteration 18Q: 3 clusters Score -271106.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -271107.875000 Penalty: 2579.182129 Iteration 19Q: 3 clusters Score -271107.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -271108.093750 Penalty: 2579.182129 Iteration 20F: 3 clusters Score -271108.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -271110.625000 Penalty: 2579.182129 Iteration 21Q: 3 clusters Score -271110.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -271112.375000 Penalty: 2579.182129 Iteration 22Q: 3 clusters Score -271112.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -271115.093750 Penalty: 2579.182129 Iteration 23Q: 3 clusters Score -271115.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -271117.156250 Penalty: 2579.182129 Iteration 24Q: 3 clusters Score -271117.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -271121.968750 Penalty: 2579.182129 Iteration 25Q: 3 clusters Score -271122 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -271124.468750 Penalty: 2579.182129 Iteration 26Q: 3 clusters Score -271124.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -271126.406250 Penalty: 2579.182129 Iteration 27Q: 3 clusters Score -271126.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -271129.375000 Penalty: 2579.182129 Iteration 28Q: 3 clusters Score -271129.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -271130.562500 Penalty: 2579.182129 Iteration 29Q: 3 clusters Score -271130.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -271131.468750 Penalty: 2579.182129 Iteration 30Q: 3 clusters Score -271131.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -271131.187500 Penalty: 2579.182129 Iteration 31Q: 3 clusters Score -271131.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -271131.187500 Penalty: 2579.182129 Iteration 32F: 3 clusters Score -271131.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Entering Unmasked Estep Score: -336084.937500 Penalty: 1323.321533 Iteration 0F: 2 clusters Score -336084.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -333072.781250 Penalty: 2646.643066 Iteration 0F: 3 clusters Score -333072.8 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -333893.468750 Penalty: 2646.643066 Iteration 1F: 3 clusters Score -333893.5 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -334088.562500 Penalty: 2646.643066 Iteration 2F: 3 clusters Score -334088.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -334228.562500 Penalty: 2646.643066 Iteration 3F: 3 clusters Score -334228.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -334332.531250 Penalty: 2646.643066 Iteration 4Q: 3 clusters Score -334332.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -334423.031250 Penalty: 2646.643066 Iteration 5Q: 3 clusters Score -334423 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -334501.343750 Penalty: 2646.643066 Iteration 6Q: 3 clusters Score -334501.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -334579.875000 Penalty: 2646.643066 Iteration 7Q: 3 clusters Score -334579.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -334637.250000 Penalty: 2646.643066 Iteration 8Q: 3 clusters Score -334637.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -334672.718750 Penalty: 2646.643066 Iteration 9Q: 3 clusters Score -334672.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -334704.968750 Penalty: 2646.643066 Iteration 10Q: 3 clusters Score -334705 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -334734.468750 Penalty: 2646.643066 Iteration 11Q: 3 clusters Score -334734.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -334756.687500 Penalty: 2646.643066 Iteration 12Q: 3 clusters Score -334756.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -334771.562500 Penalty: 2646.643066 Iteration 13Q: 3 clusters Score -334771.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -334782.750000 Penalty: 2646.643066 Iteration 14Q: 3 clusters Score -334782.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -334792.843750 Penalty: 2646.643066 Iteration 15Q: 3 clusters Score -334792.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -334799.656250 Penalty: 2646.643066 Iteration 16Q: 3 clusters Score -334799.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -334804.656250 Penalty: 2646.643066 Iteration 17Q: 3 clusters Score -334804.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -334806.437500 Penalty: 2646.643066 Iteration 18Q: 3 clusters Score -334806.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -334807.562500 Penalty: 2646.643066 Iteration 19Q: 3 clusters Score -334807.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -334808.187500 Penalty: 2646.643066 Iteration 20F: 3 clusters Score -334808.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -334809.375000 Penalty: 2646.643066 Iteration 21Q: 3 clusters Score -334809.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -334809.625000 Penalty: 2646.643066 Iteration 22Q: 3 clusters Score -334809.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -334811.250000 Penalty: 2646.643066 Iteration 23Q: 3 clusters Score -334811.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -334812.250000 Penalty: 2646.643066 Iteration 24Q: 3 clusters Score -334812.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -334812.187500 Penalty: 2646.643066 Iteration 25Q: 3 clusters Score -334812.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -334813.656250 Penalty: 2646.643066 Iteration 26Q: 3 clusters Score -334813.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -334815.406250 Penalty: 2646.643066 Iteration 27Q: 3 clusters Score -334815.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -334816.281250 Penalty: 2646.643066 Iteration 28Q: 3 clusters Score -334816.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -334816.937500 Penalty: 2646.643066 Iteration 29Q: 3 clusters Score -334816.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -334818.250000 Penalty: 2646.643066 Iteration 30Q: 3 clusters Score -334818.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -334819.312500 Penalty: 2646.643066 Iteration 31Q: 3 clusters Score -334819.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -334818.843750 Penalty: 2646.643066 Iteration 32Q: 3 clusters Score -334818.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -334818.843750 Penalty: 2646.643066 Iteration 33F: 3 clusters Score -334818.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Entering Unmasked Estep Score: -215208.843750 Penalty: 1247.427002 Iteration 0F: 2 clusters Score -215208.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -213014.453125 Penalty: 2494.854004 Iteration 0F: 3 clusters Score -213014.5 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -213546.750000 Penalty: 2494.854004 Iteration 1F: 3 clusters Score -213546.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -213696.890625 Penalty: 2494.854004 Iteration 2F: 3 clusters Score -213696.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -213774.953125 Penalty: 2494.854004 Iteration 3Q: 3 clusters Score -213775 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -213840.640625 Penalty: 2494.854004 Iteration 4Q: 3 clusters Score -213840.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -213894.968750 Penalty: 2494.854004 Iteration 5Q: 3 clusters Score -213895 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -213939.406250 Penalty: 2494.854004 Iteration 6Q: 3 clusters Score -213939.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -213972.296875 Penalty: 2494.854004 Iteration 7Q: 3 clusters Score -213972.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -214008.218750 Penalty: 2494.854004 Iteration 8Q: 3 clusters Score -214008.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -214050.765625 Penalty: 2494.854004 Iteration 9Q: 3 clusters Score -214050.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -214084.218750 Penalty: 2494.854004 Iteration 10Q: 3 clusters Score -214084.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -214116.718750 Penalty: 2494.854004 Iteration 11Q: 3 clusters Score -214116.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -214134.218750 Penalty: 2494.854004 Iteration 12Q: 3 clusters Score -214134.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -214152.609375 Penalty: 2494.854004 Iteration 13Q: 3 clusters Score -214152.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -214173.000000 Penalty: 2494.854004 Iteration 14Q: 3 clusters Score -214173 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -214193.875000 Penalty: 2494.854004 Iteration 15Q: 3 clusters Score -214193.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -214215.500000 Penalty: 2494.854004 Iteration 16Q: 3 clusters Score -214215.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -214232.250000 Penalty: 2494.854004 Iteration 17Q: 3 clusters Score -214232.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -214263.828125 Penalty: 2494.854004 Iteration 18Q: 3 clusters Score -214263.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -214344.250000 Penalty: 2494.854004 Iteration 19Q: 3 clusters Score -214344.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -214537.390625 Penalty: 2494.854004 Iteration 20F: 3 clusters Score -214537.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -214812.968750 Penalty: 2494.854004 Iteration 21Q: 3 clusters Score -214813 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -214996.796875 Penalty: 2494.854004 Iteration 22Q: 3 clusters Score -214996.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -215058.781250 Penalty: 2494.854004 Iteration 23Q: 3 clusters Score -215058.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -215092.593750 Penalty: 2494.854004 Iteration 24Q: 3 clusters Score -215092.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -215112.687500 Penalty: 2494.854004 Iteration 25Q: 3 clusters Score -215112.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -215122.375000 Penalty: 2494.854004 Iteration 26Q: 3 clusters Score -215122.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -215126.796875 Penalty: 2494.854004 Iteration 27Q: 3 clusters Score -215126.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -215134.171875 Penalty: 2494.854004 Iteration 28Q: 3 clusters Score -215134.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -215141.421875 Penalty: 2494.854004 Iteration 29Q: 3 clusters Score -215141.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -215151.718750 Penalty: 2494.854004 Iteration 30Q: 3 clusters Score -215151.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -215160.296875 Penalty: 2494.854004 Iteration 31Q: 3 clusters Score -215160.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -215161.265625 Penalty: 2494.854004 Iteration 32Q: 3 clusters Score -215161.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -215161.859375 Penalty: 2494.854004 Iteration 33Q: 3 clusters Score -215161.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -215161.859375 Penalty: 2494.854004 Iteration 34F: 3 clusters Score -215161.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (16298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16298 members Entering Unmasked Estep Score: -1660451.125000 Penalty: 1576.054565 Iteration 0F: 2 clusters Score -1660451 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -1649136.125000 Penalty: 3152.109131 Iteration 0F: 3 clusters Score -1649136 nChanged 7303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -1653479.750000 Penalty: 3152.109131 Iteration 1F: 3 clusters Score -1653480 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 9309 members Entering Unmasked Estep Score: -1654220.750000 Penalty: 3152.109131 Iteration 2F: 3 clusters Score -1654221 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 9812 members Entering Unmasked Estep Score: -1655046.250000 Penalty: 3152.109131 Iteration 3F: 3 clusters Score -1655046 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -1655854.250000 Penalty: 3152.109131 Iteration 4F: 3 clusters Score -1655854 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 10714 members Entering Unmasked Estep Score: -1656512.625000 Penalty: 3152.109131 Iteration 5F: 3 clusters Score -1656513 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 11014 members Entering Unmasked Estep Score: -1657059.875000 Penalty: 3152.109131 Iteration 6F: 3 clusters Score -1657060 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 11222 members Entering Unmasked Estep Score: -1657527.625000 Penalty: 3152.109131 Iteration 7Q: 3 clusters Score -1657528 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 11389 members Entering Unmasked Estep Score: -1657894.000000 Penalty: 3152.109131 Iteration 8Q: 3 clusters Score -1657894 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 11526 members Entering Unmasked Estep Score: -1658171.250000 Penalty: 3152.109131 Iteration 9Q: 3 clusters Score -1658171 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 11689 members Entering Unmasked Estep Score: -1658377.375000 Penalty: 3152.109131 Iteration 10Q: 3 clusters Score -1658377 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 11858 members Entering Unmasked Estep Score: -1658523.625000 Penalty: 3152.109131 Iteration 11Q: 3 clusters Score -1658524 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 12011 members Entering Unmasked Estep Score: -1658644.500000 Penalty: 3152.109131 Iteration 12Q: 3 clusters Score -1658644 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 12155 members Entering Unmasked Estep Score: -1658754.375000 Penalty: 3152.109131 Iteration 13Q: 3 clusters Score -1658754 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 12292 members Entering Unmasked Estep Score: -1658838.500000 Penalty: 3152.109131 Iteration 14Q: 3 clusters Score -1658838 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 12441 members Entering Unmasked Estep Score: -1658928.250000 Penalty: 3152.109131 Iteration 15Q: 3 clusters Score -1658928 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 12582 members Entering Unmasked Estep Score: -1658995.875000 Penalty: 3152.109131 Iteration 16Q: 3 clusters Score -1658996 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 12717 members Entering Unmasked Estep Score: -1659065.375000 Penalty: 3152.109131 Iteration 17Q: 3 clusters Score -1659065 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 12838 members Entering Unmasked Estep Score: -1659120.125000 Penalty: 3152.109131 Iteration 18Q: 3 clusters Score -1659120 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 12937 members Entering Unmasked Estep Score: -1659167.250000 Penalty: 3152.109131 Iteration 19Q: 3 clusters Score -1659167 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -1659199.625000 Penalty: 3152.109131 Iteration 20F: 3 clusters Score -1659200 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 13124 members Entering Unmasked Estep Score: -1659228.250000 Penalty: 3152.109131 Iteration 21Q: 3 clusters Score -1659228 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 13189 members Entering Unmasked Estep Score: -1659245.875000 Penalty: 3152.109131 Iteration 22Q: 3 clusters Score -1659246 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 13252 members Entering Unmasked Estep Score: -1659260.875000 Penalty: 3152.109131 Iteration 23Q: 3 clusters Score -1659261 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 13311 members Entering Unmasked Estep Score: -1659276.625000 Penalty: 3152.109131 Iteration 24Q: 3 clusters Score -1659277 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 13364 members Entering Unmasked Estep Score: -1659289.000000 Penalty: 3152.109131 Iteration 25Q: 3 clusters Score -1659289 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 13414 members Entering Unmasked Estep Score: -1659302.250000 Penalty: 3152.109131 Iteration 26Q: 3 clusters Score -1659302 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 13462 members Entering Unmasked Estep Score: -1659314.125000 Penalty: 3152.109131 Iteration 27Q: 3 clusters Score -1659314 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 13512 members Entering Unmasked Estep Score: -1659327.500000 Penalty: 3152.109131 Iteration 28Q: 3 clusters Score -1659328 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -1659335.000000 Penalty: 3152.109131 Iteration 29Q: 3 clusters Score -1659335 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 13590 members Entering Unmasked Estep Score: -1659348.750000 Penalty: 3152.109131 Iteration 30Q: 3 clusters Score -1659349 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 13631 members Entering Unmasked Estep Score: -1659351.500000 Penalty: 3152.109131 Iteration 31Q: 3 clusters Score -1659352 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 13664 members Entering Unmasked Estep Score: -1659363.000000 Penalty: 3152.109131 Iteration 32Q: 3 clusters Score -1659363 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 13693 members Entering Unmasked Estep Score: -1659368.625000 Penalty: 3152.109131 Iteration 33Q: 3 clusters Score -1659369 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 13716 members Entering Unmasked Estep Score: -1659374.000000 Penalty: 3152.109131 Iteration 34Q: 3 clusters Score -1659374 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 13745 members Entering Unmasked Estep Score: -1659383.750000 Penalty: 3152.109131 Iteration 35Q: 3 clusters Score -1659384 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 13765 members Entering Unmasked Estep Score: -1659387.500000 Penalty: 3152.109131 Iteration 36Q: 3 clusters Score -1659388 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 13781 members Entering Unmasked Estep Score: -1659385.875000 Penalty: 3152.109131 Iteration 37Q: 3 clusters Score -1659386 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 13800 members Entering Unmasked Estep Score: -1659388.875000 Penalty: 3152.109131 Iteration 38Q: 3 clusters Score -1659389 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 13819 members Entering Unmasked Estep Score: -1659393.625000 Penalty: 3152.109131 Iteration 39Q: 3 clusters Score -1659394 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 13843 members Entering Unmasked Estep Score: -1659400.500000 Penalty: 3152.109131 Iteration 40F: 3 clusters Score -1659400 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 13852 members Entering Unmasked Estep Score: -1659405.000000 Penalty: 3152.109131 Iteration 41Q: 3 clusters Score -1659405 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 13861 members Entering Unmasked Estep Score: -1659405.125000 Penalty: 3152.109131 Iteration 42Q: 3 clusters Score -1659405 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 13865 members Entering Unmasked Estep Score: -1659406.250000 Penalty: 3152.109131 Iteration 43Q: 3 clusters Score -1659406 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 13870 members Entering Unmasked Estep Score: -1659403.875000 Penalty: 3152.109131 Iteration 44Q: 3 clusters Score -1659404 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 13873 members Entering Unmasked Estep Score: -1659402.625000 Penalty: 3152.109131 Iteration 45Q: 3 clusters Score -1659403 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 13874 members Entering Unmasked Estep Score: -1659406.375000 Penalty: 3152.109131 Iteration 46Q: 3 clusters Score -1659406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 13875 members Entering Unmasked Estep Score: -1659406.750000 Penalty: 3152.109131 Iteration 47Q: 3 clusters Score -1659407 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 13875 members Entering Unmasked Estep Score: -1659406.750000 Penalty: 3152.109131 Iteration 48F: 3 clusters Score -1659407 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Entering Unmasked Estep Score: -62772.687500 Penalty: 1064.318237 Iteration 0F: 2 clusters Score -62772.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -61537.214844 Penalty: 2128.636475 Iteration 0F: 3 clusters Score -61537.21 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -61764.515625 Penalty: 2128.636475 Iteration 1F: 3 clusters Score -61764.52 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -61841.761719 Penalty: 2128.636475 Iteration 2F: 3 clusters Score -61841.76 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -61864.070312 Penalty: 2128.636475 Iteration 3Q: 3 clusters Score -61864.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -61877.328125 Penalty: 2128.636475 Iteration 4Q: 3 clusters Score -61877.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -61881.089844 Penalty: 2128.636475 Iteration 5Q: 3 clusters Score -61881.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -61887.140625 Penalty: 2128.636475 Iteration 6Q: 3 clusters Score -61887.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -61892.675781 Penalty: 2128.636475 Iteration 7Q: 3 clusters Score -61892.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -61899.386719 Penalty: 2128.636475 Iteration 8Q: 3 clusters Score -61899.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -61902.132812 Penalty: 2128.636475 Iteration 9Q: 3 clusters Score -61902.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -61903.734375 Penalty: 2128.636475 Iteration 10Q: 3 clusters Score -61903.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -61905.500000 Penalty: 2128.636475 Iteration 11Q: 3 clusters Score -61905.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -61906.277344 Penalty: 2128.636475 Iteration 12Q: 3 clusters Score -61906.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -61907.039062 Penalty: 2128.636475 Iteration 13Q: 3 clusters Score -61907.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -61907.039062 Penalty: 2128.636475 Iteration 14F: 3 clusters Score -61907.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Entering Unmasked Estep Score: -359379.250000 Penalty: 1337.858032 Iteration 0F: 2 clusters Score -359379.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -356140.656250 Penalty: 2675.716064 Iteration 0F: 3 clusters Score -356140.7 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -356941.375000 Penalty: 2675.716064 Iteration 1F: 3 clusters Score -356941.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -357073.843750 Penalty: 2675.716064 Iteration 2F: 3 clusters Score -357073.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -357158.718750 Penalty: 2675.716064 Iteration 3Q: 3 clusters Score -357158.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -357224.750000 Penalty: 2675.716064 Iteration 4Q: 3 clusters Score -357224.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -357276.687500 Penalty: 2675.716064 Iteration 5Q: 3 clusters Score -357276.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -357329.968750 Penalty: 2675.716064 Iteration 6Q: 3 clusters Score -357330 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -357393.625000 Penalty: 2675.716064 Iteration 7Q: 3 clusters Score -357393.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -357489.500000 Penalty: 2675.716064 Iteration 8Q: 3 clusters Score -357489.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -357615.593750 Penalty: 2675.716064 Iteration 9Q: 3 clusters Score -357615.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -357783.062500 Penalty: 2675.716064 Iteration 10F: 3 clusters Score -357783.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -357939.843750 Penalty: 2675.716064 Iteration 11F: 3 clusters Score -357939.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -358085.187500 Penalty: 2675.716064 Iteration 12F: 3 clusters Score -358085.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -358244.000000 Penalty: 2675.716064 Iteration 13F: 3 clusters Score -358244 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -358401.312500 Penalty: 2675.716064 Iteration 14Q: 3 clusters Score -358401.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -358512.531250 Penalty: 2675.716064 Iteration 15Q: 3 clusters Score -358512.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -358597.250000 Penalty: 2675.716064 Iteration 16Q: 3 clusters Score -358597.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -358647.656250 Penalty: 2675.716064 Iteration 17Q: 3 clusters Score -358647.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -358682.250000 Penalty: 2675.716064 Iteration 18Q: 3 clusters Score -358682.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -358695.625000 Penalty: 2675.716064 Iteration 19Q: 3 clusters Score -358695.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -358705.000000 Penalty: 2675.716064 Iteration 20F: 3 clusters Score -358705 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -358713.343750 Penalty: 2675.716064 Iteration 21Q: 3 clusters Score -358713.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -358720.187500 Penalty: 2675.716064 Iteration 22Q: 3 clusters Score -358720.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -358723.937500 Penalty: 2675.716064 Iteration 23Q: 3 clusters Score -358723.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -358725.937500 Penalty: 2675.716064 Iteration 24Q: 3 clusters Score -358725.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -358729.531250 Penalty: 2675.716064 Iteration 25Q: 3 clusters Score -358729.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -358732.250000 Penalty: 2675.716064 Iteration 26Q: 3 clusters Score -358732.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -358732.531250 Penalty: 2675.716064 Iteration 27Q: 3 clusters Score -358732.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -358732.531250 Penalty: 2675.716064 Iteration 28F: 3 clusters Score -358732.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Entering Unmasked Estep Score: -455222.218750 Penalty: 1367.823120 Iteration 0F: 2 clusters Score -455222.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -451535.843750 Penalty: 2735.646240 Iteration 0F: 3 clusters Score -451535.8 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -452527.625000 Penalty: 2735.646240 Iteration 1F: 3 clusters Score -452527.6 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -452683.343750 Penalty: 2735.646240 Iteration 2F: 3 clusters Score -452683.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -452794.875000 Penalty: 2735.646240 Iteration 3Q: 3 clusters Score -452794.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -452873.531250 Penalty: 2735.646240 Iteration 4Q: 3 clusters Score -452873.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -452949.593750 Penalty: 2735.646240 Iteration 5Q: 3 clusters Score -452949.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -453013.125000 Penalty: 2735.646240 Iteration 6Q: 3 clusters Score -453013.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -453072.250000 Penalty: 2735.646240 Iteration 7Q: 3 clusters Score -453072.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -453139.250000 Penalty: 2735.646240 Iteration 8Q: 3 clusters Score -453139.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -453207.906250 Penalty: 2735.646240 Iteration 9Q: 3 clusters Score -453207.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -453269.187500 Penalty: 2735.646240 Iteration 10Q: 3 clusters Score -453269.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -453316.875000 Penalty: 2735.646240 Iteration 11Q: 3 clusters Score -453316.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -453357.781250 Penalty: 2735.646240 Iteration 12Q: 3 clusters Score -453357.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -453390.281250 Penalty: 2735.646240 Iteration 13Q: 3 clusters Score -453390.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -453426.375000 Penalty: 2735.646240 Iteration 14Q: 3 clusters Score -453426.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -453465.437500 Penalty: 2735.646240 Iteration 15Q: 3 clusters Score -453465.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -453503.843750 Penalty: 2735.646240 Iteration 16Q: 3 clusters Score -453503.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -453538.250000 Penalty: 2735.646240 Iteration 17Q: 3 clusters Score -453538.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -453573.625000 Penalty: 2735.646240 Iteration 18Q: 3 clusters Score -453573.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -453605.875000 Penalty: 2735.646240 Iteration 19Q: 3 clusters Score -453605.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -453648.125000 Penalty: 2735.646240 Iteration 20F: 3 clusters Score -453648.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -453697.000000 Penalty: 2735.646240 Iteration 21Q: 3 clusters Score -453697 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -453748.625000 Penalty: 2735.646240 Iteration 22Q: 3 clusters Score -453748.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -453804.031250 Penalty: 2735.646240 Iteration 23Q: 3 clusters Score -453804 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -453859.093750 Penalty: 2735.646240 Iteration 24Q: 3 clusters Score -453859.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -453912.125000 Penalty: 2735.646240 Iteration 25Q: 3 clusters Score -453912.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -453954.031250 Penalty: 2735.646240 Iteration 26Q: 3 clusters Score -453954 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -453989.125000 Penalty: 2735.646240 Iteration 27Q: 3 clusters Score -453989.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -454013.812500 Penalty: 2735.646240 Iteration 28Q: 3 clusters Score -454013.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -454034.968750 Penalty: 2735.646240 Iteration 29Q: 3 clusters Score -454035 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -454050.437500 Penalty: 2735.646240 Iteration 30Q: 3 clusters Score -454050.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -454063.843750 Penalty: 2735.646240 Iteration 31Q: 3 clusters Score -454063.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -454072.500000 Penalty: 2735.646240 Iteration 32Q: 3 clusters Score -454072.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -454081.093750 Penalty: 2735.646240 Iteration 33Q: 3 clusters Score -454081.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -454091.343750 Penalty: 2735.646240 Iteration 34Q: 3 clusters Score -454091.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -454107.312500 Penalty: 2735.646240 Iteration 35Q: 3 clusters Score -454107.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -454135.843750 Penalty: 2735.646240 Iteration 36Q: 3 clusters Score -454135.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -454150.187500 Penalty: 2735.646240 Iteration 37Q: 3 clusters Score -454150.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -454163.937500 Penalty: 2735.646240 Iteration 38Q: 3 clusters Score -454163.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -454174.968750 Penalty: 2735.646240 Iteration 39Q: 3 clusters Score -454175 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -454182.187500 Penalty: 2735.646240 Iteration 40F: 3 clusters Score -454182.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -454186.500000 Penalty: 2735.646240 Iteration 41Q: 3 clusters Score -454186.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -454192.343750 Penalty: 2735.646240 Iteration 42Q: 3 clusters Score -454192.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -454193.750000 Penalty: 2735.646240 Iteration 43Q: 3 clusters Score -454193.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -454195.875000 Penalty: 2735.646240 Iteration 44Q: 3 clusters Score -454195.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -454198.656250 Penalty: 2735.646240 Iteration 45Q: 3 clusters Score -454198.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -454199.406250 Penalty: 2735.646240 Iteration 46Q: 3 clusters Score -454199.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -454200.187500 Penalty: 2735.646240 Iteration 47Q: 3 clusters Score -454200.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -454199.656250 Penalty: 2735.646240 Iteration 48Q: 3 clusters Score -454199.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -454199.656250 Penalty: 2735.646240 Iteration 49F: 3 clusters Score -454199.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (72410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72410 members Entering Unmasked Estep Score: -7123436.500000 Penalty: 1818.391235 Iteration 0F: 2 clusters Score -7123436 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36087 members Mstep: Class 2 contains 36323 members Entering Unmasked Estep Score: -7075475.500000 Penalty: 3636.782471 Iteration 0F: 3 clusters Score -7075476 nChanged 34114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33959 members Mstep: Class 2 contains 38451 members Entering Unmasked Estep Score: -7095518.500000 Penalty: 3636.782471 Iteration 1F: 3 clusters Score -7095518 nChanged 3393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32702 members Mstep: Class 2 contains 39708 members Entering Unmasked Estep Score: -7096953.500000 Penalty: 3636.782471 Iteration 2Q: 3 clusters Score -7096954 nChanged 3684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30990 members Mstep: Class 2 contains 41420 members Entering Unmasked Estep Score: -7098830.000000 Penalty: 3636.782471 Iteration 3F: 3 clusters Score -7098830 nChanged 4236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28712 members Mstep: Class 2 contains 43698 members Entering Unmasked Estep Score: -7101343.000000 Penalty: 3636.782471 Iteration 4F: 3 clusters Score -7101343 nChanged 4494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26002 members Mstep: Class 2 contains 46408 members Entering Unmasked Estep Score: -7104265.500000 Penalty: 3636.782471 Iteration 5F: 3 clusters Score -7104266 nChanged 4587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23051 members Mstep: Class 2 contains 49359 members Entering Unmasked Estep Score: -7107623.000000 Penalty: 3636.782471 Iteration 6F: 3 clusters Score -7107623 nChanged 4235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20240 members Mstep: Class 2 contains 52170 members Entering Unmasked Estep Score: -7110945.500000 Penalty: 3636.782471 Iteration 7F: 3 clusters Score -7110946 nChanged 3564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17836 members Mstep: Class 2 contains 54574 members Entering Unmasked Estep Score: -7113613.000000 Penalty: 3636.782471 Iteration 8Q: 3 clusters Score -7113613 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15998 members Mstep: Class 2 contains 56412 members Entering Unmasked Estep Score: -7115112.000000 Penalty: 3636.782471 Iteration 9Q: 3 clusters Score -7115112 nChanged 1923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14449 members Mstep: Class 2 contains 57961 members Entering Unmasked Estep Score: -7116182.500000 Penalty: 3636.782471 Iteration 10Q: 3 clusters Score -7116182 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 59413 members Entering Unmasked Estep Score: -7116964.500000 Penalty: 3636.782471 Iteration 11Q: 3 clusters Score -7116964 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11619 members Mstep: Class 2 contains 60791 members Entering Unmasked Estep Score: -7117733.000000 Penalty: 3636.782471 Iteration 12Q: 3 clusters Score -7117733 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10277 members Mstep: Class 2 contains 62133 members Entering Unmasked Estep Score: -7118512.500000 Penalty: 3636.782471 Iteration 13Q: 3 clusters Score -7118512 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 63401 members Entering Unmasked Estep Score: -7119223.500000 Penalty: 3636.782471 Iteration 14Q: 3 clusters Score -7119224 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 64583 members Entering Unmasked Estep Score: -7119990.500000 Penalty: 3636.782471 Iteration 15Q: 3 clusters Score -7119990 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 65658 members Entering Unmasked Estep Score: -7120728.000000 Penalty: 3636.782471 Iteration 16Q: 3 clusters Score -7120728 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 66572 members Entering Unmasked Estep Score: -7121369.500000 Penalty: 3636.782471 Iteration 17Q: 3 clusters Score -7121370 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 67363 members Entering Unmasked Estep Score: -7121929.000000 Penalty: 3636.782471 Iteration 18Q: 3 clusters Score -7121929 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 67944 members Entering Unmasked Estep Score: -7122288.000000 Penalty: 3636.782471 Iteration 19Q: 3 clusters Score -7122288 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 68381 members Entering Unmasked Estep Score: -7122523.500000 Penalty: 3636.782471 Iteration 20F: 3 clusters Score -7122524 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 68707 members Entering Unmasked Estep Score: -7122669.500000 Penalty: 3636.782471 Iteration 21Q: 3 clusters Score -7122670 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 68950 members Entering Unmasked Estep Score: -7122740.000000 Penalty: 3636.782471 Iteration 22Q: 3 clusters Score -7122740 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 69152 members Entering Unmasked Estep Score: -7122812.500000 Penalty: 3636.782471 Iteration 23Q: 3 clusters Score -7122812 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 69307 members Entering Unmasked Estep Score: -7122855.000000 Penalty: 3636.782471 Iteration 24Q: 3 clusters Score -7122855 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 69441 members Entering Unmasked Estep Score: -7122889.000000 Penalty: 3636.782471 Iteration 25Q: 3 clusters Score -7122889 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 69567 members Entering Unmasked Estep Score: -7122934.000000 Penalty: 3636.782471 Iteration 26Q: 3 clusters Score -7122934 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 69673 members Entering Unmasked Estep Score: -7122962.500000 Penalty: 3636.782471 Iteration 27Q: 3 clusters Score -7122962 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 69770 members Entering Unmasked Estep Score: -7122976.500000 Penalty: 3636.782471 Iteration 28Q: 3 clusters Score -7122976 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 69843 members Entering Unmasked Estep Score: -7122982.000000 Penalty: 3636.782471 Iteration 29Q: 3 clusters Score -7122982 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 69903 members Entering Unmasked Estep Score: -7123006.500000 Penalty: 3636.782471 Iteration 30Q: 3 clusters Score -7123006 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 69960 members Entering Unmasked Estep Score: -7123001.500000 Penalty: 3636.782471 Iteration 31Q: 3 clusters Score -7123002 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 70013 members Entering Unmasked Estep Score: -7123004.000000 Penalty: 3636.782471 Iteration 32Q: 3 clusters Score -7123004 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 70057 members Entering Unmasked Estep Score: -7123014.500000 Penalty: 3636.782471 Iteration 33Q: 3 clusters Score -7123014 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 70096 members Entering Unmasked Estep Score: -7123008.500000 Penalty: 3636.782471 Iteration 34Q: 3 clusters Score -7123008 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 70135 members Entering Unmasked Estep Score: -7123011.500000 Penalty: 3636.782471 Iteration 35Q: 3 clusters Score -7123012 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 70169 members Entering Unmasked Estep Score: -7123024.500000 Penalty: 3636.782471 Iteration 36Q: 3 clusters Score -7123024 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 70195 members Entering Unmasked Estep Score: -7123031.000000 Penalty: 3636.782471 Iteration 37Q: 3 clusters Score -7123031 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 70223 members Entering Unmasked Estep Score: -7123027.000000 Penalty: 3636.782471 Iteration 38Q: 3 clusters Score -7123027 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 70241 members Entering Unmasked Estep Score: -7123047.000000 Penalty: 3636.782471 Iteration 39Q: 3 clusters Score -7123047 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 70258 members Entering Unmasked Estep Score: -7123052.500000 Penalty: 3636.782471 Iteration 40F: 3 clusters Score -7123052 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 70270 members Entering Unmasked Estep Score: -7123047.500000 Penalty: 3636.782471 Iteration 41Q: 3 clusters Score -7123048 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 70284 members Entering Unmasked Estep Score: -7123059.000000 Penalty: 3636.782471 Iteration 42Q: 3 clusters Score -7123059 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 70298 members Entering Unmasked Estep Score: -7123068.000000 Penalty: 3636.782471 Iteration 43Q: 3 clusters Score -7123068 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 70311 members Entering Unmasked Estep Score: -7123062.500000 Penalty: 3636.782471 Iteration 44Q: 3 clusters Score -7123062 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 70325 members Entering Unmasked Estep Score: -7123069.000000 Penalty: 3636.782471 Iteration 45Q: 3 clusters Score -7123069 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 70337 members Entering Unmasked Estep Score: -7123067.500000 Penalty: 3636.782471 Iteration 46Q: 3 clusters Score -7123068 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 70350 members Entering Unmasked Estep Score: -7123072.500000 Penalty: 3636.782471 Iteration 47Q: 3 clusters Score -7123072 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 70359 members Entering Unmasked Estep Score: -7123068.500000 Penalty: 3636.782471 Iteration 48Q: 3 clusters Score -7123068 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 70370 members Entering Unmasked Estep Score: -7123065.500000 Penalty: 3636.782471 Iteration 49Q: 3 clusters Score -7123066 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 70378 members Entering Unmasked Estep Score: -7123065.000000 Penalty: 3636.782471 Iteration 50Q: 3 clusters Score -7123065 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 70389 members Entering Unmasked Estep Score: -7123075.000000 Penalty: 3636.782471 Iteration 51Q: 3 clusters Score -7123075 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 70400 members Entering Unmasked Estep Score: -7123078.500000 Penalty: 3636.782471 Iteration 52Q: 3 clusters Score -7123078 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 70411 members Entering Unmasked Estep Score: -7123079.500000 Penalty: 3636.782471 Iteration 53Q: 3 clusters Score -7123080 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 70414 members Entering Unmasked Estep Score: -7123080.500000 Penalty: 3636.782471 Iteration 54Q: 3 clusters Score -7123080 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 70421 members Entering Unmasked Estep Score: -7123076.500000 Penalty: 3636.782471 Iteration 55Q: 3 clusters Score -7123076 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 70428 members Entering Unmasked Estep Score: -7123084.500000 Penalty: 3636.782471 Iteration 56Q: 3 clusters Score -7123084 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 70436 members Entering Unmasked Estep Score: -7123085.000000 Penalty: 3636.782471 Iteration 57Q: 3 clusters Score -7123085 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 70443 members Entering Unmasked Estep Score: -7123083.500000 Penalty: 3636.782471 Iteration 58Q: 3 clusters Score -7123084 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 70447 members Entering Unmasked Estep Score: -7123089.500000 Penalty: 3636.782471 Iteration 59Q: 3 clusters Score -7123090 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 70451 members Entering Unmasked Estep Score: -7123087.000000 Penalty: 3636.782471 Iteration 60F: 3 clusters Score -7123087 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 70456 members Entering Unmasked Estep Score: -7123085.000000 Penalty: 3636.782471 Iteration 61Q: 3 clusters Score -7123085 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 70460 members Entering Unmasked Estep Score: -7123084.000000 Penalty: 3636.782471 Iteration 62Q: 3 clusters Score -7123084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 70463 members Entering Unmasked Estep Score: -7123083.000000 Penalty: 3636.782471 Iteration 63Q: 3 clusters Score -7123083 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 70465 members Entering Unmasked Estep Score: -7123081.500000 Penalty: 3636.782471 Iteration 64Q: 3 clusters Score -7123082 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 70470 members Entering Unmasked Estep Score: -7123081.000000 Penalty: 3636.782471 Iteration 65Q: 3 clusters Score -7123081 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 70473 members Entering Unmasked Estep Score: -7123079.000000 Penalty: 3636.782471 Iteration 66Q: 3 clusters Score -7123079 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 70474 members Entering Unmasked Estep Score: -7123080.500000 Penalty: 3636.782471 Iteration 67Q: 3 clusters Score -7123080 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 70474 members Entering Unmasked Estep Score: -7123080.500000 Penalty: 3636.782471 Iteration 68F: 3 clusters Score -7123080 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Entering Unmasked Estep Score: -63913.761719 Penalty: 1055.480591 Iteration 0F: 2 clusters Score -63913.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -62832.382812 Penalty: 2110.961182 Iteration 0F: 3 clusters Score -62832.38 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -63142.761719 Penalty: 2110.961182 Iteration 1F: 3 clusters Score -63142.76 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -63338.773438 Penalty: 2110.961182 Iteration 2F: 3 clusters Score -63338.77 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -63490.046875 Penalty: 2110.961182 Iteration 3F: 3 clusters Score -63490.05 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -63597.128906 Penalty: 2110.961182 Iteration 4F: 3 clusters Score -63597.13 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -63683.406250 Penalty: 2110.961182 Iteration 5Q: 3 clusters Score -63683.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -63704.511719 Penalty: 2110.961182 Iteration 6Q: 3 clusters Score -63704.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -63709.113281 Penalty: 2110.961182 Iteration 7Q: 3 clusters Score -63709.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -63710.507812 Penalty: 2110.961182 Iteration 8Q: 3 clusters Score -63710.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -63710.507812 Penalty: 2110.961182 Iteration 9F: 3 clusters Score -63710.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (17126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17126 members Entering Unmasked Estep Score: -1646334.375000 Penalty: 1584.107422 Iteration 0F: 2 clusters Score -1646334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -1634477.375000 Penalty: 3168.214844 Iteration 0F: 3 clusters Score -1634477 nChanged 7692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9056 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -1638690.125000 Penalty: 3168.214844 Iteration 1F: 3 clusters Score -1638690 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9390 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -1639077.500000 Penalty: 3168.214844 Iteration 2F: 3 clusters Score -1639078 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9853 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -1639441.375000 Penalty: 3168.214844 Iteration 3F: 3 clusters Score -1639441 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10490 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -1639865.875000 Penalty: 3168.214844 Iteration 4F: 3 clusters Score -1639866 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1640390.500000 Penalty: 3168.214844 Iteration 5F: 3 clusters Score -1640390 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12150 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -1641059.875000 Penalty: 3168.214844 Iteration 6F: 3 clusters Score -1641060 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13167 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -1641942.875000 Penalty: 3168.214844 Iteration 7F: 3 clusters Score -1641943 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14120 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -1642821.750000 Penalty: 3168.214844 Iteration 8F: 3 clusters Score -1642822 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14847 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -1643467.250000 Penalty: 3168.214844 Iteration 9Q: 3 clusters Score -1643467 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15384 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -1643927.125000 Penalty: 3168.214844 Iteration 10Q: 3 clusters Score -1643927 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15766 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1644258.500000 Penalty: 3168.214844 Iteration 11Q: 3 clusters Score -1644258 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16056 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -1644472.500000 Penalty: 3168.214844 Iteration 12Q: 3 clusters Score -1644472 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16250 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1644598.250000 Penalty: 3168.214844 Iteration 13Q: 3 clusters Score -1644598 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1644702.000000 Penalty: 3168.214844 Iteration 14Q: 3 clusters Score -1644702 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16502 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1644786.250000 Penalty: 3168.214844 Iteration 15Q: 3 clusters Score -1644786 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16575 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -1644841.000000 Penalty: 3168.214844 Iteration 16Q: 3 clusters Score -1644841 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16626 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -1644875.875000 Penalty: 3168.214844 Iteration 17Q: 3 clusters Score -1644876 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16657 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1644898.500000 Penalty: 3168.214844 Iteration 18Q: 3 clusters Score -1644898 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16685 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1644920.250000 Penalty: 3168.214844 Iteration 19Q: 3 clusters Score -1644920 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16709 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1644936.875000 Penalty: 3168.214844 Iteration 20F: 3 clusters Score -1644937 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16729 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -1644961.125000 Penalty: 3168.214844 Iteration 21Q: 3 clusters Score -1644961 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16748 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -1644980.250000 Penalty: 3168.214844 Iteration 22Q: 3 clusters Score -1644980 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16757 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1644983.250000 Penalty: 3168.214844 Iteration 23Q: 3 clusters Score -1644983 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16764 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1644986.625000 Penalty: 3168.214844 Iteration 24Q: 3 clusters Score -1644987 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16770 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1644992.500000 Penalty: 3168.214844 Iteration 25Q: 3 clusters Score -1644992 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16778 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -1645000.125000 Penalty: 3168.214844 Iteration 26Q: 3 clusters Score -1645000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16781 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1645003.250000 Penalty: 3168.214844 Iteration 27Q: 3 clusters Score -1645003 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16783 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -1645006.250000 Penalty: 3168.214844 Iteration 28Q: 3 clusters Score -1645006 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16783 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -1645006.625000 Penalty: 3168.214844 Iteration 29Q: 3 clusters Score -1645007 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16784 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1645007.500000 Penalty: 3168.214844 Iteration 30Q: 3 clusters Score -1645008 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16785 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -1645009.000000 Penalty: 3168.214844 Iteration 31Q: 3 clusters Score -1645009 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16786 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1645009.125000 Penalty: 3168.214844 Iteration 32Q: 3 clusters Score -1645009 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16787 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -1645011.250000 Penalty: 3168.214844 Iteration 33Q: 3 clusters Score -1645011 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16788 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1645010.375000 Penalty: 3168.214844 Iteration 34Q: 3 clusters Score -1645010 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16788 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1645010.375000 Penalty: 3168.214844 Iteration 35F: 3 clusters Score -1645010 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Entering Unmasked Estep Score: -30173.832031 Penalty: 950.515259 Iteration 0F: 2 clusters Score -30173.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -29352.669922 Penalty: 1901.030518 Iteration 0F: 3 clusters Score -29352.67 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -29546.476562 Penalty: 1901.030518 Iteration 1F: 3 clusters Score -29546.48 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -29647.371094 Penalty: 1901.030518 Iteration 2F: 3 clusters Score -29647.37 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -29763.957031 Penalty: 1901.030518 Iteration 3F: 3 clusters Score -29763.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -29820.275391 Penalty: 1901.030518 Iteration 4Q: 3 clusters Score -29820.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -29842.638672 Penalty: 1901.030518 Iteration 5Q: 3 clusters Score -29842.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -29851.951172 Penalty: 1901.030518 Iteration 6Q: 3 clusters Score -29851.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -29856.437500 Penalty: 1901.030518 Iteration 7Q: 3 clusters Score -29856.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -29856.437500 Penalty: 1901.030518 Iteration 8F: 3 clusters Score -29856.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Entering Unmasked Estep Score: -282368.593750 Penalty: 1296.809448 Iteration 0F: 2 clusters Score -282368.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -279784.250000 Penalty: 2593.618896 Iteration 0F: 3 clusters Score -279784.2 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -280611.375000 Penalty: 2593.618896 Iteration 1F: 3 clusters Score -280611.4 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -280931.718750 Penalty: 2593.618896 Iteration 2F: 3 clusters Score -280931.7 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -281228.968750 Penalty: 2593.618896 Iteration 3F: 3 clusters Score -281229 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -281430.812500 Penalty: 2593.618896 Iteration 4F: 3 clusters Score -281430.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -281556.562500 Penalty: 2593.618896 Iteration 5Q: 3 clusters Score -281556.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -281654.812500 Penalty: 2593.618896 Iteration 6Q: 3 clusters Score -281654.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -281708.093750 Penalty: 2593.618896 Iteration 7Q: 3 clusters Score -281708.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -281733.343750 Penalty: 2593.618896 Iteration 8Q: 3 clusters Score -281733.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -281761.718750 Penalty: 2593.618896 Iteration 9Q: 3 clusters Score -281761.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -281783.875000 Penalty: 2593.618896 Iteration 10Q: 3 clusters Score -281783.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -281794.937500 Penalty: 2593.618896 Iteration 11Q: 3 clusters Score -281794.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -281809.062500 Penalty: 2593.618896 Iteration 12Q: 3 clusters Score -281809.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -281824.437500 Penalty: 2593.618896 Iteration 13Q: 3 clusters Score -281824.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -281836.531250 Penalty: 2593.618896 Iteration 14Q: 3 clusters Score -281836.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -281844.718750 Penalty: 2593.618896 Iteration 15Q: 3 clusters Score -281844.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -281854.343750 Penalty: 2593.618896 Iteration 16Q: 3 clusters Score -281854.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -281867.343750 Penalty: 2593.618896 Iteration 17Q: 3 clusters Score -281867.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -281879.656250 Penalty: 2593.618896 Iteration 18Q: 3 clusters Score -281879.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -281889.875000 Penalty: 2593.618896 Iteration 19Q: 3 clusters Score -281889.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -281893.531250 Penalty: 2593.618896 Iteration 20F: 3 clusters Score -281893.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -281895.000000 Penalty: 2593.618896 Iteration 21Q: 3 clusters Score -281895 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -281895.531250 Penalty: 2593.618896 Iteration 22Q: 3 clusters Score -281895.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -281895.750000 Penalty: 2593.618896 Iteration 23Q: 3 clusters Score -281895.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -281896.000000 Penalty: 2593.618896 Iteration 24Q: 3 clusters Score -281896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -281896.625000 Penalty: 2593.618896 Iteration 25Q: 3 clusters Score -281896.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -281896.625000 Penalty: 2593.618896 Iteration 26F: 3 clusters Score -281896.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Entering Unmasked Estep Score: -576179.625000 Penalty: 1407.600830 Iteration 0F: 2 clusters Score -576179.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -571662.437500 Penalty: 2815.201660 Iteration 0F: 3 clusters Score -571662.4 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -573036.500000 Penalty: 2815.201660 Iteration 1F: 3 clusters Score -573036.5 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -573238.625000 Penalty: 2815.201660 Iteration 2F: 3 clusters Score -573238.6 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -573375.875000 Penalty: 2815.201660 Iteration 3F: 3 clusters Score -573375.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -573472.312500 Penalty: 2815.201660 Iteration 4Q: 3 clusters Score -573472.3 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -573557.062500 Penalty: 2815.201660 Iteration 5Q: 3 clusters Score -573557.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -573633.000000 Penalty: 2815.201660 Iteration 6Q: 3 clusters Score -573633 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -573707.000000 Penalty: 2815.201660 Iteration 7Q: 3 clusters Score -573707 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -573786.375000 Penalty: 2815.201660 Iteration 8Q: 3 clusters Score -573786.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -573881.187500 Penalty: 2815.201660 Iteration 9Q: 3 clusters Score -573881.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -573980.187500 Penalty: 2815.201660 Iteration 10Q: 3 clusters Score -573980.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -574089.062500 Penalty: 2815.201660 Iteration 11Q: 3 clusters Score -574089.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -574183.625000 Penalty: 2815.201660 Iteration 12Q: 3 clusters Score -574183.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -574287.687500 Penalty: 2815.201660 Iteration 13Q: 3 clusters Score -574287.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -574385.937500 Penalty: 2815.201660 Iteration 14Q: 3 clusters Score -574385.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -574461.312500 Penalty: 2815.201660 Iteration 15Q: 3 clusters Score -574461.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -574517.437500 Penalty: 2815.201660 Iteration 16Q: 3 clusters Score -574517.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -574558.062500 Penalty: 2815.201660 Iteration 17Q: 3 clusters Score -574558.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -574591.500000 Penalty: 2815.201660 Iteration 18Q: 3 clusters Score -574591.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -574627.375000 Penalty: 2815.201660 Iteration 19Q: 3 clusters Score -574627.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -574661.812500 Penalty: 2815.201660 Iteration 20F: 3 clusters Score -574661.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -574698.687500 Penalty: 2815.201660 Iteration 21Q: 3 clusters Score -574698.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -574735.312500 Penalty: 2815.201660 Iteration 22Q: 3 clusters Score -574735.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -574780.375000 Penalty: 2815.201660 Iteration 23Q: 3 clusters Score -574780.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -574816.625000 Penalty: 2815.201660 Iteration 24Q: 3 clusters Score -574816.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -574843.625000 Penalty: 2815.201660 Iteration 25Q: 3 clusters Score -574843.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -574867.812500 Penalty: 2815.201660 Iteration 26Q: 3 clusters Score -574867.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -574884.875000 Penalty: 2815.201660 Iteration 27Q: 3 clusters Score -574884.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -574895.750000 Penalty: 2815.201660 Iteration 28Q: 3 clusters Score -574895.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -574902.687500 Penalty: 2815.201660 Iteration 29Q: 3 clusters Score -574902.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -574913.562500 Penalty: 2815.201660 Iteration 30Q: 3 clusters Score -574913.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -574920.875000 Penalty: 2815.201660 Iteration 31Q: 3 clusters Score -574920.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -574925.687500 Penalty: 2815.201660 Iteration 32Q: 3 clusters Score -574925.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -574929.250000 Penalty: 2815.201660 Iteration 33Q: 3 clusters Score -574929.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -574933.937500 Penalty: 2815.201660 Iteration 34Q: 3 clusters Score -574933.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -574939.187500 Penalty: 2815.201660 Iteration 35Q: 3 clusters Score -574939.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -574944.375000 Penalty: 2815.201660 Iteration 36Q: 3 clusters Score -574944.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -574947.062500 Penalty: 2815.201660 Iteration 37Q: 3 clusters Score -574947.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -574949.375000 Penalty: 2815.201660 Iteration 38Q: 3 clusters Score -574949.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -574950.687500 Penalty: 2815.201660 Iteration 39Q: 3 clusters Score -574950.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -574954.062500 Penalty: 2815.201660 Iteration 40F: 3 clusters Score -574954.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -574953.687500 Penalty: 2815.201660 Iteration 41Q: 3 clusters Score -574953.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -574954.937500 Penalty: 2815.201660 Iteration 42Q: 3 clusters Score -574954.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -574956.812500 Penalty: 2815.201660 Iteration 43Q: 3 clusters Score -574956.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -574955.125000 Penalty: 2815.201660 Iteration 44Q: 3 clusters Score -574955.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -574956.437500 Penalty: 2815.201660 Iteration 45Q: 3 clusters Score -574956.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -574956.812500 Penalty: 2815.201660 Iteration 46Q: 3 clusters Score -574956.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -574956.937500 Penalty: 2815.201660 Iteration 47Q: 3 clusters Score -574956.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -574957.125000 Penalty: 2815.201660 Iteration 48Q: 3 clusters Score -574957.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -574958.812500 Penalty: 2815.201660 Iteration 49Q: 3 clusters Score -574958.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -574959.687500 Penalty: 2815.201660 Iteration 50Q: 3 clusters Score -574959.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -574960.187500 Penalty: 2815.201660 Iteration 51Q: 3 clusters Score -574960.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -574959.937500 Penalty: 2815.201660 Iteration 52Q: 3 clusters Score -574959.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -574960.250000 Penalty: 2815.201660 Iteration 53Q: 3 clusters Score -574960.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -574961.812500 Penalty: 2815.201660 Iteration 54Q: 3 clusters Score -574961.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -574962.125000 Penalty: 2815.201660 Iteration 55Q: 3 clusters Score -574962.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -574962.687500 Penalty: 2815.201660 Iteration 56Q: 3 clusters Score -574962.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -574962.500000 Penalty: 2815.201660 Iteration 57Q: 3 clusters Score -574962.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -574962.437500 Penalty: 2815.201660 Iteration 58Q: 3 clusters Score -574962.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -574962.437500 Penalty: 2815.201660 Iteration 59F: 3 clusters Score -574962.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Entering Unmasked Estep Score: -189703.359375 Penalty: 1229.525513 Iteration 0F: 2 clusters Score -189703.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -187645.171875 Penalty: 2459.051025 Iteration 0F: 3 clusters Score -187645.2 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -188079.765625 Penalty: 2459.051025 Iteration 1F: 3 clusters Score -188079.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -188189.703125 Penalty: 2459.051025 Iteration 2F: 3 clusters Score -188189.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -188251.562500 Penalty: 2459.051025 Iteration 3Q: 3 clusters Score -188251.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -188295.093750 Penalty: 2459.051025 Iteration 4Q: 3 clusters Score -188295.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -188329.078125 Penalty: 2459.051025 Iteration 5Q: 3 clusters Score -188329.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -188355.343750 Penalty: 2459.051025 Iteration 6Q: 3 clusters Score -188355.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -188383.703125 Penalty: 2459.051025 Iteration 7Q: 3 clusters Score -188383.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -188396.437500 Penalty: 2459.051025 Iteration 8Q: 3 clusters Score -188396.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -188412.312500 Penalty: 2459.051025 Iteration 9Q: 3 clusters Score -188412.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -188421.578125 Penalty: 2459.051025 Iteration 10Q: 3 clusters Score -188421.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -188426.453125 Penalty: 2459.051025 Iteration 11Q: 3 clusters Score -188426.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -188431.921875 Penalty: 2459.051025 Iteration 12Q: 3 clusters Score -188431.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -188435.796875 Penalty: 2459.051025 Iteration 13Q: 3 clusters Score -188435.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -188440.703125 Penalty: 2459.051025 Iteration 14Q: 3 clusters Score -188440.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -188447.031250 Penalty: 2459.051025 Iteration 15Q: 3 clusters Score -188447 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -188451.875000 Penalty: 2459.051025 Iteration 16Q: 3 clusters Score -188451.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -188452.984375 Penalty: 2459.051025 Iteration 17Q: 3 clusters Score -188453 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -188453.750000 Penalty: 2459.051025 Iteration 18Q: 3 clusters Score -188453.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -188455.453125 Penalty: 2459.051025 Iteration 19Q: 3 clusters Score -188455.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -188457.562500 Penalty: 2459.051025 Iteration 20F: 3 clusters Score -188457.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -188460.687500 Penalty: 2459.051025 Iteration 21Q: 3 clusters Score -188460.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -188465.000000 Penalty: 2459.051025 Iteration 22Q: 3 clusters Score -188465 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -188468.953125 Penalty: 2459.051025 Iteration 23Q: 3 clusters Score -188469 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -188474.406250 Penalty: 2459.051025 Iteration 24Q: 3 clusters Score -188474.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -188479.562500 Penalty: 2459.051025 Iteration 25Q: 3 clusters Score -188479.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -188481.671875 Penalty: 2459.051025 Iteration 26Q: 3 clusters Score -188481.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -188484.500000 Penalty: 2459.051025 Iteration 27Q: 3 clusters Score -188484.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -188488.000000 Penalty: 2459.051025 Iteration 28Q: 3 clusters Score -188488 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -188491.453125 Penalty: 2459.051025 Iteration 29Q: 3 clusters Score -188491.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -188494.687500 Penalty: 2459.051025 Iteration 30Q: 3 clusters Score -188494.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -188498.453125 Penalty: 2459.051025 Iteration 31Q: 3 clusters Score -188498.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -188500.296875 Penalty: 2459.051025 Iteration 32Q: 3 clusters Score -188500.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -188501.796875 Penalty: 2459.051025 Iteration 33Q: 3 clusters Score -188501.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -188504.421875 Penalty: 2459.051025 Iteration 34Q: 3 clusters Score -188504.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -188509.984375 Penalty: 2459.051025 Iteration 35Q: 3 clusters Score -188510 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -188514.000000 Penalty: 2459.051025 Iteration 36Q: 3 clusters Score -188514 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -188519.843750 Penalty: 2459.051025 Iteration 37Q: 3 clusters Score -188519.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -188525.625000 Penalty: 2459.051025 Iteration 38Q: 3 clusters Score -188525.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -188531.296875 Penalty: 2459.051025 Iteration 39Q: 3 clusters Score -188531.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -188537.187500 Penalty: 2459.051025 Iteration 40F: 3 clusters Score -188537.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -188545.078125 Penalty: 2459.051025 Iteration 41Q: 3 clusters Score -188545.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -188553.171875 Penalty: 2459.051025 Iteration 42Q: 3 clusters Score -188553.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -188557.875000 Penalty: 2459.051025 Iteration 43Q: 3 clusters Score -188557.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -188559.140625 Penalty: 2459.051025 Iteration 44Q: 3 clusters Score -188559.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -188562.000000 Penalty: 2459.051025 Iteration 45Q: 3 clusters Score -188562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -188563.953125 Penalty: 2459.051025 Iteration 46Q: 3 clusters Score -188564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -188564.968750 Penalty: 2459.051025 Iteration 47Q: 3 clusters Score -188565 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -188565.859375 Penalty: 2459.051025 Iteration 48Q: 3 clusters Score -188565.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -188565.859375 Penalty: 2459.051025 Iteration 49F: 3 clusters Score -188565.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -113219.343750 Penalty: 1147.745361 Iteration 0F: 2 clusters Score -113219.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -111661.851562 Penalty: 2295.490723 Iteration 0F: 3 clusters Score -111661.9 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -111979.492188 Penalty: 2295.490723 Iteration 1F: 3 clusters Score -111979.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -112088.562500 Penalty: 2295.490723 Iteration 2F: 3 clusters Score -112088.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -112160.960938 Penalty: 2295.490723 Iteration 3F: 3 clusters Score -112161 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -112222.859375 Penalty: 2295.490723 Iteration 4Q: 3 clusters Score -112222.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -112295.718750 Penalty: 2295.490723 Iteration 5Q: 3 clusters Score -112295.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -112365.921875 Penalty: 2295.490723 Iteration 6Q: 3 clusters Score -112365.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -112425.125000 Penalty: 2295.490723 Iteration 7Q: 3 clusters Score -112425.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -112462.804688 Penalty: 2295.490723 Iteration 8Q: 3 clusters Score -112462.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -112502.828125 Penalty: 2295.490723 Iteration 9Q: 3 clusters Score -112502.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -112565.109375 Penalty: 2295.490723 Iteration 10Q: 3 clusters Score -112565.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -112637.109375 Penalty: 2295.490723 Iteration 11Q: 3 clusters Score -112637.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -112719.531250 Penalty: 2295.490723 Iteration 12Q: 3 clusters Score -112719.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -112812.375000 Penalty: 2295.490723 Iteration 13Q: 3 clusters Score -112812.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -112904.632812 Penalty: 2295.490723 Iteration 14Q: 3 clusters Score -112904.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -112961.281250 Penalty: 2295.490723 Iteration 15Q: 3 clusters Score -112961.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -112981.539062 Penalty: 2295.490723 Iteration 16Q: 3 clusters Score -112981.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -113000.328125 Penalty: 2295.490723 Iteration 17Q: 3 clusters Score -113000.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -113014.515625 Penalty: 2295.490723 Iteration 18Q: 3 clusters Score -113014.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -113017.414062 Penalty: 2295.490723 Iteration 19Q: 3 clusters Score -113017.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -113018.921875 Penalty: 2295.490723 Iteration 20F: 3 clusters Score -113018.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -113019.906250 Penalty: 2295.490723 Iteration 21Q: 3 clusters Score -113019.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -113020.781250 Penalty: 2295.490723 Iteration 22Q: 3 clusters Score -113020.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -113023.000000 Penalty: 2295.490723 Iteration 23Q: 3 clusters Score -113023 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -113023.929688 Penalty: 2295.490723 Iteration 24Q: 3 clusters Score -113023.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -113025.492188 Penalty: 2295.490723 Iteration 25Q: 3 clusters Score -113025.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -113025.492188 Penalty: 2295.490723 Iteration 26F: 3 clusters Score -113025.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Entering Unmasked Estep Score: -149488.140625 Penalty: 1198.275269 Iteration 0F: 2 clusters Score -149488.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -147679.250000 Penalty: 2396.550537 Iteration 0F: 3 clusters Score -147679.2 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -148064.296875 Penalty: 2396.550537 Iteration 1F: 3 clusters Score -148064.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -148184.968750 Penalty: 2396.550537 Iteration 2F: 3 clusters Score -148185 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -148291.437500 Penalty: 2396.550537 Iteration 3F: 3 clusters Score -148291.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -148410.093750 Penalty: 2396.550537 Iteration 4F: 3 clusters Score -148410.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -148537.500000 Penalty: 2396.550537 Iteration 5F: 3 clusters Score -148537.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -148667.437500 Penalty: 2396.550537 Iteration 6F: 3 clusters Score -148667.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -148778.453125 Penalty: 2396.550537 Iteration 7Q: 3 clusters Score -148778.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -148848.453125 Penalty: 2396.550537 Iteration 8Q: 3 clusters Score -148848.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -148904.750000 Penalty: 2396.550537 Iteration 9Q: 3 clusters Score -148904.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -148958.109375 Penalty: 2396.550537 Iteration 10Q: 3 clusters Score -148958.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -149001.296875 Penalty: 2396.550537 Iteration 11Q: 3 clusters Score -149001.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -149040.140625 Penalty: 2396.550537 Iteration 12Q: 3 clusters Score -149040.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -149079.406250 Penalty: 2396.550537 Iteration 13Q: 3 clusters Score -149079.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -149108.687500 Penalty: 2396.550537 Iteration 14Q: 3 clusters Score -149108.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -149129.484375 Penalty: 2396.550537 Iteration 15Q: 3 clusters Score -149129.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -149138.515625 Penalty: 2396.550537 Iteration 16Q: 3 clusters Score -149138.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -149150.156250 Penalty: 2396.550537 Iteration 17Q: 3 clusters Score -149150.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -149153.968750 Penalty: 2396.550537 Iteration 18Q: 3 clusters Score -149154 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -149156.468750 Penalty: 2396.550537 Iteration 19Q: 3 clusters Score -149156.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -149156.875000 Penalty: 2396.550537 Iteration 20F: 3 clusters Score -149156.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -149158.265625 Penalty: 2396.550537 Iteration 21Q: 3 clusters Score -149158.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -149159.125000 Penalty: 2396.550537 Iteration 22Q: 3 clusters Score -149159.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -149159.812500 Penalty: 2396.550537 Iteration 23Q: 3 clusters Score -149159.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -149159.812500 Penalty: 2396.550537 Iteration 24F: 3 clusters Score -149159.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12743 members Entering Unmasked Estep Score: -1294660.250000 Penalty: 1536.069946 Iteration 0F: 2 clusters Score -1294660 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -1285679.875000 Penalty: 3072.139893 Iteration 0F: 3 clusters Score -1285680 nChanged 5593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -1288733.125000 Penalty: 3072.139893 Iteration 1F: 3 clusters Score -1288733 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1289037.875000 Penalty: 3072.139893 Iteration 2F: 3 clusters Score -1289038 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -1289296.875000 Penalty: 3072.139893 Iteration 3F: 3 clusters Score -1289297 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -1289548.375000 Penalty: 3072.139893 Iteration 4Q: 3 clusters Score -1289548 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -1289869.000000 Penalty: 3072.139893 Iteration 5Q: 3 clusters Score -1289869 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7930 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -1290200.500000 Penalty: 3072.139893 Iteration 6Q: 3 clusters Score -1290200 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -1290563.750000 Penalty: 3072.139893 Iteration 7Q: 3 clusters Score -1290564 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8721 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -1290986.000000 Penalty: 3072.139893 Iteration 8Q: 3 clusters Score -1290986 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9144 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1291418.375000 Penalty: 3072.139893 Iteration 9Q: 3 clusters Score -1291418 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9552 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1291781.125000 Penalty: 3072.139893 Iteration 10Q: 3 clusters Score -1291781 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9905 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1292065.375000 Penalty: 3072.139893 Iteration 11Q: 3 clusters Score -1292065 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -1292298.750000 Penalty: 3072.139893 Iteration 12Q: 3 clusters Score -1292299 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10462 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -1292480.625000 Penalty: 3072.139893 Iteration 13Q: 3 clusters Score -1292481 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -1292645.375000 Penalty: 3072.139893 Iteration 14Q: 3 clusters Score -1292645 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10894 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -1292779.250000 Penalty: 3072.139893 Iteration 15Q: 3 clusters Score -1292779 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -1292893.875000 Penalty: 3072.139893 Iteration 16Q: 3 clusters Score -1292894 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11227 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -1292995.750000 Penalty: 3072.139893 Iteration 17Q: 3 clusters Score -1292996 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1293061.500000 Penalty: 3072.139893 Iteration 18Q: 3 clusters Score -1293062 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -1293119.625000 Penalty: 3072.139893 Iteration 19Q: 3 clusters Score -1293120 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -1293164.500000 Penalty: 3072.139893 Iteration 20F: 3 clusters Score -1293164 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11625 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1293199.375000 Penalty: 3072.139893 Iteration 21Q: 3 clusters Score -1293199 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11677 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1293227.125000 Penalty: 3072.139893 Iteration 22Q: 3 clusters Score -1293227 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11734 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1293260.750000 Penalty: 3072.139893 Iteration 23Q: 3 clusters Score -1293261 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11787 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1293284.250000 Penalty: 3072.139893 Iteration 24Q: 3 clusters Score -1293284 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11832 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1293306.000000 Penalty: 3072.139893 Iteration 25Q: 3 clusters Score -1293306 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1293331.375000 Penalty: 3072.139893 Iteration 26Q: 3 clusters Score -1293331 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11913 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1293343.625000 Penalty: 3072.139893 Iteration 27Q: 3 clusters Score -1293344 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1293357.875000 Penalty: 3072.139893 Iteration 28Q: 3 clusters Score -1293358 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11964 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -1293369.375000 Penalty: 3072.139893 Iteration 29Q: 3 clusters Score -1293369 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1293374.625000 Penalty: 3072.139893 Iteration 30Q: 3 clusters Score -1293375 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11987 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1293375.500000 Penalty: 3072.139893 Iteration 31Q: 3 clusters Score -1293376 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1293378.250000 Penalty: 3072.139893 Iteration 32Q: 3 clusters Score -1293378 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12002 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1293379.625000 Penalty: 3072.139893 Iteration 33Q: 3 clusters Score -1293380 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12007 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -1293382.375000 Penalty: 3072.139893 Iteration 34Q: 3 clusters Score -1293382 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12016 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1293388.000000 Penalty: 3072.139893 Iteration 35Q: 3 clusters Score -1293388 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12027 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1293393.500000 Penalty: 3072.139893 Iteration 36Q: 3 clusters Score -1293394 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -1293398.125000 Penalty: 3072.139893 Iteration 37Q: 3 clusters Score -1293398 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -1293399.375000 Penalty: 3072.139893 Iteration 38Q: 3 clusters Score -1293399 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -1293402.125000 Penalty: 3072.139893 Iteration 39Q: 3 clusters Score -1293402 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12068 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -1293406.625000 Penalty: 3072.139893 Iteration 40F: 3 clusters Score -1293407 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1293410.875000 Penalty: 3072.139893 Iteration 41Q: 3 clusters Score -1293411 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12090 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1293412.875000 Penalty: 3072.139893 Iteration 42Q: 3 clusters Score -1293413 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12098 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -1293417.375000 Penalty: 3072.139893 Iteration 43Q: 3 clusters Score -1293417 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1293421.750000 Penalty: 3072.139893 Iteration 44Q: 3 clusters Score -1293422 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12113 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -1293422.375000 Penalty: 3072.139893 Iteration 45Q: 3 clusters Score -1293422 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12115 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -1293427.625000 Penalty: 3072.139893 Iteration 46Q: 3 clusters Score -1293428 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12122 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1293431.375000 Penalty: 3072.139893 Iteration 47Q: 3 clusters Score -1293431 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12129 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -1293436.875000 Penalty: 3072.139893 Iteration 48Q: 3 clusters Score -1293437 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12139 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1293444.625000 Penalty: 3072.139893 Iteration 49Q: 3 clusters Score -1293445 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12146 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -1293449.500000 Penalty: 3072.139893 Iteration 50Q: 3 clusters Score -1293450 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12149 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -1293451.250000 Penalty: 3072.139893 Iteration 51Q: 3 clusters Score -1293451 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12149 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -1293452.000000 Penalty: 3072.139893 Iteration 52Q: 3 clusters Score -1293452 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12150 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -1293451.625000 Penalty: 3072.139893 Iteration 53Q: 3 clusters Score -1293452 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12151 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -1293451.875000 Penalty: 3072.139893 Iteration 54Q: 3 clusters Score -1293452 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12153 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -1293452.375000 Penalty: 3072.139893 Iteration 55Q: 3 clusters Score -1293452 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1293452.375000 Penalty: 3072.139893 Iteration 56Q: 3 clusters Score -1293452 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12155 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1293453.500000 Penalty: 3072.139893 Iteration 57Q: 3 clusters Score -1293454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12157 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1293456.000000 Penalty: 3072.139893 Iteration 58Q: 3 clusters Score -1293456 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12157 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1293456.000000 Penalty: 3072.139893 Iteration 59F: 3 clusters Score -1293456 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Entering Unmasked Estep Score: -75152.382812 Penalty: 1080.670288 Iteration 0F: 2 clusters Score -75152.38 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 390 members Entering Unmasked Estep Score: -73839.562500 Penalty: 2161.340576 Iteration 0F: 3 clusters Score -73839.56 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -74021.554688 Penalty: 2161.340576 Iteration 1F: 3 clusters Score -74021.55 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -74086.710938 Penalty: 2161.340576 Iteration 2F: 3 clusters Score -74086.71 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -74116.914062 Penalty: 2161.340576 Iteration 3Q: 3 clusters Score -74116.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -74131.335938 Penalty: 2161.340576 Iteration 4Q: 3 clusters Score -74131.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -74141.773438 Penalty: 2161.340576 Iteration 5Q: 3 clusters Score -74141.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -74151.132812 Penalty: 2161.340576 Iteration 6Q: 3 clusters Score -74151.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -74155.851562 Penalty: 2161.340576 Iteration 7Q: 3 clusters Score -74155.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -74157.875000 Penalty: 2161.340576 Iteration 8Q: 3 clusters Score -74157.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -74158.359375 Penalty: 2161.340576 Iteration 9Q: 3 clusters Score -74158.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -74158.359375 Penalty: 2161.340576 Iteration 10F: 3 clusters Score -74158.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Entering Unmasked Estep Score: -526790.750000 Penalty: 1390.635864 Iteration 0F: 2 clusters Score -526790.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -522654.093750 Penalty: 2781.271729 Iteration 0F: 3 clusters Score -522654.1 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -523797.687500 Penalty: 2781.271729 Iteration 1F: 3 clusters Score -523797.7 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -524000.937500 Penalty: 2781.271729 Iteration 2F: 3 clusters Score -524000.9 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -524131.281250 Penalty: 2781.271729 Iteration 3F: 3 clusters Score -524131.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -524239.437500 Penalty: 2781.271729 Iteration 4Q: 3 clusters Score -524239.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -524334.312500 Penalty: 2781.271729 Iteration 5Q: 3 clusters Score -524334.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -524428.500000 Penalty: 2781.271729 Iteration 6Q: 3 clusters Score -524428.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -524527.625000 Penalty: 2781.271729 Iteration 7Q: 3 clusters Score -524527.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -524624.062500 Penalty: 2781.271729 Iteration 8Q: 3 clusters Score -524624.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -524728.812500 Penalty: 2781.271729 Iteration 9Q: 3 clusters Score -524728.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -524821.125000 Penalty: 2781.271729 Iteration 10Q: 3 clusters Score -524821.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -524936.000000 Penalty: 2781.271729 Iteration 11Q: 3 clusters Score -524936 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -525053.812500 Penalty: 2781.271729 Iteration 12Q: 3 clusters Score -525053.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -525148.812500 Penalty: 2781.271729 Iteration 13Q: 3 clusters Score -525148.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -525220.687500 Penalty: 2781.271729 Iteration 14Q: 3 clusters Score -525220.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -525286.312500 Penalty: 2781.271729 Iteration 15Q: 3 clusters Score -525286.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -525339.062500 Penalty: 2781.271729 Iteration 16Q: 3 clusters Score -525339.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -525373.187500 Penalty: 2781.271729 Iteration 17Q: 3 clusters Score -525373.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -525396.812500 Penalty: 2781.271729 Iteration 18Q: 3 clusters Score -525396.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -525407.125000 Penalty: 2781.271729 Iteration 19Q: 3 clusters Score -525407.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -525415.000000 Penalty: 2781.271729 Iteration 20F: 3 clusters Score -525415 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -525418.875000 Penalty: 2781.271729 Iteration 21Q: 3 clusters Score -525418.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -525421.187500 Penalty: 2781.271729 Iteration 22Q: 3 clusters Score -525421.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -525421.062500 Penalty: 2781.271729 Iteration 23Q: 3 clusters Score -525421.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -525421.812500 Penalty: 2781.271729 Iteration 24Q: 3 clusters Score -525421.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -525423.812500 Penalty: 2781.271729 Iteration 25Q: 3 clusters Score -525423.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -525424.437500 Penalty: 2781.271729 Iteration 26Q: 3 clusters Score -525424.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -525424.875000 Penalty: 2781.271729 Iteration 27Q: 3 clusters Score -525424.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -525426.312500 Penalty: 2781.271729 Iteration 28Q: 3 clusters Score -525426.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -525427.250000 Penalty: 2781.271729 Iteration 29Q: 3 clusters Score -525427.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -525427.937500 Penalty: 2781.271729 Iteration 30Q: 3 clusters Score -525427.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -525427.437500 Penalty: 2781.271729 Iteration 31Q: 3 clusters Score -525427.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -525427.437500 Penalty: 2781.271729 Iteration 32F: 3 clusters Score -525427.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (12959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Entering Unmasked Estep Score: -1312462.000000 Penalty: 1538.801147 Iteration 0F: 2 clusters Score -1312462 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -1303523.750000 Penalty: 3077.602295 Iteration 0F: 3 clusters Score -1303524 nChanged 5612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -1306471.375000 Penalty: 3077.602295 Iteration 1F: 3 clusters Score -1306471 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -1306717.375000 Penalty: 3077.602295 Iteration 2F: 3 clusters Score -1306717 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -1306934.625000 Penalty: 3077.602295 Iteration 3Q: 3 clusters Score -1306935 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -1307128.125000 Penalty: 3077.602295 Iteration 4Q: 3 clusters Score -1307128 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -1307306.500000 Penalty: 3077.602295 Iteration 5Q: 3 clusters Score -1307306 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -1307525.250000 Penalty: 3077.602295 Iteration 6Q: 3 clusters Score -1307525 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -1307764.500000 Penalty: 3077.602295 Iteration 7Q: 3 clusters Score -1307764 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -1308085.875000 Penalty: 3077.602295 Iteration 8Q: 3 clusters Score -1308086 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1308457.500000 Penalty: 3077.602295 Iteration 9Q: 3 clusters Score -1308458 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8353 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -1308862.375000 Penalty: 3077.602295 Iteration 10Q: 3 clusters Score -1308862 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8665 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1309292.250000 Penalty: 3077.602295 Iteration 11Q: 3 clusters Score -1309292 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8945 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -1309634.500000 Penalty: 3077.602295 Iteration 12Q: 3 clusters Score -1309634 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1309896.375000 Penalty: 3077.602295 Iteration 13Q: 3 clusters Score -1309896 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -1310107.125000 Penalty: 3077.602295 Iteration 14Q: 3 clusters Score -1310107 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1310262.625000 Penalty: 3077.602295 Iteration 15Q: 3 clusters Score -1310263 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -1310388.375000 Penalty: 3077.602295 Iteration 16Q: 3 clusters Score -1310388 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -1310488.750000 Penalty: 3077.602295 Iteration 17Q: 3 clusters Score -1310489 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -1310575.375000 Penalty: 3077.602295 Iteration 18Q: 3 clusters Score -1310575 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10066 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -1310654.500000 Penalty: 3077.602295 Iteration 19Q: 3 clusters Score -1310654 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10177 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -1310706.750000 Penalty: 3077.602295 Iteration 20F: 3 clusters Score -1310707 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -1310758.000000 Penalty: 3077.602295 Iteration 21Q: 3 clusters Score -1310758 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10377 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -1310783.750000 Penalty: 3077.602295 Iteration 22Q: 3 clusters Score -1310784 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10445 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1310806.000000 Penalty: 3077.602295 Iteration 23Q: 3 clusters Score -1310806 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1310830.875000 Penalty: 3077.602295 Iteration 24Q: 3 clusters Score -1310831 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10581 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -1310854.875000 Penalty: 3077.602295 Iteration 25Q: 3 clusters Score -1310855 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10634 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -1310868.625000 Penalty: 3077.602295 Iteration 26Q: 3 clusters Score -1310869 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10682 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -1310881.875000 Penalty: 3077.602295 Iteration 27Q: 3 clusters Score -1310882 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -1310895.875000 Penalty: 3077.602295 Iteration 28Q: 3 clusters Score -1310896 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10772 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1310908.250000 Penalty: 3077.602295 Iteration 29Q: 3 clusters Score -1310908 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10806 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1310917.250000 Penalty: 3077.602295 Iteration 30Q: 3 clusters Score -1310917 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10844 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1310922.375000 Penalty: 3077.602295 Iteration 31Q: 3 clusters Score -1310922 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -1310933.125000 Penalty: 3077.602295 Iteration 32Q: 3 clusters Score -1310933 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10914 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1310944.250000 Penalty: 3077.602295 Iteration 33Q: 3 clusters Score -1310944 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -1310950.875000 Penalty: 3077.602295 Iteration 34Q: 3 clusters Score -1310951 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10994 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -1310967.875000 Penalty: 3077.602295 Iteration 35Q: 3 clusters Score -1310968 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11029 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -1310975.375000 Penalty: 3077.602295 Iteration 36Q: 3 clusters Score -1310975 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -1310997.375000 Penalty: 3077.602295 Iteration 37Q: 3 clusters Score -1310997 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -1311013.250000 Penalty: 3077.602295 Iteration 38Q: 3 clusters Score -1311013 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11180 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -1311025.750000 Penalty: 3077.602295 Iteration 39Q: 3 clusters Score -1311026 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11228 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1311040.500000 Penalty: 3077.602295 Iteration 40F: 3 clusters Score -1311040 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -1311047.750000 Penalty: 3077.602295 Iteration 41Q: 3 clusters Score -1311048 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11301 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -1311057.125000 Penalty: 3077.602295 Iteration 42Q: 3 clusters Score -1311057 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11328 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -1311062.875000 Penalty: 3077.602295 Iteration 43Q: 3 clusters Score -1311063 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -1311076.125000 Penalty: 3077.602295 Iteration 44Q: 3 clusters Score -1311076 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11381 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1311087.000000 Penalty: 3077.602295 Iteration 45Q: 3 clusters Score -1311087 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -1311096.625000 Penalty: 3077.602295 Iteration 46Q: 3 clusters Score -1311097 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1311110.375000 Penalty: 3077.602295 Iteration 47Q: 3 clusters Score -1311110 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -1311116.250000 Penalty: 3077.602295 Iteration 48Q: 3 clusters Score -1311116 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11484 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -1311122.750000 Penalty: 3077.602295 Iteration 49Q: 3 clusters Score -1311123 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11494 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1311125.125000 Penalty: 3077.602295 Iteration 50Q: 3 clusters Score -1311125 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -1311123.625000 Penalty: 3077.602295 Iteration 51Q: 3 clusters Score -1311124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1311125.375000 Penalty: 3077.602295 Iteration 52Q: 3 clusters Score -1311125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1311127.750000 Penalty: 3077.602295 Iteration 53Q: 3 clusters Score -1311128 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -1311127.750000 Penalty: 3077.602295 Iteration 54Q: 3 clusters Score -1311128 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -1311127.750000 Penalty: 3077.602295 Iteration 55F: 3 clusters Score -1311128 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Entering Unmasked Estep Score: -44755.261719 Penalty: 1000.852966 Iteration 0F: 2 clusters Score -44755.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -43702.382812 Penalty: 2001.705933 Iteration 0F: 3 clusters Score -43702.38 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -43842.296875 Penalty: 2001.705933 Iteration 1F: 3 clusters Score -43842.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -43862.597656 Penalty: 2001.705933 Iteration 2Q: 3 clusters Score -43862.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -43866.000000 Penalty: 2001.705933 Iteration 3Q: 3 clusters Score -43866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -43866.539062 Penalty: 2001.705933 Iteration 4Q: 3 clusters Score -43866.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -43866.539062 Penalty: 2001.705933 Iteration 5F: 3 clusters Score -43866.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (3360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Entering Unmasked Estep Score: -309502.593750 Penalty: 1319.450684 Iteration 0F: 2 clusters Score -309502.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -306564.906250 Penalty: 2638.901367 Iteration 0F: 3 clusters Score -306564.9 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -307342.968750 Penalty: 2638.901367 Iteration 1F: 3 clusters Score -307343 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -307711.562500 Penalty: 2638.901367 Iteration 2F: 3 clusters Score -307711.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -308137.500000 Penalty: 2638.901367 Iteration 3F: 3 clusters Score -308137.5 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -308487.937500 Penalty: 2638.901367 Iteration 4F: 3 clusters Score -308487.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -308763.656250 Penalty: 2638.901367 Iteration 5F: 3 clusters Score -308763.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -308958.843750 Penalty: 2638.901367 Iteration 6F: 3 clusters Score -308958.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -309081.343750 Penalty: 2638.901367 Iteration 7Q: 3 clusters Score -309081.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -309143.781250 Penalty: 2638.901367 Iteration 8Q: 3 clusters Score -309143.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -309181.531250 Penalty: 2638.901367 Iteration 9Q: 3 clusters Score -309181.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -309198.593750 Penalty: 2638.901367 Iteration 10Q: 3 clusters Score -309198.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -309207.406250 Penalty: 2638.901367 Iteration 11Q: 3 clusters Score -309207.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -309218.375000 Penalty: 2638.901367 Iteration 12Q: 3 clusters Score -309218.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -309227.843750 Penalty: 2638.901367 Iteration 13Q: 3 clusters Score -309227.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -309234.343750 Penalty: 2638.901367 Iteration 14Q: 3 clusters Score -309234.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -309239.781250 Penalty: 2638.901367 Iteration 15Q: 3 clusters Score -309239.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -309242.281250 Penalty: 2638.901367 Iteration 16Q: 3 clusters Score -309242.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -309245.093750 Penalty: 2638.901367 Iteration 17Q: 3 clusters Score -309245.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -309247.312500 Penalty: 2638.901367 Iteration 18Q: 3 clusters Score -309247.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -309252.031250 Penalty: 2638.901367 Iteration 19Q: 3 clusters Score -309252 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -309254.093750 Penalty: 2638.901367 Iteration 20F: 3 clusters Score -309254.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -309257.250000 Penalty: 2638.901367 Iteration 21Q: 3 clusters Score -309257.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -309260.031250 Penalty: 2638.901367 Iteration 22Q: 3 clusters Score -309260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -309261.218750 Penalty: 2638.901367 Iteration 23Q: 3 clusters Score -309261.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -309262.375000 Penalty: 2638.901367 Iteration 24Q: 3 clusters Score -309262.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -309262.843750 Penalty: 2638.901367 Iteration 25Q: 3 clusters Score -309262.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -309262.843750 Penalty: 2638.901367 Iteration 26F: 3 clusters Score -309262.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12425 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4087 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16298 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72410 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17126 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1594 members Mstep: Class 22 contains 12743 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5207 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3360 members Entering Unmasked Estep ConsiderDeletion Score: -22264110.000000 Penalty: 54191.679688 Iteration 159Q: 28 clusters Score -2.226411e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12416 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16298 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72409 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17138 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1581 members Mstep: Class 22 contains 12744 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5207 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3370 members Entering Unmasked Estep ConsiderDeletion Score: -22264136.000000 Penalty: 54191.679688 Iteration 160F: 28 clusters Score -2.226414e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12411 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4086 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16298 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72407 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17154 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1562 members Mstep: Class 22 contains 12745 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5207 members Mstep: Class 25 contains 12958 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3382 members Entering Unmasked Estep ConsiderDeletion Score: -22264168.000000 Penalty: 54191.679688 Iteration 161Q: 28 clusters Score -2.226417e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12405 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4085 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16299 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72395 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17173 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1557 members Mstep: Class 22 contains 12746 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5207 members Mstep: Class 25 contains 12958 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3388 members Entering Unmasked Estep ConsiderDeletion Score: -22264206.000000 Penalty: 54191.679688 Iteration 162Q: 28 clusters Score -2.226421e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12398 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4085 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16299 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72389 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17184 members Mstep: Class 16 contains 342 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1549 members Mstep: Class 22 contains 12746 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5206 members Mstep: Class 25 contains 12959 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3399 members Entering Unmasked Estep ConsiderDeletion Score: -22264226.000000 Penalty: 54191.679688 Iteration 163Q: 28 clusters Score -2.226423e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12390 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4087 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16300 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72377 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17198 members Mstep: Class 16 contains 341 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1545 members Mstep: Class 22 contains 12745 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5207 members Mstep: Class 25 contains 12961 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3405 members Entering Unmasked Estep ConsiderDeletion Score: -22264252.000000 Penalty: 54191.679688 Iteration 164Q: 28 clusters Score -2.226425e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12383 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4090 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16301 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72364 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17206 members Mstep: Class 16 contains 341 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1543 members Mstep: Class 22 contains 12747 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5208 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3411 members Entering Unmasked Estep ConsiderDeletion Score: -22264242.000000 Penalty: 54191.679688 Iteration 165Q: 28 clusters Score -2.226424e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12371 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4093 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16301 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72357 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17217 members Mstep: Class 16 contains 341 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1536 members Mstep: Class 22 contains 12748 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5209 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3421 members Entering Unmasked Estep ConsiderDeletion Score: -22264260.000000 Penalty: 54191.679688 Iteration 166Q: 28 clusters Score -2.226426e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12362 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4095 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16301 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72353 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17228 members Mstep: Class 16 contains 341 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1529 members Mstep: Class 22 contains 12748 members Mstep: Class 23 contains 773 members Mstep: Class 24 contains 5209 members Mstep: Class 25 contains 12963 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3427 members Entering Unmasked Estep ConsiderDeletion Score: -22264250.000000 Penalty: 54191.679688 Iteration 167Q: 28 clusters Score -2.226425e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12350 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4096 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16301 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72349 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17243 members Mstep: Class 16 contains 341 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1529 members Mstep: Class 22 contains 12748 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5208 members Mstep: Class 25 contains 12963 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3426 members Entering Unmasked Estep ConsiderDeletion Score: -22264238.000000 Penalty: 54191.679688 Iteration 168Q: 28 clusters Score -2.226424e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 12347 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4097 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16301 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3765 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72341 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17257 members Mstep: Class 16 contains 341 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1520 members Mstep: Class 22 contains 12749 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5208 members Mstep: Class 25 contains 12964 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3428 members Entering Unmasked Estep ConsiderDeletion Score: -22264242.000000 Penalty: 54191.679688 Iteration 169Q: 28 clusters Score -2.226424e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12345 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4097 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16301 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3766 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72335 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17269 members Mstep: Class 16 contains 340 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1515 members Mstep: Class 22 contains 12749 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5208 members Mstep: Class 25 contains 12963 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3431 members Entering Unmasked Estep ConsiderDeletion Score: -22264228.000000 Penalty: 54191.679688 Iteration 170Q: 28 clusters Score -2.226423e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12342 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4099 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16301 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72328 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17277 members Mstep: Class 16 contains 340 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1510 members Mstep: Class 22 contains 12749 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5208 members Mstep: Class 25 contains 12963 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3435 members Entering Unmasked Estep ConsiderDeletion Score: -22264236.000000 Penalty: 54191.679688 Iteration 171Q: 28 clusters Score -2.226424e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12339 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16301 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72321 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17286 members Mstep: Class 16 contains 340 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1502 members Mstep: Class 22 contains 12749 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5209 members Mstep: Class 25 contains 12963 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3442 members Entering Unmasked Estep ConsiderDeletion Score: -22264228.000000 Penalty: 54191.679688 Iteration 172Q: 28 clusters Score -2.226423e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12336 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4101 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16301 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72314 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17291 members Mstep: Class 16 contains 340 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1497 members Mstep: Class 22 contains 12749 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5212 members Mstep: Class 25 contains 12963 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3448 members Entering Unmasked Estep ConsiderDeletion Score: -22264246.000000 Penalty: 54191.679688 Iteration 173Q: 28 clusters Score -2.226425e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12332 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16302 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72308 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17293 members Mstep: Class 16 contains 342 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 1933 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1498 members Mstep: Class 22 contains 12749 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5212 members Mstep: Class 25 contains 12963 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3452 members Entering Unmasked Estep ConsiderDeletion Score: -22264254.000000 Penalty: 54191.679688 Iteration 174Q: 28 clusters Score -2.226425e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12328 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2795 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16304 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72300 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17296 members Mstep: Class 16 contains 342 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1934 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1504 members Mstep: Class 22 contains 12750 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5213 members Mstep: Class 25 contains 12961 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3452 members Entering Unmasked Estep ConsiderDeletion Score: -22264246.000000 Penalty: 54191.679688 Iteration 175Q: 28 clusters Score -2.226425e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12327 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 72291 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17299 members Mstep: Class 16 contains 342 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1934 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1505 members Mstep: Class 22 contains 12751 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12961 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3454 members Entering Unmasked Estep ConsiderDeletion Score: -22264242.000000 Penalty: 54191.679688 Iteration 176Q: 28 clusters Score -2.226424e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12324 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72287 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17306 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1934 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1501 members Mstep: Class 22 contains 12752 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12961 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3455 members Entering Unmasked Estep ConsiderDeletion Score: -22264240.000000 Penalty: 54191.679688 Iteration 177Q: 28 clusters Score -2.226424e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12322 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72285 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17312 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1934 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1497 members Mstep: Class 22 contains 12752 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12961 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3457 members Entering Unmasked Estep ConsiderDeletion Score: -22264248.000000 Penalty: 54191.679688 Iteration 178Q: 28 clusters Score -2.226425e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12321 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72282 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17321 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1491 members Mstep: Class 22 contains 12752 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3456 members Entering Unmasked Estep ConsiderDeletion Score: -22264284.000000 Penalty: 54191.679688 Iteration 179Q: 28 clusters Score -2.226428e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12320 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72279 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17325 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1489 members Mstep: Class 22 contains 12752 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3458 members Entering Unmasked Estep ConsiderDeletion Score: -22264286.000000 Penalty: 54191.679688 Iteration 180F: 28 clusters Score -2.226429e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12320 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72275 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17330 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 12752 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3459 members Entering Unmasked Estep ConsiderDeletion Score: -22264288.000000 Penalty: 54191.679688 Iteration 181Q: 28 clusters Score -2.226429e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12320 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72269 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17333 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Entering Unmasked Estep ConsiderDeletion Score: -22264276.000000 Penalty: 54191.679688 Iteration 182Q: 28 clusters Score -2.226428e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12319 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72266 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17336 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1488 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Entering Unmasked Estep ConsiderDeletion Score: -22264276.000000 Penalty: 54191.679688 Iteration 183Q: 28 clusters Score -2.226428e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12319 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72262 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17341 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Entering Unmasked Estep ConsiderDeletion Score: -22264280.000000 Penalty: 54191.679688 Iteration 184Q: 28 clusters Score -2.226428e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12319 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72261 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17342 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Entering Unmasked Estep ConsiderDeletion Score: -22264274.000000 Penalty: 54191.679688 Iteration 185Q: 28 clusters Score -2.226427e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12319 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72260 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17343 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Entering Unmasked Estep ConsiderDeletion Score: -22264276.000000 Penalty: 54191.679688 Iteration 186Q: 28 clusters Score -2.226428e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 12319 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72260 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17343 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Entering Unmasked Estep ConsiderDeletion Score: -22264276.000000 Penalty: 54191.679688 Iteration 187F: 28 clusters Score -2.226428e+07 nChanged 0 Entering ConstructFrom: Score: -22264276.000000 Penalty: 54191.679688 Entering ConstructFrom: Trying to split cluster 1 (40598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40598 members Entering Unmasked Estep Score: -3994561.000000 Penalty: 1724.364502 Iteration 0F: 2 clusters Score -3994561 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20367 members Mstep: Class 2 contains 20231 members Entering Unmasked Estep Score: -3967330.000000 Penalty: 3448.729004 Iteration 0F: 3 clusters Score -3967330 nChanged 18899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20870 members Mstep: Class 2 contains 19728 members Entering Unmasked Estep Score: -3978364.750000 Penalty: 3448.729004 Iteration 1F: 3 clusters Score -3978365 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21069 members Mstep: Class 2 contains 19529 members Entering Unmasked Estep Score: -3979586.000000 Penalty: 3448.729004 Iteration 2F: 3 clusters Score -3979586 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21316 members Mstep: Class 2 contains 19282 members Entering Unmasked Estep Score: -3981247.750000 Penalty: 3448.729004 Iteration 3F: 3 clusters Score -3981248 nChanged 2814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21462 members Mstep: Class 2 contains 19136 members Entering Unmasked Estep Score: -3983317.750000 Penalty: 3448.729004 Iteration 4F: 3 clusters Score -3983318 nChanged 2977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21519 members Mstep: Class 2 contains 19079 members Entering Unmasked Estep Score: -3985599.750000 Penalty: 3448.729004 Iteration 5F: 3 clusters Score -3985600 nChanged 2915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21452 members Mstep: Class 2 contains 19146 members Entering Unmasked Estep Score: -3987824.000000 Penalty: 3448.729004 Iteration 6F: 3 clusters Score -3987824 nChanged 2594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21336 members Mstep: Class 2 contains 19262 members Entering Unmasked Estep Score: -3989574.500000 Penalty: 3448.729004 Iteration 7F: 3 clusters Score -3989574 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21230 members Mstep: Class 2 contains 19368 members Entering Unmasked Estep Score: -3990699.500000 Penalty: 3448.729004 Iteration 8F: 3 clusters Score -3990700 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21127 members Mstep: Class 2 contains 19471 members Entering Unmasked Estep Score: -3991434.000000 Penalty: 3448.729004 Iteration 9Q: 3 clusters Score -3991434 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21026 members Mstep: Class 2 contains 19572 members Entering Unmasked Estep Score: -3991907.250000 Penalty: 3448.729004 Iteration 10Q: 3 clusters Score -3991907 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20946 members Mstep: Class 2 contains 19652 members Entering Unmasked Estep Score: -3992188.750000 Penalty: 3448.729004 Iteration 11Q: 3 clusters Score -3992189 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20921 members Mstep: Class 2 contains 19677 members Entering Unmasked Estep Score: -3992371.000000 Penalty: 3448.729004 Iteration 12Q: 3 clusters Score -3992371 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20907 members Mstep: Class 2 contains 19691 members Entering Unmasked Estep Score: -3992499.750000 Penalty: 3448.729004 Iteration 13Q: 3 clusters Score -3992500 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20914 members Mstep: Class 2 contains 19684 members Entering Unmasked Estep Score: -3992555.250000 Penalty: 3448.729004 Iteration 14Q: 3 clusters Score -3992555 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20967 members Mstep: Class 2 contains 19631 members Entering Unmasked Estep Score: -3992597.000000 Penalty: 3448.729004 Iteration 15Q: 3 clusters Score -3992597 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21038 members Mstep: Class 2 contains 19560 members Entering Unmasked Estep Score: -3992657.000000 Penalty: 3448.729004 Iteration 16Q: 3 clusters Score -3992657 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21131 members Mstep: Class 2 contains 19467 members Entering Unmasked Estep Score: -3992715.750000 Penalty: 3448.729004 Iteration 17Q: 3 clusters Score -3992716 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21236 members Mstep: Class 2 contains 19362 members Entering Unmasked Estep Score: -3992771.000000 Penalty: 3448.729004 Iteration 18Q: 3 clusters Score -3992771 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21332 members Mstep: Class 2 contains 19266 members Entering Unmasked Estep Score: -3992832.750000 Penalty: 3448.729004 Iteration 19Q: 3 clusters Score -3992833 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21479 members Mstep: Class 2 contains 19119 members Entering Unmasked Estep Score: -3992937.250000 Penalty: 3448.729004 Iteration 20F: 3 clusters Score -3992937 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21638 members Mstep: Class 2 contains 18960 members Entering Unmasked Estep Score: -3993007.250000 Penalty: 3448.729004 Iteration 21Q: 3 clusters Score -3993007 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21817 members Mstep: Class 2 contains 18781 members Entering Unmasked Estep Score: -3993092.500000 Penalty: 3448.729004 Iteration 22Q: 3 clusters Score -3993092 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21997 members Mstep: Class 2 contains 18601 members Entering Unmasked Estep Score: -3993176.500000 Penalty: 3448.729004 Iteration 23Q: 3 clusters Score -3993176 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22163 members Mstep: Class 2 contains 18435 members Entering Unmasked Estep Score: -3993237.750000 Penalty: 3448.729004 Iteration 24Q: 3 clusters Score -3993238 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22322 members Mstep: Class 2 contains 18276 members Entering Unmasked Estep Score: -3993284.250000 Penalty: 3448.729004 Iteration 25Q: 3 clusters Score -3993284 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22458 members Mstep: Class 2 contains 18140 members Entering Unmasked Estep Score: -3993330.500000 Penalty: 3448.729004 Iteration 26Q: 3 clusters Score -3993330 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22619 members Mstep: Class 2 contains 17979 members Entering Unmasked Estep Score: -3993354.250000 Penalty: 3448.729004 Iteration 27Q: 3 clusters Score -3993354 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22780 members Mstep: Class 2 contains 17818 members Entering Unmasked Estep Score: -3993391.250000 Penalty: 3448.729004 Iteration 28Q: 3 clusters Score -3993391 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22922 members Mstep: Class 2 contains 17676 members Entering Unmasked Estep Score: -3993443.000000 Penalty: 3448.729004 Iteration 29Q: 3 clusters Score -3993443 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23036 members Mstep: Class 2 contains 17562 members Entering Unmasked Estep Score: -3993474.750000 Penalty: 3448.729004 Iteration 30Q: 3 clusters Score -3993475 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23168 members Mstep: Class 2 contains 17430 members Entering Unmasked Estep Score: -3993467.500000 Penalty: 3448.729004 Iteration 31Q: 3 clusters Score -3993468 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23305 members Mstep: Class 2 contains 17293 members Entering Unmasked Estep Score: -3993490.750000 Penalty: 3448.729004 Iteration 32Q: 3 clusters Score -3993491 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23434 members Mstep: Class 2 contains 17164 members Entering Unmasked Estep Score: -3993490.750000 Penalty: 3448.729004 Iteration 33Q: 3 clusters Score -3993491 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23547 members Mstep: Class 2 contains 17051 members Entering Unmasked Estep Score: -3993504.500000 Penalty: 3448.729004 Iteration 34Q: 3 clusters Score -3993504 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23666 members Mstep: Class 2 contains 16932 members Entering Unmasked Estep Score: -3993514.000000 Penalty: 3448.729004 Iteration 35Q: 3 clusters Score -3993514 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23805 members Mstep: Class 2 contains 16793 members Entering Unmasked Estep Score: -3993528.500000 Penalty: 3448.729004 Iteration 36Q: 3 clusters Score -3993528 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23945 members Mstep: Class 2 contains 16653 members Entering Unmasked Estep Score: -3993544.500000 Penalty: 3448.729004 Iteration 37Q: 3 clusters Score -3993544 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24096 members Mstep: Class 2 contains 16502 members Entering Unmasked Estep Score: -3993559.750000 Penalty: 3448.729004 Iteration 38Q: 3 clusters Score -3993560 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24258 members Mstep: Class 2 contains 16340 members Entering Unmasked Estep Score: -3993592.000000 Penalty: 3448.729004 Iteration 39Q: 3 clusters Score -3993592 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24408 members Mstep: Class 2 contains 16190 members Entering Unmasked Estep Score: -3993608.000000 Penalty: 3448.729004 Iteration 40F: 3 clusters Score -3993608 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24549 members Mstep: Class 2 contains 16049 members Entering Unmasked Estep Score: -3993606.500000 Penalty: 3448.729004 Iteration 41Q: 3 clusters Score -3993606 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24698 members Mstep: Class 2 contains 15900 members Entering Unmasked Estep Score: -3993628.250000 Penalty: 3448.729004 Iteration 42Q: 3 clusters Score -3993628 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24848 members Mstep: Class 2 contains 15750 members Entering Unmasked Estep Score: -3993638.750000 Penalty: 3448.729004 Iteration 43Q: 3 clusters Score -3993639 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25014 members Mstep: Class 2 contains 15584 members Entering Unmasked Estep Score: -3993674.750000 Penalty: 3448.729004 Iteration 44Q: 3 clusters Score -3993675 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25194 members Mstep: Class 2 contains 15404 members Entering Unmasked Estep Score: -3993696.000000 Penalty: 3448.729004 Iteration 45Q: 3 clusters Score -3993696 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25392 members Mstep: Class 2 contains 15206 members Entering Unmasked Estep Score: -3993725.750000 Penalty: 3448.729004 Iteration 46Q: 3 clusters Score -3993726 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25590 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -3993760.500000 Penalty: 3448.729004 Iteration 47Q: 3 clusters Score -3993760 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25799 members Mstep: Class 2 contains 14799 members Entering Unmasked Estep Score: -3993793.500000 Penalty: 3448.729004 Iteration 48Q: 3 clusters Score -3993794 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26019 members Mstep: Class 2 contains 14579 members Entering Unmasked Estep Score: -3993833.000000 Penalty: 3448.729004 Iteration 49Q: 3 clusters Score -3993833 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26267 members Mstep: Class 2 contains 14331 members Entering Unmasked Estep Score: -3993878.500000 Penalty: 3448.729004 Iteration 50Q: 3 clusters Score -3993878 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26527 members Mstep: Class 2 contains 14071 members Entering Unmasked Estep Score: -3993923.500000 Penalty: 3448.729004 Iteration 51Q: 3 clusters Score -3993924 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26819 members Mstep: Class 2 contains 13779 members Entering Unmasked Estep Score: -3993992.000000 Penalty: 3448.729004 Iteration 52Q: 3 clusters Score -3993992 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27132 members Mstep: Class 2 contains 13466 members Entering Unmasked Estep Score: -3994067.750000 Penalty: 3448.729004 Iteration 53Q: 3 clusters Score -3994068 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27466 members Mstep: Class 2 contains 13132 members Entering Unmasked Estep Score: -3994162.750000 Penalty: 3448.729004 Iteration 54Q: 3 clusters Score -3994163 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27834 members Mstep: Class 2 contains 12764 members Entering Unmasked Estep Score: -3994249.000000 Penalty: 3448.729004 Iteration 55Q: 3 clusters Score -3994249 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28210 members Mstep: Class 2 contains 12388 members Entering Unmasked Estep Score: -3994350.750000 Penalty: 3448.729004 Iteration 56Q: 3 clusters Score -3994351 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28603 members Mstep: Class 2 contains 11995 members Entering Unmasked Estep Score: -3994472.250000 Penalty: 3448.729004 Iteration 57Q: 3 clusters Score -3994472 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29014 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -3994578.000000 Penalty: 3448.729004 Iteration 58Q: 3 clusters Score -3994578 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29446 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -3994711.500000 Penalty: 3448.729004 Iteration 59Q: 3 clusters Score -3994712 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29890 members Mstep: Class 2 contains 10708 members Entering Unmasked Estep Score: -3994827.750000 Penalty: 3448.729004 Iteration 60F: 3 clusters Score -3994828 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30323 members Mstep: Class 2 contains 10275 members Entering Unmasked Estep Score: -3994977.500000 Penalty: 3448.729004 Iteration 61Q: 3 clusters Score -3994978 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30726 members Mstep: Class 2 contains 9872 members Entering Unmasked Estep Score: -3995083.500000 Penalty: 3448.729004 Iteration 62Q: 3 clusters Score -3995084 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31116 members Mstep: Class 2 contains 9482 members Entering Unmasked Estep Score: -3995168.750000 Penalty: 3448.729004 Iteration 63Q: 3 clusters Score -3995169 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31465 members Mstep: Class 2 contains 9133 members Entering Unmasked Estep Score: -3995246.000000 Penalty: 3448.729004 Iteration 64Q: 3 clusters Score -3995246 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31813 members Mstep: Class 2 contains 8785 members Entering Unmasked Estep Score: -3995333.000000 Penalty: 3448.729004 Iteration 65Q: 3 clusters Score -3995333 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32112 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -3995380.750000 Penalty: 3448.729004 Iteration 66Q: 3 clusters Score -3995381 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32372 members Mstep: Class 2 contains 8226 members Entering Unmasked Estep Score: -3995447.500000 Penalty: 3448.729004 Iteration 67Q: 3 clusters Score -3995448 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32585 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -3995485.500000 Penalty: 3448.729004 Iteration 68Q: 3 clusters Score -3995486 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32778 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -3995522.500000 Penalty: 3448.729004 Iteration 69Q: 3 clusters Score -3995522 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32941 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -3995536.500000 Penalty: 3448.729004 Iteration 70Q: 3 clusters Score -3995536 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33084 members Mstep: Class 2 contains 7514 members Entering Unmasked Estep Score: -3995543.000000 Penalty: 3448.729004 Iteration 71Q: 3 clusters Score -3995543 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33222 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -3995563.250000 Penalty: 3448.729004 Iteration 72Q: 3 clusters Score -3995563 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33346 members Mstep: Class 2 contains 7252 members Entering Unmasked Estep Score: -3995579.500000 Penalty: 3448.729004 Iteration 73Q: 3 clusters Score -3995580 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33458 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -3995580.500000 Penalty: 3448.729004 Iteration 74Q: 3 clusters Score -3995580 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33550 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -3995601.250000 Penalty: 3448.729004 Iteration 75Q: 3 clusters Score -3995601 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33636 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -3995619.250000 Penalty: 3448.729004 Iteration 76Q: 3 clusters Score -3995619 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33716 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -3995626.500000 Penalty: 3448.729004 Iteration 77Q: 3 clusters Score -3995626 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33789 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -3995632.750000 Penalty: 3448.729004 Iteration 78Q: 3 clusters Score -3995633 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33867 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -3995646.000000 Penalty: 3448.729004 Iteration 79Q: 3 clusters Score -3995646 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33935 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -3995650.000000 Penalty: 3448.729004 Iteration 80F: 3 clusters Score -3995650 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33996 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -3995656.500000 Penalty: 3448.729004 Iteration 81Q: 3 clusters Score -3995656 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34067 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -3995667.750000 Penalty: 3448.729004 Iteration 82Q: 3 clusters Score -3995668 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34131 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -3995673.000000 Penalty: 3448.729004 Iteration 83Q: 3 clusters Score -3995673 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34189 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -3995667.250000 Penalty: 3448.729004 Iteration 84Q: 3 clusters Score -3995667 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34242 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -3995673.250000 Penalty: 3448.729004 Iteration 85Q: 3 clusters Score -3995673 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34297 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -3995689.250000 Penalty: 3448.729004 Iteration 86Q: 3 clusters Score -3995689 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34356 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -3995692.750000 Penalty: 3448.729004 Iteration 87Q: 3 clusters Score -3995693 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34418 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -3995689.500000 Penalty: 3448.729004 Iteration 88Q: 3 clusters Score -3995690 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34495 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -3995701.750000 Penalty: 3448.729004 Iteration 89Q: 3 clusters Score -3995702 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34563 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -3995715.250000 Penalty: 3448.729004 Iteration 90Q: 3 clusters Score -3995715 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34642 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -3995720.000000 Penalty: 3448.729004 Iteration 91Q: 3 clusters Score -3995720 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34713 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -3995721.750000 Penalty: 3448.729004 Iteration 92Q: 3 clusters Score -3995722 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34774 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -3995730.500000 Penalty: 3448.729004 Iteration 93Q: 3 clusters Score -3995730 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34837 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -3995741.750000 Penalty: 3448.729004 Iteration 94Q: 3 clusters Score -3995742 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34911 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -3995760.500000 Penalty: 3448.729004 Iteration 95Q: 3 clusters Score -3995760 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35003 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -3995778.250000 Penalty: 3448.729004 Iteration 96Q: 3 clusters Score -3995778 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35102 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -3995815.000000 Penalty: 3448.729004 Iteration 97Q: 3 clusters Score -3995815 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35197 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -3995839.500000 Penalty: 3448.729004 Iteration 98Q: 3 clusters Score -3995840 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35292 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -3995874.500000 Penalty: 3448.729004 Iteration 99Q: 3 clusters Score -3995874 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35399 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -3995933.000000 Penalty: 3448.729004 Iteration 100F: 3 clusters Score -3995933 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35497 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -3995981.000000 Penalty: 3448.729004 Iteration 101Q: 3 clusters Score -3995981 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35586 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -3996022.250000 Penalty: 3448.729004 Iteration 102Q: 3 clusters Score -3996022 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35684 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -3996081.250000 Penalty: 3448.729004 Iteration 103Q: 3 clusters Score -3996081 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35772 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -3996107.000000 Penalty: 3448.729004 Iteration 104Q: 3 clusters Score -3996107 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35843 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -3996137.750000 Penalty: 3448.729004 Iteration 105Q: 3 clusters Score -3996138 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35891 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -3996149.000000 Penalty: 3448.729004 Iteration 106Q: 3 clusters Score -3996149 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35924 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -3996147.250000 Penalty: 3448.729004 Iteration 107Q: 3 clusters Score -3996147 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35942 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -3996149.000000 Penalty: 3448.729004 Iteration 108Q: 3 clusters Score -3996149 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35956 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -3996146.500000 Penalty: 3448.729004 Iteration 109Q: 3 clusters Score -3996146 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35967 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -3996156.000000 Penalty: 3448.729004 Iteration 110Q: 3 clusters Score -3996156 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35970 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -3996155.000000 Penalty: 3448.729004 Iteration 111Q: 3 clusters Score -3996155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35977 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -3996157.250000 Penalty: 3448.729004 Iteration 112Q: 3 clusters Score -3996157 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35983 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -3996153.250000 Penalty: 3448.729004 Iteration 113Q: 3 clusters Score -3996153 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35986 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -3996153.250000 Penalty: 3448.729004 Iteration 114Q: 3 clusters Score -3996153 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35988 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -3996153.750000 Penalty: 3448.729004 Iteration 115Q: 3 clusters Score -3996154 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35988 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -3996153.750000 Penalty: 3448.729004 Iteration 116F: 3 clusters Score -3996154 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35988 members Mstep: Class 2 contains 12319 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 4100 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72260 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17343 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4610 members Entering Unmasked Estep Score: -22265492.000000 Penalty: 56198.781250 Splitting cluster 1 changes total score from -22264276.000000 to -22265492.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 2 (12319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12319 members Entering Unmasked Estep Score: -1236137.125000 Penalty: 1530.570923 Iteration 0F: 2 clusters Score -1236137 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -1227481.250000 Penalty: 3061.141846 Iteration 0F: 3 clusters Score -1227481 nChanged 5411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -1230536.000000 Penalty: 3061.141846 Iteration 1F: 3 clusters Score -1230536 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -1231100.500000 Penalty: 3061.141846 Iteration 2F: 3 clusters Score -1231100 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1231681.250000 Penalty: 3061.141846 Iteration 3F: 3 clusters Score -1231681 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1232239.250000 Penalty: 3061.141846 Iteration 4F: 3 clusters Score -1232239 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1232686.125000 Penalty: 3061.141846 Iteration 5F: 3 clusters Score -1232686 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -1233049.250000 Penalty: 3061.141846 Iteration 6F: 3 clusters Score -1233049 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -1233298.625000 Penalty: 3061.141846 Iteration 7Q: 3 clusters Score -1233299 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -1233447.000000 Penalty: 3061.141846 Iteration 8Q: 3 clusters Score -1233447 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1233527.125000 Penalty: 3061.141846 Iteration 9Q: 3 clusters Score -1233527 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -1233588.125000 Penalty: 3061.141846 Iteration 10Q: 3 clusters Score -1233588 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -1233643.500000 Penalty: 3061.141846 Iteration 11Q: 3 clusters Score -1233644 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -1233693.500000 Penalty: 3061.141846 Iteration 12Q: 3 clusters Score -1233694 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -1233721.625000 Penalty: 3061.141846 Iteration 13Q: 3 clusters Score -1233722 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1233751.750000 Penalty: 3061.141846 Iteration 14Q: 3 clusters Score -1233752 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1233782.875000 Penalty: 3061.141846 Iteration 15Q: 3 clusters Score -1233783 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -1233810.750000 Penalty: 3061.141846 Iteration 16Q: 3 clusters Score -1233811 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1233842.625000 Penalty: 3061.141846 Iteration 17Q: 3 clusters Score -1233843 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1233892.250000 Penalty: 3061.141846 Iteration 18Q: 3 clusters Score -1233892 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1233936.000000 Penalty: 3061.141846 Iteration 19Q: 3 clusters Score -1233936 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -1234003.375000 Penalty: 3061.141846 Iteration 20F: 3 clusters Score -1234003 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8342 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1234081.000000 Penalty: 3061.141846 Iteration 21Q: 3 clusters Score -1234081 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1234149.375000 Penalty: 3061.141846 Iteration 22Q: 3 clusters Score -1234149 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8595 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -1234238.750000 Penalty: 3061.141846 Iteration 23Q: 3 clusters Score -1234239 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8733 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -1234321.750000 Penalty: 3061.141846 Iteration 24Q: 3 clusters Score -1234322 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -1234363.125000 Penalty: 3061.141846 Iteration 25Q: 3 clusters Score -1234363 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1234404.250000 Penalty: 3061.141846 Iteration 26Q: 3 clusters Score -1234404 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -1234449.000000 Penalty: 3061.141846 Iteration 27Q: 3 clusters Score -1234449 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9141 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -1234490.125000 Penalty: 3061.141846 Iteration 28Q: 3 clusters Score -1234490 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9223 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -1234515.750000 Penalty: 3061.141846 Iteration 29Q: 3 clusters Score -1234516 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9293 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -1234535.750000 Penalty: 3061.141846 Iteration 30Q: 3 clusters Score -1234536 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -1234551.000000 Penalty: 3061.141846 Iteration 31Q: 3 clusters Score -1234551 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -1234560.375000 Penalty: 3061.141846 Iteration 32Q: 3 clusters Score -1234560 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9457 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1234579.125000 Penalty: 3061.141846 Iteration 33Q: 3 clusters Score -1234579 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -1234592.125000 Penalty: 3061.141846 Iteration 34Q: 3 clusters Score -1234592 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9538 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -1234604.625000 Penalty: 3061.141846 Iteration 35Q: 3 clusters Score -1234605 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9573 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1234612.625000 Penalty: 3061.141846 Iteration 36Q: 3 clusters Score -1234613 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9611 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -1234628.500000 Penalty: 3061.141846 Iteration 37Q: 3 clusters Score -1234628 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -1234642.625000 Penalty: 3061.141846 Iteration 38Q: 3 clusters Score -1234643 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9702 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -1234663.125000 Penalty: 3061.141846 Iteration 39Q: 3 clusters Score -1234663 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9753 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -1234682.375000 Penalty: 3061.141846 Iteration 40F: 3 clusters Score -1234682 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1234700.500000 Penalty: 3061.141846 Iteration 41Q: 3 clusters Score -1234700 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1234717.625000 Penalty: 3061.141846 Iteration 42Q: 3 clusters Score -1234718 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9884 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -1234737.875000 Penalty: 3061.141846 Iteration 43Q: 3 clusters Score -1234738 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -1234760.125000 Penalty: 3061.141846 Iteration 44Q: 3 clusters Score -1234760 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1234795.750000 Penalty: 3061.141846 Iteration 45Q: 3 clusters Score -1234796 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -1234823.000000 Penalty: 3061.141846 Iteration 46Q: 3 clusters Score -1234823 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -1234856.375000 Penalty: 3061.141846 Iteration 47Q: 3 clusters Score -1234856 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10109 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -1234893.375000 Penalty: 3061.141846 Iteration 48Q: 3 clusters Score -1234893 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10156 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -1234919.375000 Penalty: 3061.141846 Iteration 49Q: 3 clusters Score -1234919 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -1234940.375000 Penalty: 3061.141846 Iteration 50Q: 3 clusters Score -1234940 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1234958.750000 Penalty: 3061.141846 Iteration 51Q: 3 clusters Score -1234959 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10232 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1234969.750000 Penalty: 3061.141846 Iteration 52Q: 3 clusters Score -1234970 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -1234981.500000 Penalty: 3061.141846 Iteration 53Q: 3 clusters Score -1234982 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -1234993.125000 Penalty: 3061.141846 Iteration 54Q: 3 clusters Score -1234993 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10244 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -1234998.250000 Penalty: 3061.141846 Iteration 55Q: 3 clusters Score -1234998 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1235002.875000 Penalty: 3061.141846 Iteration 56Q: 3 clusters Score -1235003 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10261 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -1235007.500000 Penalty: 3061.141846 Iteration 57Q: 3 clusters Score -1235008 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10262 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -1235007.875000 Penalty: 3061.141846 Iteration 58Q: 3 clusters Score -1235008 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10266 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -1235009.125000 Penalty: 3061.141846 Iteration 59Q: 3 clusters Score -1235009 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -1235009.250000 Penalty: 3061.141846 Iteration 60F: 3 clusters Score -1235009 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10274 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1235008.125000 Penalty: 3061.141846 Iteration 61Q: 3 clusters Score -1235008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10277 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -1235009.375000 Penalty: 3061.141846 Iteration 62Q: 3 clusters Score -1235009 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1235007.875000 Penalty: 3061.141846 Iteration 63Q: 3 clusters Score -1235008 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -1235008.750000 Penalty: 3061.141846 Iteration 64Q: 3 clusters Score -1235009 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10281 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -1235010.250000 Penalty: 3061.141846 Iteration 65Q: 3 clusters Score -1235010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10281 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -1235011.375000 Penalty: 3061.141846 Iteration 66Q: 3 clusters Score -1235011 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10285 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1235013.125000 Penalty: 3061.141846 Iteration 67Q: 3 clusters Score -1235013 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -1235013.125000 Penalty: 3061.141846 Iteration 68Q: 3 clusters Score -1235013 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10296 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -1235014.125000 Penalty: 3061.141846 Iteration 69Q: 3 clusters Score -1235014 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -1235014.375000 Penalty: 3061.141846 Iteration 70Q: 3 clusters Score -1235014 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -1235015.625000 Penalty: 3061.141846 Iteration 71Q: 3 clusters Score -1235016 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -1235015.125000 Penalty: 3061.141846 Iteration 72Q: 3 clusters Score -1235015 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10307 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1235016.750000 Penalty: 3061.141846 Iteration 73Q: 3 clusters Score -1235017 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10309 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -1235017.000000 Penalty: 3061.141846 Iteration 74Q: 3 clusters Score -1235017 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10312 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1235019.000000 Penalty: 3061.141846 Iteration 75Q: 3 clusters Score -1235019 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -1235018.375000 Penalty: 3061.141846 Iteration 76Q: 3 clusters Score -1235018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -1235018.625000 Penalty: 3061.141846 Iteration 77Q: 3 clusters Score -1235019 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10320 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -1235017.875000 Penalty: 3061.141846 Iteration 78Q: 3 clusters Score -1235018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -1235018.250000 Penalty: 3061.141846 Iteration 79Q: 3 clusters Score -1235018 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -1235021.500000 Penalty: 3061.141846 Iteration 80F: 3 clusters Score -1235022 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -1235022.375000 Penalty: 3061.141846 Iteration 81Q: 3 clusters Score -1235022 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -1235023.125000 Penalty: 3061.141846 Iteration 82Q: 3 clusters Score -1235023 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -1235024.875000 Penalty: 3061.141846 Iteration 83Q: 3 clusters Score -1235025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -1235025.625000 Penalty: 3061.141846 Iteration 84Q: 3 clusters Score -1235026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10341 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1235024.750000 Penalty: 3061.141846 Iteration 85Q: 3 clusters Score -1235025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1235025.250000 Penalty: 3061.141846 Iteration 86Q: 3 clusters Score -1235025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -1235024.625000 Penalty: 3061.141846 Iteration 87Q: 3 clusters Score -1235025 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1235024.500000 Penalty: 3061.141846 Iteration 88Q: 3 clusters Score -1235024 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10345 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -1235025.125000 Penalty: 3061.141846 Iteration 89Q: 3 clusters Score -1235025 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1235025.750000 Penalty: 3061.141846 Iteration 90Q: 3 clusters Score -1235026 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -1235028.375000 Penalty: 3061.141846 Iteration 91Q: 3 clusters Score -1235028 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -1235028.375000 Penalty: 3061.141846 Iteration 92F: 3 clusters Score -1235028 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -12160.080078 Penalty: 825.728210 Iteration 0F: 2 clusters Score -12160.08 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 80 members Entering Unmasked Estep Score: -11628.536133 Penalty: 1651.456421 Iteration 0F: 3 clusters Score -11628.54 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -11722.105469 Penalty: 1651.456421 Iteration 1F: 3 clusters Score -11722.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -11793.351562 Penalty: 1651.456421 Iteration 2Q: 3 clusters Score -11793.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -11851.949219 Penalty: 1651.456421 Iteration 3Q: 3 clusters Score -11851.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -11888.034180 Penalty: 1651.456421 Iteration 4Q: 3 clusters Score -11888.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -11912.396484 Penalty: 1651.456421 Iteration 5Q: 3 clusters Score -11912.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -11946.024414 Penalty: 1651.456421 Iteration 6Q: 3 clusters Score -11946.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -11959.691406 Penalty: 1651.456421 Iteration 7Q: 3 clusters Score -11959.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -11959.691406 Penalty: 1651.456421 Iteration 8F: 3 clusters Score -11959.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Entering Unmasked Estep Score: -411634.843750 Penalty: 1351.795532 Iteration 0F: 2 clusters Score -411634.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -408233.093750 Penalty: 2703.591064 Iteration 0F: 3 clusters Score -408233.1 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -409294.562500 Penalty: 2703.591064 Iteration 1F: 3 clusters Score -409294.6 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -409757.093750 Penalty: 2703.591064 Iteration 2F: 3 clusters Score -409757.1 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -410194.375000 Penalty: 2703.591064 Iteration 3F: 3 clusters Score -410194.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -410585.718750 Penalty: 2703.591064 Iteration 4F: 3 clusters Score -410585.7 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -410915.531250 Penalty: 2703.591064 Iteration 5F: 3 clusters Score -410915.5 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -411203.937500 Penalty: 2703.591064 Iteration 6F: 3 clusters Score -411203.9 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -411407.718750 Penalty: 2703.591064 Iteration 7Q: 3 clusters Score -411407.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -411534.375000 Penalty: 2703.591064 Iteration 8Q: 3 clusters Score -411534.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -411613.875000 Penalty: 2703.591064 Iteration 9Q: 3 clusters Score -411613.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -411653.250000 Penalty: 2703.591064 Iteration 10Q: 3 clusters Score -411653.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -411680.000000 Penalty: 2703.591064 Iteration 11Q: 3 clusters Score -411680 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -411693.281250 Penalty: 2703.591064 Iteration 12Q: 3 clusters Score -411693.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -411705.625000 Penalty: 2703.591064 Iteration 13Q: 3 clusters Score -411705.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -411711.531250 Penalty: 2703.591064 Iteration 14Q: 3 clusters Score -411711.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -411712.187500 Penalty: 2703.591064 Iteration 15Q: 3 clusters Score -411712.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -411714.875000 Penalty: 2703.591064 Iteration 16Q: 3 clusters Score -411714.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -411715.937500 Penalty: 2703.591064 Iteration 17Q: 3 clusters Score -411715.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -411715.937500 Penalty: 2703.591064 Iteration 18F: 3 clusters Score -411715.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35988 members Mstep: Class 2 contains 12319 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 469 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72260 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17343 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4610 members Mstep: Class 29 contains 3631 members Entering Unmasked Estep Score: -22264910.000000 Penalty: 58205.878906 Splitting cluster 4 changes total score from -22264276.000000 to -22264910.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 5 (843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Entering Unmasked Estep Score: -76100.351562 Penalty: 1094.757202 Iteration 0F: 2 clusters Score -76100.35 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 449 members Entering Unmasked Estep Score: -74819.296875 Penalty: 2189.514404 Iteration 0F: 3 clusters Score -74819.3 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -75232.726562 Penalty: 2189.514404 Iteration 1F: 3 clusters Score -75232.73 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -75639.156250 Penalty: 2189.514404 Iteration 2F: 3 clusters Score -75639.16 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -75888.992188 Penalty: 2189.514404 Iteration 3F: 3 clusters Score -75888.99 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -75977.476562 Penalty: 2189.514404 Iteration 4Q: 3 clusters Score -75977.48 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -76064.656250 Penalty: 2189.514404 Iteration 5Q: 3 clusters Score -76064.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -76127.648438 Penalty: 2189.514404 Iteration 6Q: 3 clusters Score -76127.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -76178.960938 Penalty: 2189.514404 Iteration 7Q: 3 clusters Score -76178.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -76210.179688 Penalty: 2189.514404 Iteration 8Q: 3 clusters Score -76210.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -76216.648438 Penalty: 2189.514404 Iteration 9Q: 3 clusters Score -76216.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -76219.625000 Penalty: 2189.514404 Iteration 10Q: 3 clusters Score -76219.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -76223.414062 Penalty: 2189.514404 Iteration 11Q: 3 clusters Score -76223.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -76223.414062 Penalty: 2189.514404 Iteration 12F: 3 clusters Score -76223.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35988 members Mstep: Class 2 contains 12319 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 469 members Mstep: Class 5 contains 204 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72260 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17343 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4610 members Mstep: Class 29 contains 3631 members Mstep: Class 30 contains 639 members Entering Unmasked Estep Score: -22264156.000000 Penalty: 60212.980469 Splitting cluster 5 changes total score from -22264276.000000 to -22264156.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (2796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Entering Unmasked Estep Score: -271742.156250 Penalty: 1289.591064 Iteration 0F: 2 clusters Score -271742.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -269184.593750 Penalty: 2579.182129 Iteration 0F: 3 clusters Score -269184.6 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -269889.375000 Penalty: 2579.182129 Iteration 1F: 3 clusters Score -269889.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -270060.875000 Penalty: 2579.182129 Iteration 2F: 3 clusters Score -270060.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -270171.250000 Penalty: 2579.182129 Iteration 3F: 3 clusters Score -270171.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -270280.781250 Penalty: 2579.182129 Iteration 4Q: 3 clusters Score -270280.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -270386.656250 Penalty: 2579.182129 Iteration 5Q: 3 clusters Score -270386.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -270456.718750 Penalty: 2579.182129 Iteration 6Q: 3 clusters Score -270456.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -270521.812500 Penalty: 2579.182129 Iteration 7Q: 3 clusters Score -270521.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -270570.968750 Penalty: 2579.182129 Iteration 8Q: 3 clusters Score -270571 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -270612.406250 Penalty: 2579.182129 Iteration 9Q: 3 clusters Score -270612.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -270640.562500 Penalty: 2579.182129 Iteration 10Q: 3 clusters Score -270640.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -270666.687500 Penalty: 2579.182129 Iteration 11Q: 3 clusters Score -270666.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -270683.187500 Penalty: 2579.182129 Iteration 12Q: 3 clusters Score -270683.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -270696.937500 Penalty: 2579.182129 Iteration 13Q: 3 clusters Score -270696.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -270705.625000 Penalty: 2579.182129 Iteration 14Q: 3 clusters Score -270705.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -270712.968750 Penalty: 2579.182129 Iteration 15Q: 3 clusters Score -270713 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -270720.281250 Penalty: 2579.182129 Iteration 16Q: 3 clusters Score -270720.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -270724.000000 Penalty: 2579.182129 Iteration 17Q: 3 clusters Score -270724 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -270731.156250 Penalty: 2579.182129 Iteration 18Q: 3 clusters Score -270731.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -270738.937500 Penalty: 2579.182129 Iteration 19Q: 3 clusters Score -270738.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -270745.968750 Penalty: 2579.182129 Iteration 20F: 3 clusters Score -270746 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -270754.781250 Penalty: 2579.182129 Iteration 21Q: 3 clusters Score -270754.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -270760.937500 Penalty: 2579.182129 Iteration 22Q: 3 clusters Score -270760.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -270767.125000 Penalty: 2579.182129 Iteration 23Q: 3 clusters Score -270767.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -270772.187500 Penalty: 2579.182129 Iteration 24Q: 3 clusters Score -270772.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -270776.218750 Penalty: 2579.182129 Iteration 25Q: 3 clusters Score -270776.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -270782.343750 Penalty: 2579.182129 Iteration 26Q: 3 clusters Score -270782.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -270787.000000 Penalty: 2579.182129 Iteration 27Q: 3 clusters Score -270787 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -270788.468750 Penalty: 2579.182129 Iteration 28Q: 3 clusters Score -270788.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -270790.093750 Penalty: 2579.182129 Iteration 29Q: 3 clusters Score -270790.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -270794.406250 Penalty: 2579.182129 Iteration 30Q: 3 clusters Score -270794.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -270797.312500 Penalty: 2579.182129 Iteration 31Q: 3 clusters Score -270797.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -270799.468750 Penalty: 2579.182129 Iteration 32Q: 3 clusters Score -270799.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -270801.031250 Penalty: 2579.182129 Iteration 33Q: 3 clusters Score -270801 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -270800.937500 Penalty: 2579.182129 Iteration 34Q: 3 clusters Score -270800.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -270801.687500 Penalty: 2579.182129 Iteration 35Q: 3 clusters Score -270801.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -270803.093750 Penalty: 2579.182129 Iteration 36Q: 3 clusters Score -270803.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -270804.375000 Penalty: 2579.182129 Iteration 37Q: 3 clusters Score -270804.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -270806.281250 Penalty: 2579.182129 Iteration 38Q: 3 clusters Score -270806.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -270808.031250 Penalty: 2579.182129 Iteration 39Q: 3 clusters Score -270808 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -270810.187500 Penalty: 2579.182129 Iteration 40F: 3 clusters Score -270810.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -270812.343750 Penalty: 2579.182129 Iteration 41Q: 3 clusters Score -270812.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -270815.625000 Penalty: 2579.182129 Iteration 42Q: 3 clusters Score -270815.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -270818.843750 Penalty: 2579.182129 Iteration 43Q: 3 clusters Score -270818.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -270821.343750 Penalty: 2579.182129 Iteration 44Q: 3 clusters Score -270821.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -270824.437500 Penalty: 2579.182129 Iteration 45Q: 3 clusters Score -270824.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -270826.437500 Penalty: 2579.182129 Iteration 46Q: 3 clusters Score -270826.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -270829.781250 Penalty: 2579.182129 Iteration 47Q: 3 clusters Score -270829.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -270832.093750 Penalty: 2579.182129 Iteration 48Q: 3 clusters Score -270832.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -270834.656250 Penalty: 2579.182129 Iteration 49Q: 3 clusters Score -270834.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -270837.406250 Penalty: 2579.182129 Iteration 50Q: 3 clusters Score -270837.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -270838.562500 Penalty: 2579.182129 Iteration 51Q: 3 clusters Score -270838.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -270839.875000 Penalty: 2579.182129 Iteration 52Q: 3 clusters Score -270839.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -270840.937500 Penalty: 2579.182129 Iteration 53Q: 3 clusters Score -270840.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -270841.031250 Penalty: 2579.182129 Iteration 54Q: 3 clusters Score -270841 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -270841.031250 Penalty: 2579.182129 Iteration 55F: 3 clusters Score -270841 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Entering Unmasked Estep Score: -336084.937500 Penalty: 1323.321533 Iteration 0F: 2 clusters Score -336084.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -333074.125000 Penalty: 2646.643066 Iteration 0F: 3 clusters Score -333074.1 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -333861.031250 Penalty: 2646.643066 Iteration 1F: 3 clusters Score -333861 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -334034.562500 Penalty: 2646.643066 Iteration 2F: 3 clusters Score -334034.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -334125.531250 Penalty: 2646.643066 Iteration 3F: 3 clusters Score -334125.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -334169.562500 Penalty: 2646.643066 Iteration 4Q: 3 clusters Score -334169.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -334208.812500 Penalty: 2646.643066 Iteration 5Q: 3 clusters Score -334208.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -334244.343750 Penalty: 2646.643066 Iteration 6Q: 3 clusters Score -334244.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -334267.125000 Penalty: 2646.643066 Iteration 7Q: 3 clusters Score -334267.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -334287.437500 Penalty: 2646.643066 Iteration 8Q: 3 clusters Score -334287.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -334312.687500 Penalty: 2646.643066 Iteration 9Q: 3 clusters Score -334312.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -334342.093750 Penalty: 2646.643066 Iteration 10Q: 3 clusters Score -334342.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -334370.781250 Penalty: 2646.643066 Iteration 11Q: 3 clusters Score -334370.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -334402.093750 Penalty: 2646.643066 Iteration 12Q: 3 clusters Score -334402.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -334434.562500 Penalty: 2646.643066 Iteration 13Q: 3 clusters Score -334434.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -334470.781250 Penalty: 2646.643066 Iteration 14Q: 3 clusters Score -334470.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -334511.968750 Penalty: 2646.643066 Iteration 15Q: 3 clusters Score -334512 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -334554.468750 Penalty: 2646.643066 Iteration 16Q: 3 clusters Score -334554.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -334588.312500 Penalty: 2646.643066 Iteration 17Q: 3 clusters Score -334588.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -334627.812500 Penalty: 2646.643066 Iteration 18Q: 3 clusters Score -334627.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -334659.625000 Penalty: 2646.643066 Iteration 19Q: 3 clusters Score -334659.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -334682.531250 Penalty: 2646.643066 Iteration 20F: 3 clusters Score -334682.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -334717.875000 Penalty: 2646.643066 Iteration 21Q: 3 clusters Score -334717.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -334747.500000 Penalty: 2646.643066 Iteration 22Q: 3 clusters Score -334747.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -334777.187500 Penalty: 2646.643066 Iteration 23Q: 3 clusters Score -334777.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -334803.062500 Penalty: 2646.643066 Iteration 24Q: 3 clusters Score -334803.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -334825.625000 Penalty: 2646.643066 Iteration 25Q: 3 clusters Score -334825.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -334855.718750 Penalty: 2646.643066 Iteration 26Q: 3 clusters Score -334855.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -334893.750000 Penalty: 2646.643066 Iteration 27Q: 3 clusters Score -334893.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -334918.406250 Penalty: 2646.643066 Iteration 28Q: 3 clusters Score -334918.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -334945.625000 Penalty: 2646.643066 Iteration 29Q: 3 clusters Score -334945.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -334971.156250 Penalty: 2646.643066 Iteration 30Q: 3 clusters Score -334971.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -334987.812500 Penalty: 2646.643066 Iteration 31Q: 3 clusters Score -334987.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -334995.062500 Penalty: 2646.643066 Iteration 32Q: 3 clusters Score -334995.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -335002.406250 Penalty: 2646.643066 Iteration 33Q: 3 clusters Score -335002.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -335010.843750 Penalty: 2646.643066 Iteration 34Q: 3 clusters Score -335010.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -335017.062500 Penalty: 2646.643066 Iteration 35Q: 3 clusters Score -335017.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -335022.562500 Penalty: 2646.643066 Iteration 36Q: 3 clusters Score -335022.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -335025.468750 Penalty: 2646.643066 Iteration 37Q: 3 clusters Score -335025.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -335026.687500 Penalty: 2646.643066 Iteration 38Q: 3 clusters Score -335026.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -335027.593750 Penalty: 2646.643066 Iteration 39Q: 3 clusters Score -335027.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -335028.500000 Penalty: 2646.643066 Iteration 40F: 3 clusters Score -335028.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -335034.781250 Penalty: 2646.643066 Iteration 41Q: 3 clusters Score -335034.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -335041.500000 Penalty: 2646.643066 Iteration 42Q: 3 clusters Score -335041.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -335043.187500 Penalty: 2646.643066 Iteration 43Q: 3 clusters Score -335043.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -335046.406250 Penalty: 2646.643066 Iteration 44Q: 3 clusters Score -335046.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -335047.437500 Penalty: 2646.643066 Iteration 45Q: 3 clusters Score -335047.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -335048.500000 Penalty: 2646.643066 Iteration 46Q: 3 clusters Score -335048.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -335049.625000 Penalty: 2646.643066 Iteration 47Q: 3 clusters Score -335049.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -335051.718750 Penalty: 2646.643066 Iteration 48Q: 3 clusters Score -335051.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -335055.906250 Penalty: 2646.643066 Iteration 49Q: 3 clusters Score -335055.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -335058.812500 Penalty: 2646.643066 Iteration 50Q: 3 clusters Score -335058.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -335061.843750 Penalty: 2646.643066 Iteration 51Q: 3 clusters Score -335061.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -335061.750000 Penalty: 2646.643066 Iteration 52Q: 3 clusters Score -335061.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -335061.750000 Penalty: 2646.643066 Iteration 53F: 3 clusters Score -335061.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Entering Unmasked Estep Score: -215208.843750 Penalty: 1247.427002 Iteration 0F: 2 clusters Score -215208.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -213002.921875 Penalty: 2494.854004 Iteration 0F: 3 clusters Score -213002.9 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -213549.984375 Penalty: 2494.854004 Iteration 1F: 3 clusters Score -213550 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -213651.218750 Penalty: 2494.854004 Iteration 2F: 3 clusters Score -213651.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -213707.750000 Penalty: 2494.854004 Iteration 3Q: 3 clusters Score -213707.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -213753.718750 Penalty: 2494.854004 Iteration 4Q: 3 clusters Score -213753.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -213782.031250 Penalty: 2494.854004 Iteration 5Q: 3 clusters Score -213782 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -213801.218750 Penalty: 2494.854004 Iteration 6Q: 3 clusters Score -213801.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -213817.546875 Penalty: 2494.854004 Iteration 7Q: 3 clusters Score -213817.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -213827.781250 Penalty: 2494.854004 Iteration 8Q: 3 clusters Score -213827.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -213832.921875 Penalty: 2494.854004 Iteration 9Q: 3 clusters Score -213832.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -213840.484375 Penalty: 2494.854004 Iteration 10Q: 3 clusters Score -213840.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -213849.265625 Penalty: 2494.854004 Iteration 11Q: 3 clusters Score -213849.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -213852.843750 Penalty: 2494.854004 Iteration 12Q: 3 clusters Score -213852.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -213854.765625 Penalty: 2494.854004 Iteration 13Q: 3 clusters Score -213854.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -213858.125000 Penalty: 2494.854004 Iteration 14Q: 3 clusters Score -213858.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -213861.109375 Penalty: 2494.854004 Iteration 15Q: 3 clusters Score -213861.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -213863.640625 Penalty: 2494.854004 Iteration 16Q: 3 clusters Score -213863.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -213866.031250 Penalty: 2494.854004 Iteration 17Q: 3 clusters Score -213866 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -213867.859375 Penalty: 2494.854004 Iteration 18Q: 3 clusters Score -213867.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -213868.859375 Penalty: 2494.854004 Iteration 19Q: 3 clusters Score -213868.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -213869.140625 Penalty: 2494.854004 Iteration 20F: 3 clusters Score -213869.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -213870.484375 Penalty: 2494.854004 Iteration 21Q: 3 clusters Score -213870.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -213872.296875 Penalty: 2494.854004 Iteration 22Q: 3 clusters Score -213872.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -213873.140625 Penalty: 2494.854004 Iteration 23Q: 3 clusters Score -213873.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -213873.375000 Penalty: 2494.854004 Iteration 24Q: 3 clusters Score -213873.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -213873.875000 Penalty: 2494.854004 Iteration 25Q: 3 clusters Score -213873.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -213873.875000 Penalty: 2494.854004 Iteration 26F: 3 clusters Score -213873.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (16303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16303 members Entering Unmasked Estep Score: -1660928.625000 Penalty: 1576.104492 Iteration 0F: 2 clusters Score -1660929 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8150 members Mstep: Class 2 contains 8153 members Entering Unmasked Estep Score: -1649726.625000 Penalty: 3152.208984 Iteration 0F: 3 clusters Score -1649727 nChanged 7246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -1653752.875000 Penalty: 3152.208984 Iteration 1F: 3 clusters Score -1653753 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8110 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -1654148.000000 Penalty: 3152.208984 Iteration 2F: 3 clusters Score -1654148 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -1654581.750000 Penalty: 3152.208984 Iteration 3F: 3 clusters Score -1654582 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -1655132.250000 Penalty: 3152.208984 Iteration 4F: 3 clusters Score -1655132 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 8335 members Entering Unmasked Estep Score: -1655790.625000 Penalty: 3152.208984 Iteration 5F: 3 clusters Score -1655791 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 8456 members Entering Unmasked Estep Score: -1656414.250000 Penalty: 3152.208984 Iteration 6F: 3 clusters Score -1656414 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 8547 members Entering Unmasked Estep Score: -1656966.500000 Penalty: 3152.208984 Iteration 7F: 3 clusters Score -1656966 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Mstep: Class 2 contains 8689 members Entering Unmasked Estep Score: -1657403.250000 Penalty: 3152.208984 Iteration 8Q: 3 clusters Score -1657403 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 8852 members Entering Unmasked Estep Score: -1657758.250000 Penalty: 3152.208984 Iteration 9Q: 3 clusters Score -1657758 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 9068 members Entering Unmasked Estep Score: -1658050.875000 Penalty: 3152.208984 Iteration 10Q: 3 clusters Score -1658051 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 9262 members Entering Unmasked Estep Score: -1658332.375000 Penalty: 3152.208984 Iteration 11Q: 3 clusters Score -1658332 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -1658538.625000 Penalty: 3152.208984 Iteration 12Q: 3 clusters Score -1658539 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 9737 members Entering Unmasked Estep Score: -1658677.375000 Penalty: 3152.208984 Iteration 13Q: 3 clusters Score -1658677 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -1658777.500000 Penalty: 3152.208984 Iteration 14Q: 3 clusters Score -1658778 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 10218 members Entering Unmasked Estep Score: -1658883.000000 Penalty: 3152.208984 Iteration 15Q: 3 clusters Score -1658883 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 10472 members Entering Unmasked Estep Score: -1658974.625000 Penalty: 3152.208984 Iteration 16Q: 3 clusters Score -1658975 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 10704 members Entering Unmasked Estep Score: -1659046.625000 Penalty: 3152.208984 Iteration 17Q: 3 clusters Score -1659047 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 10930 members Entering Unmasked Estep Score: -1659124.750000 Penalty: 3152.208984 Iteration 18Q: 3 clusters Score -1659125 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 11144 members Entering Unmasked Estep Score: -1659191.125000 Penalty: 3152.208984 Iteration 19Q: 3 clusters Score -1659191 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 11324 members Entering Unmasked Estep Score: -1659236.625000 Penalty: 3152.208984 Iteration 20F: 3 clusters Score -1659237 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 11486 members Entering Unmasked Estep Score: -1659287.625000 Penalty: 3152.208984 Iteration 21Q: 3 clusters Score -1659288 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -1659345.625000 Penalty: 3152.208984 Iteration 22Q: 3 clusters Score -1659346 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -1659390.250000 Penalty: 3152.208984 Iteration 23Q: 3 clusters Score -1659390 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 11983 members Entering Unmasked Estep Score: -1659434.000000 Penalty: 3152.208984 Iteration 24Q: 3 clusters Score -1659434 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 12128 members Entering Unmasked Estep Score: -1659494.375000 Penalty: 3152.208984 Iteration 25Q: 3 clusters Score -1659494 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 12275 members Entering Unmasked Estep Score: -1659529.125000 Penalty: 3152.208984 Iteration 26Q: 3 clusters Score -1659529 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -1659551.500000 Penalty: 3152.208984 Iteration 27Q: 3 clusters Score -1659552 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 12506 members Entering Unmasked Estep Score: -1659584.500000 Penalty: 3152.208984 Iteration 28Q: 3 clusters Score -1659584 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 12609 members Entering Unmasked Estep Score: -1659609.000000 Penalty: 3152.208984 Iteration 29Q: 3 clusters Score -1659609 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -1659635.375000 Penalty: 3152.208984 Iteration 30Q: 3 clusters Score -1659635 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 12803 members Entering Unmasked Estep Score: -1659660.750000 Penalty: 3152.208984 Iteration 31Q: 3 clusters Score -1659661 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 12886 members Entering Unmasked Estep Score: -1659676.125000 Penalty: 3152.208984 Iteration 32Q: 3 clusters Score -1659676 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 12960 members Entering Unmasked Estep Score: -1659693.250000 Penalty: 3152.208984 Iteration 33Q: 3 clusters Score -1659693 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 13029 members Entering Unmasked Estep Score: -1659709.250000 Penalty: 3152.208984 Iteration 34Q: 3 clusters Score -1659709 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 13085 members Entering Unmasked Estep Score: -1659723.875000 Penalty: 3152.208984 Iteration 35Q: 3 clusters Score -1659724 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 13144 members Entering Unmasked Estep Score: -1659743.250000 Penalty: 3152.208984 Iteration 36Q: 3 clusters Score -1659743 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 13194 members Entering Unmasked Estep Score: -1659746.375000 Penalty: 3152.208984 Iteration 37Q: 3 clusters Score -1659746 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 13243 members Entering Unmasked Estep Score: -1659757.125000 Penalty: 3152.208984 Iteration 38Q: 3 clusters Score -1659757 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 13285 members Entering Unmasked Estep Score: -1659761.125000 Penalty: 3152.208984 Iteration 39Q: 3 clusters Score -1659761 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 13317 members Entering Unmasked Estep Score: -1659771.625000 Penalty: 3152.208984 Iteration 40F: 3 clusters Score -1659772 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 13350 members Entering Unmasked Estep Score: -1659775.875000 Penalty: 3152.208984 Iteration 41Q: 3 clusters Score -1659776 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 13378 members Entering Unmasked Estep Score: -1659782.000000 Penalty: 3152.208984 Iteration 42Q: 3 clusters Score -1659782 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 13414 members Entering Unmasked Estep Score: -1659790.125000 Penalty: 3152.208984 Iteration 43Q: 3 clusters Score -1659790 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 13451 members Entering Unmasked Estep Score: -1659800.125000 Penalty: 3152.208984 Iteration 44Q: 3 clusters Score -1659800 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 13478 members Entering Unmasked Estep Score: -1659804.125000 Penalty: 3152.208984 Iteration 45Q: 3 clusters Score -1659804 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 13501 members Entering Unmasked Estep Score: -1659808.375000 Penalty: 3152.208984 Iteration 46Q: 3 clusters Score -1659808 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 13541 members Entering Unmasked Estep Score: -1659817.000000 Penalty: 3152.208984 Iteration 47Q: 3 clusters Score -1659817 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 13585 members Entering Unmasked Estep Score: -1659835.000000 Penalty: 3152.208984 Iteration 48Q: 3 clusters Score -1659835 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -1659838.500000 Penalty: 3152.208984 Iteration 49Q: 3 clusters Score -1659838 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -1659842.000000 Penalty: 3152.208984 Iteration 50Q: 3 clusters Score -1659842 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 13662 members Entering Unmasked Estep Score: -1659849.375000 Penalty: 3152.208984 Iteration 51Q: 3 clusters Score -1659849 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -1659852.000000 Penalty: 3152.208984 Iteration 52Q: 3 clusters Score -1659852 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 13706 members Entering Unmasked Estep Score: -1659856.500000 Penalty: 3152.208984 Iteration 53Q: 3 clusters Score -1659856 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 13726 members Entering Unmasked Estep Score: -1659860.375000 Penalty: 3152.208984 Iteration 54Q: 3 clusters Score -1659860 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 13752 members Entering Unmasked Estep Score: -1659867.000000 Penalty: 3152.208984 Iteration 55Q: 3 clusters Score -1659867 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 13773 members Entering Unmasked Estep Score: -1659865.875000 Penalty: 3152.208984 Iteration 56Q: 3 clusters Score -1659866 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 13790 members Entering Unmasked Estep Score: -1659871.000000 Penalty: 3152.208984 Iteration 57Q: 3 clusters Score -1659871 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -1659874.500000 Penalty: 3152.208984 Iteration 58Q: 3 clusters Score -1659874 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 13833 members Entering Unmasked Estep Score: -1659879.750000 Penalty: 3152.208984 Iteration 59Q: 3 clusters Score -1659880 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 13845 members Entering Unmasked Estep Score: -1659882.750000 Penalty: 3152.208984 Iteration 60F: 3 clusters Score -1659883 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 13850 members Entering Unmasked Estep Score: -1659881.500000 Penalty: 3152.208984 Iteration 61Q: 3 clusters Score -1659882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 13853 members Entering Unmasked Estep Score: -1659883.125000 Penalty: 3152.208984 Iteration 62Q: 3 clusters Score -1659883 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 13857 members Entering Unmasked Estep Score: -1659883.500000 Penalty: 3152.208984 Iteration 63Q: 3 clusters Score -1659884 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 13861 members Entering Unmasked Estep Score: -1659881.250000 Penalty: 3152.208984 Iteration 64Q: 3 clusters Score -1659881 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 13868 members Entering Unmasked Estep Score: -1659886.625000 Penalty: 3152.208984 Iteration 65Q: 3 clusters Score -1659887 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 13873 members Entering Unmasked Estep Score: -1659887.250000 Penalty: 3152.208984 Iteration 66Q: 3 clusters Score -1659887 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 13880 members Entering Unmasked Estep Score: -1659883.625000 Penalty: 3152.208984 Iteration 67Q: 3 clusters Score -1659884 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 13886 members Entering Unmasked Estep Score: -1659883.125000 Penalty: 3152.208984 Iteration 68Q: 3 clusters Score -1659883 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 13891 members Entering Unmasked Estep Score: -1659889.000000 Penalty: 3152.208984 Iteration 69Q: 3 clusters Score -1659889 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 13897 members Entering Unmasked Estep Score: -1659887.625000 Penalty: 3152.208984 Iteration 70Q: 3 clusters Score -1659888 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 13901 members Entering Unmasked Estep Score: -1659886.750000 Penalty: 3152.208984 Iteration 71Q: 3 clusters Score -1659887 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 13905 members Entering Unmasked Estep Score: -1659888.500000 Penalty: 3152.208984 Iteration 72Q: 3 clusters Score -1659888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 13906 members Entering Unmasked Estep Score: -1659887.875000 Penalty: 3152.208984 Iteration 73Q: 3 clusters Score -1659888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 13907 members Entering Unmasked Estep Score: -1659887.000000 Penalty: 3152.208984 Iteration 74Q: 3 clusters Score -1659887 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 13909 members Entering Unmasked Estep Score: -1659888.375000 Penalty: 3152.208984 Iteration 75Q: 3 clusters Score -1659888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 13910 members Entering Unmasked Estep Score: -1659889.250000 Penalty: 3152.208984 Iteration 76Q: 3 clusters Score -1659889 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 13911 members Entering Unmasked Estep Score: -1659889.375000 Penalty: 3152.208984 Iteration 77Q: 3 clusters Score -1659889 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 13912 members Entering Unmasked Estep Score: -1659889.375000 Penalty: 3152.208984 Iteration 78Q: 3 clusters Score -1659889 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 13912 members Entering Unmasked Estep Score: -1659889.375000 Penalty: 3152.208984 Iteration 79F: 3 clusters Score -1659889 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Entering Unmasked Estep Score: -62772.687500 Penalty: 1064.318237 Iteration 0F: 2 clusters Score -62772.69 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 355 members Entering Unmasked Estep Score: -61556.425781 Penalty: 2128.636475 Iteration 0F: 3 clusters Score -61556.43 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -61755.082031 Penalty: 2128.636475 Iteration 1F: 3 clusters Score -61755.08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -61804.371094 Penalty: 2128.636475 Iteration 2F: 3 clusters Score -61804.37 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -61826.847656 Penalty: 2128.636475 Iteration 3Q: 3 clusters Score -61826.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -61844.207031 Penalty: 2128.636475 Iteration 4Q: 3 clusters Score -61844.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -61857.812500 Penalty: 2128.636475 Iteration 5Q: 3 clusters Score -61857.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -61867.281250 Penalty: 2128.636475 Iteration 6Q: 3 clusters Score -61867.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -61884.664062 Penalty: 2128.636475 Iteration 7Q: 3 clusters Score -61884.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -61909.992188 Penalty: 2128.636475 Iteration 8Q: 3 clusters Score -61909.99 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -61941.046875 Penalty: 2128.636475 Iteration 9Q: 3 clusters Score -61941.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -61965.117188 Penalty: 2128.636475 Iteration 10Q: 3 clusters Score -61965.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -61993.242188 Penalty: 2128.636475 Iteration 11Q: 3 clusters Score -61993.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -62016.605469 Penalty: 2128.636475 Iteration 12Q: 3 clusters Score -62016.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -62038.148438 Penalty: 2128.636475 Iteration 13Q: 3 clusters Score -62038.15 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -62084.800781 Penalty: 2128.636475 Iteration 14Q: 3 clusters Score -62084.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -62107.023438 Penalty: 2128.636475 Iteration 15Q: 3 clusters Score -62107.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -62128.406250 Penalty: 2128.636475 Iteration 16Q: 3 clusters Score -62128.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -62156.593750 Penalty: 2128.636475 Iteration 17Q: 3 clusters Score -62156.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -62178.285156 Penalty: 2128.636475 Iteration 18Q: 3 clusters Score -62178.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -62195.558594 Penalty: 2128.636475 Iteration 19Q: 3 clusters Score -62195.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -62221.105469 Penalty: 2128.636475 Iteration 20F: 3 clusters Score -62221.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -62246.218750 Penalty: 2128.636475 Iteration 21Q: 3 clusters Score -62246.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -62276.144531 Penalty: 2128.636475 Iteration 22Q: 3 clusters Score -62276.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -62304.464844 Penalty: 2128.636475 Iteration 23Q: 3 clusters Score -62304.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -62341.746094 Penalty: 2128.636475 Iteration 24Q: 3 clusters Score -62341.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -62349.234375 Penalty: 2128.636475 Iteration 25Q: 3 clusters Score -62349.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -62371.070312 Penalty: 2128.636475 Iteration 26Q: 3 clusters Score -62371.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -62380.242188 Penalty: 2128.636475 Iteration 27Q: 3 clusters Score -62380.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -62383.343750 Penalty: 2128.636475 Iteration 28Q: 3 clusters Score -62383.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -62390.718750 Penalty: 2128.636475 Iteration 29Q: 3 clusters Score -62390.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -62393.371094 Penalty: 2128.636475 Iteration 30Q: 3 clusters Score -62393.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -62395.664062 Penalty: 2128.636475 Iteration 31Q: 3 clusters Score -62395.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -62398.894531 Penalty: 2128.636475 Iteration 32Q: 3 clusters Score -62398.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -62400.363281 Penalty: 2128.636475 Iteration 33Q: 3 clusters Score -62400.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -62402.453125 Penalty: 2128.636475 Iteration 34Q: 3 clusters Score -62402.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -62406.640625 Penalty: 2128.636475 Iteration 35Q: 3 clusters Score -62406.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -62407.679688 Penalty: 2128.636475 Iteration 36Q: 3 clusters Score -62407.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -62409.687500 Penalty: 2128.636475 Iteration 37F: 3 clusters Score -62409.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -62422.980469 Penalty: 2128.636475 Iteration 38Q: 3 clusters Score -62422.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -62427.750000 Penalty: 2128.636475 Iteration 39Q: 3 clusters Score -62427.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -62428.257812 Penalty: 2128.636475 Iteration 40F: 3 clusters Score -62428.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -62429.109375 Penalty: 2128.636475 Iteration 41Q: 3 clusters Score -62429.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -62429.109375 Penalty: 2128.636475 Iteration 42F: 3 clusters Score -62429.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Entering Unmasked Estep Score: -359724.625000 Penalty: 1338.030640 Iteration 0F: 2 clusters Score -359724.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -356591.187500 Penalty: 2676.061279 Iteration 0F: 3 clusters Score -356591.2 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -357588.187500 Penalty: 2676.061279 Iteration 1F: 3 clusters Score -357588.2 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -357884.906250 Penalty: 2676.061279 Iteration 2F: 3 clusters Score -357884.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -358136.031250 Penalty: 2676.061279 Iteration 3F: 3 clusters Score -358136 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -358331.500000 Penalty: 2676.061279 Iteration 4F: 3 clusters Score -358331.5 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -358482.437500 Penalty: 2676.061279 Iteration 5F: 3 clusters Score -358482.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -358593.187500 Penalty: 2676.061279 Iteration 6Q: 3 clusters Score -358593.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -358674.031250 Penalty: 2676.061279 Iteration 7Q: 3 clusters Score -358674 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -358725.156250 Penalty: 2676.061279 Iteration 8Q: 3 clusters Score -358725.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -358776.656250 Penalty: 2676.061279 Iteration 9Q: 3 clusters Score -358776.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -358815.125000 Penalty: 2676.061279 Iteration 10Q: 3 clusters Score -358815.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -358839.343750 Penalty: 2676.061279 Iteration 11Q: 3 clusters Score -358839.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -358872.406250 Penalty: 2676.061279 Iteration 12Q: 3 clusters Score -358872.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -358899.437500 Penalty: 2676.061279 Iteration 13Q: 3 clusters Score -358899.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -358924.281250 Penalty: 2676.061279 Iteration 14Q: 3 clusters Score -358924.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -358942.750000 Penalty: 2676.061279 Iteration 15Q: 3 clusters Score -358942.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -358972.937500 Penalty: 2676.061279 Iteration 16Q: 3 clusters Score -358972.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -359001.750000 Penalty: 2676.061279 Iteration 17Q: 3 clusters Score -359001.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -359021.875000 Penalty: 2676.061279 Iteration 18Q: 3 clusters Score -359021.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -359034.687500 Penalty: 2676.061279 Iteration 19Q: 3 clusters Score -359034.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -359042.750000 Penalty: 2676.061279 Iteration 20F: 3 clusters Score -359042.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -359047.218750 Penalty: 2676.061279 Iteration 21Q: 3 clusters Score -359047.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -359050.562500 Penalty: 2676.061279 Iteration 22Q: 3 clusters Score -359050.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -359055.000000 Penalty: 2676.061279 Iteration 23Q: 3 clusters Score -359055 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -359056.687500 Penalty: 2676.061279 Iteration 24Q: 3 clusters Score -359056.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -359058.343750 Penalty: 2676.061279 Iteration 25Q: 3 clusters Score -359058.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -359060.687500 Penalty: 2676.061279 Iteration 26Q: 3 clusters Score -359060.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -359062.906250 Penalty: 2676.061279 Iteration 27Q: 3 clusters Score -359062.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -359065.718750 Penalty: 2676.061279 Iteration 28Q: 3 clusters Score -359065.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -359066.468750 Penalty: 2676.061279 Iteration 29Q: 3 clusters Score -359066.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -359066.500000 Penalty: 2676.061279 Iteration 30Q: 3 clusters Score -359066.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -359067.875000 Penalty: 2676.061279 Iteration 31Q: 3 clusters Score -359067.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -359068.906250 Penalty: 2676.061279 Iteration 32Q: 3 clusters Score -359068.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -359071.218750 Penalty: 2676.061279 Iteration 33Q: 3 clusters Score -359071.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -359072.031250 Penalty: 2676.061279 Iteration 34Q: 3 clusters Score -359072 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -359072.625000 Penalty: 2676.061279 Iteration 35Q: 3 clusters Score -359072.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -359072.625000 Penalty: 2676.061279 Iteration 36F: 3 clusters Score -359072.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Entering Unmasked Estep Score: -455314.406250 Penalty: 1367.859009 Iteration 0F: 2 clusters Score -455314.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -451666.218750 Penalty: 2735.718018 Iteration 0F: 3 clusters Score -451666.2 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -452639.156250 Penalty: 2735.718018 Iteration 1F: 3 clusters Score -452639.2 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -452843.062500 Penalty: 2735.718018 Iteration 2F: 3 clusters Score -452843.1 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -452991.218750 Penalty: 2735.718018 Iteration 3F: 3 clusters Score -452991.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -453130.531250 Penalty: 2735.718018 Iteration 4F: 3 clusters Score -453130.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -453247.562500 Penalty: 2735.718018 Iteration 5Q: 3 clusters Score -453247.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -453363.312500 Penalty: 2735.718018 Iteration 6Q: 3 clusters Score -453363.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -453474.718750 Penalty: 2735.718018 Iteration 7Q: 3 clusters Score -453474.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -453588.625000 Penalty: 2735.718018 Iteration 8Q: 3 clusters Score -453588.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -453705.718750 Penalty: 2735.718018 Iteration 9Q: 3 clusters Score -453705.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -453802.937500 Penalty: 2735.718018 Iteration 10Q: 3 clusters Score -453802.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -453885.156250 Penalty: 2735.718018 Iteration 11Q: 3 clusters Score -453885.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -453952.968750 Penalty: 2735.718018 Iteration 12Q: 3 clusters Score -453953 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -454010.500000 Penalty: 2735.718018 Iteration 13Q: 3 clusters Score -454010.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -454055.500000 Penalty: 2735.718018 Iteration 14Q: 3 clusters Score -454055.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -454092.375000 Penalty: 2735.718018 Iteration 15Q: 3 clusters Score -454092.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -454108.406250 Penalty: 2735.718018 Iteration 16Q: 3 clusters Score -454108.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -454116.968750 Penalty: 2735.718018 Iteration 17Q: 3 clusters Score -454117 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -454126.062500 Penalty: 2735.718018 Iteration 18Q: 3 clusters Score -454126.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -454135.406250 Penalty: 2735.718018 Iteration 19Q: 3 clusters Score -454135.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -454139.687500 Penalty: 2735.718018 Iteration 20F: 3 clusters Score -454139.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -454144.875000 Penalty: 2735.718018 Iteration 21Q: 3 clusters Score -454144.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -454145.218750 Penalty: 2735.718018 Iteration 22Q: 3 clusters Score -454145.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -454146.468750 Penalty: 2735.718018 Iteration 23Q: 3 clusters Score -454146.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -454148.000000 Penalty: 2735.718018 Iteration 24Q: 3 clusters Score -454148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -454149.218750 Penalty: 2735.718018 Iteration 25Q: 3 clusters Score -454149.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -454151.093750 Penalty: 2735.718018 Iteration 26Q: 3 clusters Score -454151.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -454151.093750 Penalty: 2735.718018 Iteration 27F: 3 clusters Score -454151.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (72260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72260 members Entering Unmasked Estep Score: -7109269.000000 Penalty: 1818.054321 Iteration 0F: 2 clusters Score -7109269 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35987 members Mstep: Class 2 contains 36273 members Entering Unmasked Estep Score: -7061335.000000 Penalty: 3636.108643 Iteration 0F: 3 clusters Score -7061335 nChanged 33964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34283 members Mstep: Class 2 contains 37977 members Entering Unmasked Estep Score: -7080763.500000 Penalty: 3636.108643 Iteration 1F: 3 clusters Score -7080764 nChanged 2818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33183 members Mstep: Class 2 contains 39077 members Entering Unmasked Estep Score: -7081735.500000 Penalty: 3636.108643 Iteration 2Q: 3 clusters Score -7081736 nChanged 3197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31568 members Mstep: Class 2 contains 40692 members Entering Unmasked Estep Score: -7083096.500000 Penalty: 3636.108643 Iteration 3Q: 3 clusters Score -7083096 nChanged 3663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29399 members Mstep: Class 2 contains 42861 members Entering Unmasked Estep Score: -7085065.000000 Penalty: 3636.108643 Iteration 4F: 3 clusters Score -7085065 nChanged 4125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26688 members Mstep: Class 2 contains 45572 members Entering Unmasked Estep Score: -7087424.000000 Penalty: 3636.108643 Iteration 5F: 3 clusters Score -7087424 nChanged 4375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23541 members Mstep: Class 2 contains 48719 members Entering Unmasked Estep Score: -7090390.500000 Penalty: 3636.108643 Iteration 6F: 3 clusters Score -7090390 nChanged 4297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20162 members Mstep: Class 2 contains 52098 members Entering Unmasked Estep Score: -7093384.000000 Penalty: 3636.108643 Iteration 7F: 3 clusters Score -7093384 nChanged 3919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16895 members Mstep: Class 2 contains 55365 members Entering Unmasked Estep Score: -7096511.000000 Penalty: 3636.108643 Iteration 8F: 3 clusters Score -7096511 nChanged 3330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14083 members Mstep: Class 2 contains 58177 members Entering Unmasked Estep Score: -7099241.000000 Penalty: 3636.108643 Iteration 9Q: 3 clusters Score -7099241 nChanged 2677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11826 members Mstep: Class 2 contains 60434 members Entering Unmasked Estep Score: -7101283.000000 Penalty: 3636.108643 Iteration 10Q: 3 clusters Score -7101283 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9985 members Mstep: Class 2 contains 62275 members Entering Unmasked Estep Score: -7102755.500000 Penalty: 3636.108643 Iteration 11Q: 3 clusters Score -7102756 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 63801 members Entering Unmasked Estep Score: -7103823.000000 Penalty: 3636.108643 Iteration 12Q: 3 clusters Score -7103823 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 65124 members Entering Unmasked Estep Score: -7104724.500000 Penalty: 3636.108643 Iteration 13Q: 3 clusters Score -7104724 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 66222 members Entering Unmasked Estep Score: -7105468.500000 Penalty: 3636.108643 Iteration 14Q: 3 clusters Score -7105468 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 67164 members Entering Unmasked Estep Score: -7106214.500000 Penalty: 3636.108643 Iteration 15Q: 3 clusters Score -7106214 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 67941 members Entering Unmasked Estep Score: -7106905.500000 Penalty: 3636.108643 Iteration 16Q: 3 clusters Score -7106906 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 68553 members Entering Unmasked Estep Score: -7107626.500000 Penalty: 3636.108643 Iteration 17Q: 3 clusters Score -7107626 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 68950 members Entering Unmasked Estep Score: -7108042.000000 Penalty: 3636.108643 Iteration 18Q: 3 clusters Score -7108042 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 69227 members Entering Unmasked Estep Score: -7108319.000000 Penalty: 3636.108643 Iteration 19Q: 3 clusters Score -7108319 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 69397 members Entering Unmasked Estep Score: -7108482.500000 Penalty: 3636.108643 Iteration 20F: 3 clusters Score -7108482 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 69506 members Entering Unmasked Estep Score: -7108603.000000 Penalty: 3636.108643 Iteration 21Q: 3 clusters Score -7108603 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 69576 members Entering Unmasked Estep Score: -7108663.500000 Penalty: 3636.108643 Iteration 22Q: 3 clusters Score -7108664 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 69631 members Entering Unmasked Estep Score: -7108712.500000 Penalty: 3636.108643 Iteration 23Q: 3 clusters Score -7108712 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 69683 members Entering Unmasked Estep Score: -7108745.500000 Penalty: 3636.108643 Iteration 24Q: 3 clusters Score -7108746 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 69724 members Entering Unmasked Estep Score: -7108776.000000 Penalty: 3636.108643 Iteration 25Q: 3 clusters Score -7108776 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 69758 members Entering Unmasked Estep Score: -7108796.500000 Penalty: 3636.108643 Iteration 26Q: 3 clusters Score -7108796 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 69787 members Entering Unmasked Estep Score: -7108793.500000 Penalty: 3636.108643 Iteration 27Q: 3 clusters Score -7108794 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 69806 members Entering Unmasked Estep Score: -7108787.000000 Penalty: 3636.108643 Iteration 28Q: 3 clusters Score -7108787 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 69826 members Entering Unmasked Estep Score: -7108799.500000 Penalty: 3636.108643 Iteration 29Q: 3 clusters Score -7108800 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 69845 members Entering Unmasked Estep Score: -7108799.000000 Penalty: 3636.108643 Iteration 30Q: 3 clusters Score -7108799 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 69864 members Entering Unmasked Estep Score: -7108805.500000 Penalty: 3636.108643 Iteration 31Q: 3 clusters Score -7108806 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 69882 members Entering Unmasked Estep Score: -7108810.000000 Penalty: 3636.108643 Iteration 32Q: 3 clusters Score -7108810 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 69905 members Entering Unmasked Estep Score: -7108810.500000 Penalty: 3636.108643 Iteration 33Q: 3 clusters Score -7108810 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 69926 members Entering Unmasked Estep Score: -7108808.500000 Penalty: 3636.108643 Iteration 34Q: 3 clusters Score -7108808 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 69942 members Entering Unmasked Estep Score: -7108812.500000 Penalty: 3636.108643 Iteration 35Q: 3 clusters Score -7108812 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 69955 members Entering Unmasked Estep Score: -7108813.000000 Penalty: 3636.108643 Iteration 36Q: 3 clusters Score -7108813 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 69966 members Entering Unmasked Estep Score: -7108811.000000 Penalty: 3636.108643 Iteration 37Q: 3 clusters Score -7108811 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 69976 members Entering Unmasked Estep Score: -7108810.000000 Penalty: 3636.108643 Iteration 38Q: 3 clusters Score -7108810 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 69986 members Entering Unmasked Estep Score: -7108814.000000 Penalty: 3636.108643 Iteration 39Q: 3 clusters Score -7108814 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 69999 members Entering Unmasked Estep Score: -7108814.000000 Penalty: 3636.108643 Iteration 40F: 3 clusters Score -7108814 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 70005 members Entering Unmasked Estep Score: -7108812.000000 Penalty: 3636.108643 Iteration 41Q: 3 clusters Score -7108812 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 70014 members Entering Unmasked Estep Score: -7108814.500000 Penalty: 3636.108643 Iteration 42Q: 3 clusters Score -7108814 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 70021 members Entering Unmasked Estep Score: -7108813.000000 Penalty: 3636.108643 Iteration 43Q: 3 clusters Score -7108813 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 70029 members Entering Unmasked Estep Score: -7108810.500000 Penalty: 3636.108643 Iteration 44Q: 3 clusters Score -7108810 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 70035 members Entering Unmasked Estep Score: -7108813.500000 Penalty: 3636.108643 Iteration 45Q: 3 clusters Score -7108814 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 70040 members Entering Unmasked Estep Score: -7108813.000000 Penalty: 3636.108643 Iteration 46Q: 3 clusters Score -7108813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 70043 members Entering Unmasked Estep Score: -7108806.500000 Penalty: 3636.108643 Iteration 47Q: 3 clusters Score -7108806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 70045 members Entering Unmasked Estep Score: -7108804.000000 Penalty: 3636.108643 Iteration 48Q: 3 clusters Score -7108804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 70045 members Entering Unmasked Estep Score: -7108808.000000 Penalty: 3636.108643 Iteration 49Q: 3 clusters Score -7108808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 70045 members Entering Unmasked Estep Score: -7108806.500000 Penalty: 3636.108643 Iteration 50Q: 3 clusters Score -7108806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 70046 members Entering Unmasked Estep Score: -7108810.500000 Penalty: 3636.108643 Iteration 51Q: 3 clusters Score -7108810 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 70046 members Entering Unmasked Estep Score: -7108810.500000 Penalty: 3636.108643 Iteration 52F: 3 clusters Score -7108810 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Entering Unmasked Estep Score: -63913.761719 Penalty: 1055.480591 Iteration 0F: 2 clusters Score -63913.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -62691.570312 Penalty: 2110.961182 Iteration 0F: 3 clusters Score -62691.57 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -62903.843750 Penalty: 2110.961182 Iteration 1F: 3 clusters Score -62903.84 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -63012.050781 Penalty: 2110.961182 Iteration 2F: 3 clusters Score -63012.05 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -63147.933594 Penalty: 2110.961182 Iteration 3F: 3 clusters Score -63147.93 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -63379.156250 Penalty: 2110.961182 Iteration 4F: 3 clusters Score -63379.16 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -63521.781250 Penalty: 2110.961182 Iteration 5F: 3 clusters Score -63521.78 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -63623.296875 Penalty: 2110.961182 Iteration 6F: 3 clusters Score -63623.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -63674.144531 Penalty: 2110.961182 Iteration 7Q: 3 clusters Score -63674.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -63703.085938 Penalty: 2110.961182 Iteration 8Q: 3 clusters Score -63703.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -63719.644531 Penalty: 2110.961182 Iteration 9Q: 3 clusters Score -63719.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -63719.644531 Penalty: 2110.961182 Iteration 10F: 3 clusters Score -63719.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (17343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17343 members Entering Unmasked Estep Score: -1666915.625000 Penalty: 1586.153442 Iteration 0F: 2 clusters Score -1666916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8814 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -1654989.500000 Penalty: 3172.306885 Iteration 0F: 3 clusters Score -1654990 nChanged 7767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9487 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -1659377.000000 Penalty: 3172.306885 Iteration 1F: 3 clusters Score -1659377 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9909 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -1659875.875000 Penalty: 3172.306885 Iteration 2F: 3 clusters Score -1659876 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10428 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -1660409.625000 Penalty: 3172.306885 Iteration 3F: 3 clusters Score -1660410 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11029 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -1661088.000000 Penalty: 3172.306885 Iteration 4F: 3 clusters Score -1661088 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -1661823.500000 Penalty: 3172.306885 Iteration 5F: 3 clusters Score -1661824 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -1662578.125000 Penalty: 3172.306885 Iteration 6F: 3 clusters Score -1662578 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12762 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -1663248.000000 Penalty: 3172.306885 Iteration 7Q: 3 clusters Score -1663248 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1663701.750000 Penalty: 3172.306885 Iteration 8Q: 3 clusters Score -1663702 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13438 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -1664016.625000 Penalty: 3172.306885 Iteration 9Q: 3 clusters Score -1664017 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13709 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -1664226.625000 Penalty: 3172.306885 Iteration 10Q: 3 clusters Score -1664227 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13959 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -1664390.625000 Penalty: 3172.306885 Iteration 11Q: 3 clusters Score -1664391 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14197 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1664515.375000 Penalty: 3172.306885 Iteration 12Q: 3 clusters Score -1664515 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14408 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -1664610.750000 Penalty: 3172.306885 Iteration 13Q: 3 clusters Score -1664611 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14611 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -1664698.250000 Penalty: 3172.306885 Iteration 14Q: 3 clusters Score -1664698 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14804 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -1664786.250000 Penalty: 3172.306885 Iteration 15Q: 3 clusters Score -1664786 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15012 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -1664873.000000 Penalty: 3172.306885 Iteration 16Q: 3 clusters Score -1664873 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15199 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -1664942.375000 Penalty: 3172.306885 Iteration 17Q: 3 clusters Score -1664942 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15357 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -1665006.875000 Penalty: 3172.306885 Iteration 18Q: 3 clusters Score -1665007 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15492 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -1665054.000000 Penalty: 3172.306885 Iteration 19Q: 3 clusters Score -1665054 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15612 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1665100.750000 Penalty: 3172.306885 Iteration 20F: 3 clusters Score -1665101 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15727 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -1665148.875000 Penalty: 3172.306885 Iteration 21Q: 3 clusters Score -1665149 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15841 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1665195.250000 Penalty: 3172.306885 Iteration 22Q: 3 clusters Score -1665195 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15925 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1665229.000000 Penalty: 3172.306885 Iteration 23Q: 3 clusters Score -1665229 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16005 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -1665253.000000 Penalty: 3172.306885 Iteration 24Q: 3 clusters Score -1665253 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16073 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1665282.625000 Penalty: 3172.306885 Iteration 25Q: 3 clusters Score -1665283 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16119 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1665299.625000 Penalty: 3172.306885 Iteration 26Q: 3 clusters Score -1665300 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16163 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1665318.500000 Penalty: 3172.306885 Iteration 27Q: 3 clusters Score -1665318 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16198 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1665333.625000 Penalty: 3172.306885 Iteration 28Q: 3 clusters Score -1665334 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16247 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -1665356.250000 Penalty: 3172.306885 Iteration 29Q: 3 clusters Score -1665356 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16282 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -1665365.500000 Penalty: 3172.306885 Iteration 30Q: 3 clusters Score -1665366 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16317 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1665381.750000 Penalty: 3172.306885 Iteration 31Q: 3 clusters Score -1665382 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16347 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1665393.125000 Penalty: 3172.306885 Iteration 32Q: 3 clusters Score -1665393 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16375 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1665410.875000 Penalty: 3172.306885 Iteration 33Q: 3 clusters Score -1665411 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16417 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1665432.125000 Penalty: 3172.306885 Iteration 34Q: 3 clusters Score -1665432 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16454 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1665446.375000 Penalty: 3172.306885 Iteration 35Q: 3 clusters Score -1665446 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16483 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1665466.125000 Penalty: 3172.306885 Iteration 36Q: 3 clusters Score -1665466 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16502 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1665476.625000 Penalty: 3172.306885 Iteration 37Q: 3 clusters Score -1665477 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16522 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1665487.250000 Penalty: 3172.306885 Iteration 38Q: 3 clusters Score -1665487 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16534 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1665495.250000 Penalty: 3172.306885 Iteration 39Q: 3 clusters Score -1665495 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16554 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -1665502.375000 Penalty: 3172.306885 Iteration 40F: 3 clusters Score -1665502 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16576 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1665515.250000 Penalty: 3172.306885 Iteration 41Q: 3 clusters Score -1665515 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16595 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -1665526.375000 Penalty: 3172.306885 Iteration 42Q: 3 clusters Score -1665526 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16620 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1665543.625000 Penalty: 3172.306885 Iteration 43Q: 3 clusters Score -1665544 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16644 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -1665559.125000 Penalty: 3172.306885 Iteration 44Q: 3 clusters Score -1665559 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16661 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -1665567.250000 Penalty: 3172.306885 Iteration 45Q: 3 clusters Score -1665567 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16679 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1665574.500000 Penalty: 3172.306885 Iteration 46Q: 3 clusters Score -1665574 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16688 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1665579.875000 Penalty: 3172.306885 Iteration 47Q: 3 clusters Score -1665580 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16700 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -1665588.375000 Penalty: 3172.306885 Iteration 48Q: 3 clusters Score -1665588 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16712 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -1665595.125000 Penalty: 3172.306885 Iteration 49Q: 3 clusters Score -1665595 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16719 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1665597.250000 Penalty: 3172.306885 Iteration 50Q: 3 clusters Score -1665597 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16726 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -1665601.625000 Penalty: 3172.306885 Iteration 51Q: 3 clusters Score -1665602 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16730 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1665602.750000 Penalty: 3172.306885 Iteration 52Q: 3 clusters Score -1665603 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16734 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1665605.625000 Penalty: 3172.306885 Iteration 53Q: 3 clusters Score -1665606 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16736 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -1665607.625000 Penalty: 3172.306885 Iteration 54Q: 3 clusters Score -1665608 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16737 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1665608.750000 Penalty: 3172.306885 Iteration 55Q: 3 clusters Score -1665609 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16741 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1665609.000000 Penalty: 3172.306885 Iteration 56Q: 3 clusters Score -1665609 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16744 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -1665611.875000 Penalty: 3172.306885 Iteration 57Q: 3 clusters Score -1665612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16746 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -1665615.125000 Penalty: 3172.306885 Iteration 58Q: 3 clusters Score -1665615 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16748 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1665617.500000 Penalty: 3172.306885 Iteration 59Q: 3 clusters Score -1665618 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16751 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -1665615.250000 Penalty: 3172.306885 Iteration 60F: 3 clusters Score -1665615 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16752 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1665616.125000 Penalty: 3172.306885 Iteration 61Q: 3 clusters Score -1665616 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16754 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1665615.875000 Penalty: 3172.306885 Iteration 62Q: 3 clusters Score -1665616 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16753 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -1665616.000000 Penalty: 3172.306885 Iteration 63Q: 3 clusters Score -1665616 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16753 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -1665616.000000 Penalty: 3172.306885 Iteration 64F: 3 clusters Score -1665616 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Entering Unmasked Estep Score: -29847.337891 Penalty: 948.631165 Iteration 0F: 2 clusters Score -29847.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -29012.187500 Penalty: 1897.262329 Iteration 0F: 3 clusters Score -29012.19 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -29158.150391 Penalty: 1897.262329 Iteration 1F: 3 clusters Score -29158.15 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -29201.171875 Penalty: 1897.262329 Iteration 2F: 3 clusters Score -29201.17 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -29238.109375 Penalty: 1897.262329 Iteration 3Q: 3 clusters Score -29238.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -29286.011719 Penalty: 1897.262329 Iteration 4Q: 3 clusters Score -29286.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -29321.154297 Penalty: 1897.262329 Iteration 5Q: 3 clusters Score -29321.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -29345.921875 Penalty: 1897.262329 Iteration 6Q: 3 clusters Score -29345.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -29365.623047 Penalty: 1897.262329 Iteration 7Q: 3 clusters Score -29365.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -29378.402344 Penalty: 1897.262329 Iteration 8Q: 3 clusters Score -29378.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -29395.759766 Penalty: 1897.262329 Iteration 9Q: 3 clusters Score -29395.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -29406.634766 Penalty: 1897.262329 Iteration 10Q: 3 clusters Score -29406.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -29420.445312 Penalty: 1897.262329 Iteration 11Q: 3 clusters Score -29420.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -29424.197266 Penalty: 1897.262329 Iteration 12Q: 3 clusters Score -29424.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -29438.798828 Penalty: 1897.262329 Iteration 13Q: 3 clusters Score -29438.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -29456.666016 Penalty: 1897.262329 Iteration 14Q: 3 clusters Score -29456.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -29463.166016 Penalty: 1897.262329 Iteration 15Q: 3 clusters Score -29463.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -29472.007812 Penalty: 1897.262329 Iteration 16Q: 3 clusters Score -29472.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -29474.953125 Penalty: 1897.262329 Iteration 17Q: 3 clusters Score -29474.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -29474.953125 Penalty: 1897.262329 Iteration 18F: 3 clusters Score -29474.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Entering Unmasked Estep Score: -282368.593750 Penalty: 1296.809448 Iteration 0F: 2 clusters Score -282368.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -279681.156250 Penalty: 2593.618896 Iteration 0F: 3 clusters Score -279681.2 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -280275.656250 Penalty: 2593.618896 Iteration 1F: 3 clusters Score -280275.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -280435.156250 Penalty: 2593.618896 Iteration 2F: 3 clusters Score -280435.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -280562.625000 Penalty: 2593.618896 Iteration 3F: 3 clusters Score -280562.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -280695.125000 Penalty: 2593.618896 Iteration 4F: 3 clusters Score -280695.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -280849.406250 Penalty: 2593.618896 Iteration 5F: 3 clusters Score -280849.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -280986.500000 Penalty: 2593.618896 Iteration 6Q: 3 clusters Score -280986.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -281156.656250 Penalty: 2593.618896 Iteration 7Q: 3 clusters Score -281156.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -281291.500000 Penalty: 2593.618896 Iteration 8Q: 3 clusters Score -281291.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -281404.843750 Penalty: 2593.618896 Iteration 9Q: 3 clusters Score -281404.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -281494.031250 Penalty: 2593.618896 Iteration 10Q: 3 clusters Score -281494 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -281569.781250 Penalty: 2593.618896 Iteration 11Q: 3 clusters Score -281569.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -281627.312500 Penalty: 2593.618896 Iteration 12Q: 3 clusters Score -281627.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -281678.812500 Penalty: 2593.618896 Iteration 13Q: 3 clusters Score -281678.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -281708.500000 Penalty: 2593.618896 Iteration 14Q: 3 clusters Score -281708.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -281732.218750 Penalty: 2593.618896 Iteration 15Q: 3 clusters Score -281732.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -281743.843750 Penalty: 2593.618896 Iteration 16Q: 3 clusters Score -281743.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -281749.906250 Penalty: 2593.618896 Iteration 17Q: 3 clusters Score -281749.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -281754.375000 Penalty: 2593.618896 Iteration 18Q: 3 clusters Score -281754.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -281759.937500 Penalty: 2593.618896 Iteration 19Q: 3 clusters Score -281759.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -281768.156250 Penalty: 2593.618896 Iteration 20F: 3 clusters Score -281768.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -281788.281250 Penalty: 2593.618896 Iteration 21Q: 3 clusters Score -281788.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -281801.218750 Penalty: 2593.618896 Iteration 22Q: 3 clusters Score -281801.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -281808.281250 Penalty: 2593.618896 Iteration 23Q: 3 clusters Score -281808.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -281814.781250 Penalty: 2593.618896 Iteration 24Q: 3 clusters Score -281814.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -281819.437500 Penalty: 2593.618896 Iteration 25Q: 3 clusters Score -281819.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -281823.093750 Penalty: 2593.618896 Iteration 26Q: 3 clusters Score -281823.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -281826.406250 Penalty: 2593.618896 Iteration 27Q: 3 clusters Score -281826.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -281827.812500 Penalty: 2593.618896 Iteration 28Q: 3 clusters Score -281827.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -281829.656250 Penalty: 2593.618896 Iteration 29Q: 3 clusters Score -281829.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -281831.531250 Penalty: 2593.618896 Iteration 30Q: 3 clusters Score -281831.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -281831.531250 Penalty: 2593.618896 Iteration 31F: 3 clusters Score -281831.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Entering Unmasked Estep Score: -576177.812500 Penalty: 1407.600830 Iteration 0F: 2 clusters Score -576177.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -571741.562500 Penalty: 2815.201660 Iteration 0F: 3 clusters Score -571741.6 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -572997.812500 Penalty: 2815.201660 Iteration 1F: 3 clusters Score -572997.8 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -573207.625000 Penalty: 2815.201660 Iteration 2F: 3 clusters Score -573207.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -573371.375000 Penalty: 2815.201660 Iteration 3F: 3 clusters Score -573371.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -573503.125000 Penalty: 2815.201660 Iteration 4Q: 3 clusters Score -573503.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -573584.625000 Penalty: 2815.201660 Iteration 5Q: 3 clusters Score -573584.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -573664.375000 Penalty: 2815.201660 Iteration 6Q: 3 clusters Score -573664.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -573727.125000 Penalty: 2815.201660 Iteration 7Q: 3 clusters Score -573727.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -573783.875000 Penalty: 2815.201660 Iteration 8Q: 3 clusters Score -573783.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -573830.812500 Penalty: 2815.201660 Iteration 9Q: 3 clusters Score -573830.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -573889.812500 Penalty: 2815.201660 Iteration 10Q: 3 clusters Score -573889.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -573937.125000 Penalty: 2815.201660 Iteration 11Q: 3 clusters Score -573937.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -573972.687500 Penalty: 2815.201660 Iteration 12Q: 3 clusters Score -573972.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -574007.812500 Penalty: 2815.201660 Iteration 13Q: 3 clusters Score -574007.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -574058.437500 Penalty: 2815.201660 Iteration 14Q: 3 clusters Score -574058.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -574119.125000 Penalty: 2815.201660 Iteration 15Q: 3 clusters Score -574119.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -574180.750000 Penalty: 2815.201660 Iteration 16Q: 3 clusters Score -574180.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -574257.875000 Penalty: 2815.201660 Iteration 17Q: 3 clusters Score -574257.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -574347.000000 Penalty: 2815.201660 Iteration 18Q: 3 clusters Score -574347 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -574464.312500 Penalty: 2815.201660 Iteration 19Q: 3 clusters Score -574464.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -574607.687500 Penalty: 2815.201660 Iteration 20F: 3 clusters Score -574607.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -574746.687500 Penalty: 2815.201660 Iteration 21Q: 3 clusters Score -574746.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -574853.375000 Penalty: 2815.201660 Iteration 22Q: 3 clusters Score -574853.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -574931.937500 Penalty: 2815.201660 Iteration 23Q: 3 clusters Score -574931.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -574992.062500 Penalty: 2815.201660 Iteration 24Q: 3 clusters Score -574992.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -575032.187500 Penalty: 2815.201660 Iteration 25Q: 3 clusters Score -575032.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -575055.687500 Penalty: 2815.201660 Iteration 26Q: 3 clusters Score -575055.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -575075.750000 Penalty: 2815.201660 Iteration 27Q: 3 clusters Score -575075.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -575089.937500 Penalty: 2815.201660 Iteration 28Q: 3 clusters Score -575089.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -575098.000000 Penalty: 2815.201660 Iteration 29Q: 3 clusters Score -575098 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -575102.937500 Penalty: 2815.201660 Iteration 30Q: 3 clusters Score -575102.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -575107.375000 Penalty: 2815.201660 Iteration 31Q: 3 clusters Score -575107.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -575107.250000 Penalty: 2815.201660 Iteration 32Q: 3 clusters Score -575107.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -575108.437500 Penalty: 2815.201660 Iteration 33Q: 3 clusters Score -575108.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -575108.687500 Penalty: 2815.201660 Iteration 34Q: 3 clusters Score -575108.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -575108.687500 Penalty: 2815.201660 Iteration 35F: 3 clusters Score -575108.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Entering Unmasked Estep Score: -190000.421875 Penalty: 1229.777710 Iteration 0F: 2 clusters Score -190000.4 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 967 members Entering Unmasked Estep Score: -187959.984375 Penalty: 2459.555420 Iteration 0F: 3 clusters Score -187960 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -188452.781250 Penalty: 2459.555420 Iteration 1F: 3 clusters Score -188452.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -188590.015625 Penalty: 2459.555420 Iteration 2F: 3 clusters Score -188590 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -188669.406250 Penalty: 2459.555420 Iteration 3F: 3 clusters Score -188669.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -188709.765625 Penalty: 2459.555420 Iteration 4Q: 3 clusters Score -188709.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -188743.765625 Penalty: 2459.555420 Iteration 5Q: 3 clusters Score -188743.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -188768.765625 Penalty: 2459.555420 Iteration 6Q: 3 clusters Score -188768.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -188792.515625 Penalty: 2459.555420 Iteration 7Q: 3 clusters Score -188792.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -188808.421875 Penalty: 2459.555420 Iteration 8Q: 3 clusters Score -188808.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -188830.203125 Penalty: 2459.555420 Iteration 9Q: 3 clusters Score -188830.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -188848.828125 Penalty: 2459.555420 Iteration 10Q: 3 clusters Score -188848.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -188861.296875 Penalty: 2459.555420 Iteration 11Q: 3 clusters Score -188861.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -188870.078125 Penalty: 2459.555420 Iteration 12Q: 3 clusters Score -188870.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -188881.953125 Penalty: 2459.555420 Iteration 13Q: 3 clusters Score -188882 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -188892.281250 Penalty: 2459.555420 Iteration 14Q: 3 clusters Score -188892.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -188901.140625 Penalty: 2459.555420 Iteration 15Q: 3 clusters Score -188901.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -188910.109375 Penalty: 2459.555420 Iteration 16Q: 3 clusters Score -188910.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -188913.828125 Penalty: 2459.555420 Iteration 17Q: 3 clusters Score -188913.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -188917.828125 Penalty: 2459.555420 Iteration 18Q: 3 clusters Score -188917.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -188921.156250 Penalty: 2459.555420 Iteration 19Q: 3 clusters Score -188921.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -188923.796875 Penalty: 2459.555420 Iteration 20F: 3 clusters Score -188923.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -188927.093750 Penalty: 2459.555420 Iteration 21Q: 3 clusters Score -188927.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -188930.312500 Penalty: 2459.555420 Iteration 22Q: 3 clusters Score -188930.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -188931.156250 Penalty: 2459.555420 Iteration 23Q: 3 clusters Score -188931.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -188933.703125 Penalty: 2459.555420 Iteration 24Q: 3 clusters Score -188933.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -188934.734375 Penalty: 2459.555420 Iteration 25Q: 3 clusters Score -188934.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -188935.109375 Penalty: 2459.555420 Iteration 26Q: 3 clusters Score -188935.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -188935.109375 Penalty: 2459.555420 Iteration 27F: 3 clusters Score -188935.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -113219.343750 Penalty: 1147.745361 Iteration 0F: 2 clusters Score -113219.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -111665.328125 Penalty: 2295.490723 Iteration 0F: 3 clusters Score -111665.3 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -111946.734375 Penalty: 2295.490723 Iteration 1F: 3 clusters Score -111946.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -112018.812500 Penalty: 2295.490723 Iteration 2F: 3 clusters Score -112018.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -112076.140625 Penalty: 2295.490723 Iteration 3Q: 3 clusters Score -112076.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -112139.304688 Penalty: 2295.490723 Iteration 4Q: 3 clusters Score -112139.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -112188.734375 Penalty: 2295.490723 Iteration 5Q: 3 clusters Score -112188.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -112273.445312 Penalty: 2295.490723 Iteration 6Q: 3 clusters Score -112273.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -112358.601562 Penalty: 2295.490723 Iteration 7Q: 3 clusters Score -112358.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -112444.367188 Penalty: 2295.490723 Iteration 8Q: 3 clusters Score -112444.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -112551.750000 Penalty: 2295.490723 Iteration 9Q: 3 clusters Score -112551.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -112638.484375 Penalty: 2295.490723 Iteration 10Q: 3 clusters Score -112638.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -112691.070312 Penalty: 2295.490723 Iteration 11Q: 3 clusters Score -112691.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -112748.757812 Penalty: 2295.490723 Iteration 12Q: 3 clusters Score -112748.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -112807.437500 Penalty: 2295.490723 Iteration 13Q: 3 clusters Score -112807.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -112850.218750 Penalty: 2295.490723 Iteration 14Q: 3 clusters Score -112850.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -112881.906250 Penalty: 2295.490723 Iteration 15Q: 3 clusters Score -112881.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -112907.281250 Penalty: 2295.490723 Iteration 16Q: 3 clusters Score -112907.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -112922.187500 Penalty: 2295.490723 Iteration 17Q: 3 clusters Score -112922.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -112934.070312 Penalty: 2295.490723 Iteration 18Q: 3 clusters Score -112934.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -112940.468750 Penalty: 2295.490723 Iteration 19Q: 3 clusters Score -112940.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -112943.093750 Penalty: 2295.490723 Iteration 20F: 3 clusters Score -112943.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -112944.273438 Penalty: 2295.490723 Iteration 21Q: 3 clusters Score -112944.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -112944.273438 Penalty: 2295.490723 Iteration 22F: 3 clusters Score -112944.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Entering Unmasked Estep Score: -139312.531250 Penalty: 1186.983765 Iteration 0F: 2 clusters Score -139312.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -137535.531250 Penalty: 2373.967529 Iteration 0F: 3 clusters Score -137535.5 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -137883.796875 Penalty: 2373.967529 Iteration 1F: 3 clusters Score -137883.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -137974.703125 Penalty: 2373.967529 Iteration 2F: 3 clusters Score -137974.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -138042.312500 Penalty: 2373.967529 Iteration 3F: 3 clusters Score -138042.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -138092.750000 Penalty: 2373.967529 Iteration 4Q: 3 clusters Score -138092.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -138126.156250 Penalty: 2373.967529 Iteration 5Q: 3 clusters Score -138126.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -138158.546875 Penalty: 2373.967529 Iteration 6Q: 3 clusters Score -138158.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -138182.828125 Penalty: 2373.967529 Iteration 7Q: 3 clusters Score -138182.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -138200.281250 Penalty: 2373.967529 Iteration 8Q: 3 clusters Score -138200.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -138217.359375 Penalty: 2373.967529 Iteration 9Q: 3 clusters Score -138217.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -138232.687500 Penalty: 2373.967529 Iteration 10Q: 3 clusters Score -138232.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -138249.000000 Penalty: 2373.967529 Iteration 11Q: 3 clusters Score -138249 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -138270.562500 Penalty: 2373.967529 Iteration 12Q: 3 clusters Score -138270.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -138299.062500 Penalty: 2373.967529 Iteration 13Q: 3 clusters Score -138299.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -138334.546875 Penalty: 2373.967529 Iteration 14Q: 3 clusters Score -138334.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -138373.296875 Penalty: 2373.967529 Iteration 15Q: 3 clusters Score -138373.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -138419.640625 Penalty: 2373.967529 Iteration 16Q: 3 clusters Score -138419.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -138471.140625 Penalty: 2373.967529 Iteration 17Q: 3 clusters Score -138471.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -138547.046875 Penalty: 2373.967529 Iteration 18Q: 3 clusters Score -138547 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -138620.890625 Penalty: 2373.967529 Iteration 19Q: 3 clusters Score -138620.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -138699.359375 Penalty: 2373.967529 Iteration 20F: 3 clusters Score -138699.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -138759.890625 Penalty: 2373.967529 Iteration 21Q: 3 clusters Score -138759.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -138805.531250 Penalty: 2373.967529 Iteration 22Q: 3 clusters Score -138805.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -138860.734375 Penalty: 2373.967529 Iteration 23Q: 3 clusters Score -138860.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -138916.515625 Penalty: 2373.967529 Iteration 24Q: 3 clusters Score -138916.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -138967.234375 Penalty: 2373.967529 Iteration 25Q: 3 clusters Score -138967.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -138985.140625 Penalty: 2373.967529 Iteration 26Q: 3 clusters Score -138985.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -138992.500000 Penalty: 2373.967529 Iteration 27Q: 3 clusters Score -138992.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -138994.984375 Penalty: 2373.967529 Iteration 28Q: 3 clusters Score -138995 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -138994.984375 Penalty: 2373.967529 Iteration 29F: 3 clusters Score -138995 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12753 members Entering Unmasked Estep Score: -1295624.125000 Penalty: 1536.197266 Iteration 0F: 2 clusters Score -1295624 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1286597.375000 Penalty: 3072.394531 Iteration 0F: 3 clusters Score -1286597 nChanged 5659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -1289821.375000 Penalty: 3072.394531 Iteration 1F: 3 clusters Score -1289821 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -1290124.000000 Penalty: 3072.394531 Iteration 2F: 3 clusters Score -1290124 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6952 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1290344.125000 Penalty: 3072.394531 Iteration 3Q: 3 clusters Score -1290344 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1290548.500000 Penalty: 3072.394531 Iteration 4Q: 3 clusters Score -1290548 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -1290768.750000 Penalty: 3072.394531 Iteration 5Q: 3 clusters Score -1290769 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7735 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -1291011.500000 Penalty: 3072.394531 Iteration 6Q: 3 clusters Score -1291012 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1291369.375000 Penalty: 3072.394531 Iteration 7Q: 3 clusters Score -1291369 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1291798.375000 Penalty: 3072.394531 Iteration 8F: 3 clusters Score -1291798 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1292216.875000 Penalty: 3072.394531 Iteration 9Q: 3 clusters Score -1292217 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9196 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -1292579.000000 Penalty: 3072.394531 Iteration 10Q: 3 clusters Score -1292579 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9427 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -1292857.500000 Penalty: 3072.394531 Iteration 11Q: 3 clusters Score -1292858 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9611 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -1293030.125000 Penalty: 3072.394531 Iteration 12Q: 3 clusters Score -1293030 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1293147.625000 Penalty: 3072.394531 Iteration 13Q: 3 clusters Score -1293148 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1293243.000000 Penalty: 3072.394531 Iteration 14Q: 3 clusters Score -1293243 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10003 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1293327.250000 Penalty: 3072.394531 Iteration 15Q: 3 clusters Score -1293327 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10108 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -1293384.625000 Penalty: 3072.394531 Iteration 16Q: 3 clusters Score -1293385 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10185 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1293429.125000 Penalty: 3072.394531 Iteration 17Q: 3 clusters Score -1293429 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -1293463.125000 Penalty: 3072.394531 Iteration 18Q: 3 clusters Score -1293463 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1293639.750000 Penalty: 3072.394531 Iteration 23Q: 3 clusters Score -1293640 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -1293669.125000 Penalty: 3072.394531 Iteration 24Q: 3 clusters Score -1293669 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10789 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -1293698.000000 Penalty: 3072.394531 Iteration 25Q: 3 clusters Score -1293698 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10862 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -1293726.375000 Penalty: 3072.394531 Iteration 26Q: 3 clusters Score -1293726 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -1293748.000000 Penalty: 3072.394531 Iteration 27Q: 3 clusters Score -1293748 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10970 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -1293761.250000 Penalty: 3072.394531 Iteration 28Q: 3 clusters Score -1293761 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11008 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -1293777.250000 Penalty: 3072.394531 Iteration 29Q: 3 clusters Score -1293777 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11046 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1293786.250000 Penalty: 3072.394531 Iteration 30Q: 3 clusters Score -1293786 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11082 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -1293796.000000 Penalty: 3072.394531 Iteration 31Q: 3 clusters Score -1293796 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11121 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -1293812.125000 Penalty: 3072.394531 Iteration 32Q: 3 clusters Score -1293812 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11166 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1293829.250000 Penalty: 3072.394531 Iteration 33Q: 3 clusters Score -1293829 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11206 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -1293841.250000 Penalty: 3072.394531 Iteration 34Q: 3 clusters Score -1293841 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11233 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1293849.250000 Penalty: 3072.394531 Iteration 35Q: 3 clusters Score -1293849 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -1293858.875000 Penalty: 3072.394531 Iteration 36Q: 3 clusters Score -1293859 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1293870.500000 Penalty: 3072.394531 Iteration 37Q: 3 clusters Score -1293870 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11315 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -1293881.750000 Penalty: 3072.394531 Iteration 38Q: 3 clusters Score -1293882 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -1293887.875000 Penalty: 3072.394531 Iteration 39Q: 3 clusters Score -1293888 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -1293899.875000 Penalty: 3072.394531 Iteration 40F: 3 clusters Score -1293900 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1293912.500000 Penalty: 3072.394531 Iteration 41Q: 3 clusters Score -1293912 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11426 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -1293932.125000 Penalty: 3072.394531 Iteration 42Q: 3 clusters Score -1293932 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1293940.625000 Penalty: 3072.394531 Iteration 43Q: 3 clusters Score -1293941 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11480 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -1293948.875000 Penalty: 3072.394531 Iteration 44Q: 3 clusters Score -1293949 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -1293963.500000 Penalty: 3072.394531 Iteration 45Q: 3 clusters Score -1293964 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1293977.500000 Penalty: 3072.394531 Iteration 46Q: 3 clusters Score -1293978 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11569 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1293988.625000 Penalty: 3072.394531 Iteration 47Q: 3 clusters Score -1293989 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -1293996.000000 Penalty: 3072.394531 Iteration 48Q: 3 clusters Score -1293996 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11625 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -1294011.875000 Penalty: 3072.394531 Iteration 49Q: 3 clusters Score -1294012 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1294023.875000 Penalty: 3072.394531 Iteration 50Q: 3 clusters Score -1294024 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1294034.625000 Penalty: 3072.394531 Iteration 51Q: 3 clusters Score -1294035 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1294044.000000 Penalty: 3072.394531 Iteration 52Q: 3 clusters Score -1294044 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1294055.750000 Penalty: 3072.394531 Iteration 53Q: 3 clusters Score -1294056 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11757 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1294067.250000 Penalty: 3072.394531 Iteration 54Q: 3 clusters Score -1294067 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11777 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1294071.000000 Penalty: 3072.394531 Iteration 55Q: 3 clusters Score -1294071 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11796 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -1294079.375000 Penalty: 3072.394531 Iteration 56Q: 3 clusters Score -1294079 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11817 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -1294087.125000 Penalty: 3072.394531 Iteration 57Q: 3 clusters Score -1294087 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11838 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1294095.750000 Penalty: 3072.394531 Iteration 58Q: 3 clusters Score -1294096 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1294103.000000 Penalty: 3072.394531 Iteration 59Q: 3 clusters Score -1294103 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1294111.375000 Penalty: 3072.394531 Iteration 60F: 3 clusters Score -1294111 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11896 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1294119.500000 Penalty: 3072.394531 Iteration 61Q: 3 clusters Score -1294120 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1294125.125000 Penalty: 3072.394531 Iteration 62Q: 3 clusters Score -1294125 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11935 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -1294132.375000 Penalty: 3072.394531 Iteration 63Q: 3 clusters Score -1294132 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11951 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1294140.375000 Penalty: 3072.394531 Iteration 64Q: 3 clusters Score -1294140 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1294149.250000 Penalty: 3072.394531 Iteration 65Q: 3 clusters Score -1294149 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11987 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1294158.250000 Penalty: 3072.394531 Iteration 66Q: 3 clusters Score -1294158 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12011 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -1294167.000000 Penalty: 3072.394531 Iteration 67Q: 3 clusters Score -1294167 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12036 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1294179.250000 Penalty: 3072.394531 Iteration 68Q: 3 clusters Score -1294179 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -1294189.375000 Penalty: 3072.394531 Iteration 69Q: 3 clusters Score -1294189 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -1294196.250000 Penalty: 3072.394531 Iteration 70Q: 3 clusters Score -1294196 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12087 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1294203.000000 Penalty: 3072.394531 Iteration 71Q: 3 clusters Score -1294203 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12099 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -1294208.500000 Penalty: 3072.394531 Iteration 72Q: 3 clusters Score -1294208 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12109 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -1294213.375000 Penalty: 3072.394531 Iteration 73Q: 3 clusters Score -1294213 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12123 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -1294223.875000 Penalty: 3072.394531 Iteration 74Q: 3 clusters Score -1294224 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12141 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -1294236.000000 Penalty: 3072.394531 Iteration 75Q: 3 clusters Score -1294236 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12158 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1294243.625000 Penalty: 3072.394531 Iteration 76Q: 3 clusters Score -1294244 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12167 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1294251.500000 Penalty: 3072.394531 Iteration 77Q: 3 clusters Score -1294252 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12178 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1294253.375000 Penalty: 3072.394531 Iteration 78Q: 3 clusters Score -1294253 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1294257.750000 Penalty: 3072.394531 Iteration 79Q: 3 clusters Score -1294258 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1294266.875000 Penalty: 3072.394531 Iteration 80F: 3 clusters Score -1294267 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12208 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -1294273.500000 Penalty: 3072.394531 Iteration 81Q: 3 clusters Score -1294274 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12214 members Mstep: Class 2 contains 539 members Entering Unmasked 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Unmasked Estep Score: -1294283.875000 Penalty: 3072.394531 Iteration 86Q: 3 clusters Score -1294284 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12226 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -1294285.875000 Penalty: 3072.394531 Iteration 87Q: 3 clusters Score -1294286 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1294287.750000 Penalty: 3072.394531 Iteration 88Q: 3 clusters Score -1294288 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12235 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -1294288.250000 Penalty: 3072.394531 Iteration 89Q: 3 clusters Score -1294288 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12237 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1294289.375000 Penalty: 3072.394531 Iteration 90Q: 3 clusters Score -1294289 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1294290.375000 Penalty: 3072.394531 Iteration 91Q: 3 clusters Score -1294290 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1294293.250000 Penalty: 3072.394531 Iteration 92Q: 3 clusters Score -1294293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1294294.000000 Penalty: 3072.394531 Iteration 93Q: 3 clusters Score -1294294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12241 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -1294295.500000 Penalty: 3072.394531 Iteration 94Q: 3 clusters Score -1294296 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1294298.250000 Penalty: 3072.394531 Iteration 95Q: 3 clusters Score -1294298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12244 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1294298.500000 Penalty: 3072.394531 Iteration 96Q: 3 clusters Score -1294298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12245 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1294299.625000 Penalty: 3072.394531 Iteration 97Q: 3 clusters Score -1294300 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12245 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1294299.625000 Penalty: 3072.394531 Iteration 98F: 3 clusters Score -1294300 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Entering Unmasked Estep Score: -75339.101562 Penalty: 1081.090210 Iteration 0F: 2 clusters Score -75339.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -74059.476562 Penalty: 2162.180420 Iteration 0F: 3 clusters Score -74059.48 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -74260.625000 Penalty: 2162.180420 Iteration 1F: 3 clusters Score -74260.62 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -74358.773438 Penalty: 2162.180420 Iteration 2F: 3 clusters Score -74358.77 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -74395.429688 Penalty: 2162.180420 Iteration 3Q: 3 clusters Score -74395.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -74416.828125 Penalty: 2162.180420 Iteration 4Q: 3 clusters Score -74416.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -74437.546875 Penalty: 2162.180420 Iteration 5Q: 3 clusters Score -74437.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -74447.945312 Penalty: 2162.180420 Iteration 6Q: 3 clusters Score -74447.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -74460.156250 Penalty: 2162.180420 Iteration 7Q: 3 clusters Score -74460.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -74468.257812 Penalty: 2162.180420 Iteration 8Q: 3 clusters Score -74468.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -74474.835938 Penalty: 2162.180420 Iteration 9Q: 3 clusters Score -74474.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -74477.648438 Penalty: 2162.180420 Iteration 10Q: 3 clusters Score -74477.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -74479.859375 Penalty: 2162.180420 Iteration 11Q: 3 clusters Score -74479.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -74483.171875 Penalty: 2162.180420 Iteration 12Q: 3 clusters Score -74483.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -74483.585938 Penalty: 2162.180420 Iteration 13Q: 3 clusters Score -74483.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -74483.585938 Penalty: 2162.180420 Iteration 14F: 3 clusters Score -74483.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Entering Unmasked Estep Score: -527667.437500 Penalty: 1390.916504 Iteration 0F: 2 clusters Score -527667.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -523564.406250 Penalty: 2781.833008 Iteration 0F: 3 clusters Score -523564.4 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -524771.437500 Penalty: 2781.833008 Iteration 1F: 3 clusters Score -524771.4 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -524974.625000 Penalty: 2781.833008 Iteration 2F: 3 clusters Score -524974.6 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -525129.500000 Penalty: 2781.833008 Iteration 3F: 3 clusters Score -525129.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -525260.000000 Penalty: 2781.833008 Iteration 4Q: 3 clusters Score -525260 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -525371.937500 Penalty: 2781.833008 Iteration 5Q: 3 clusters Score -525371.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -525480.187500 Penalty: 2781.833008 Iteration 6Q: 3 clusters Score -525480.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -525593.500000 Penalty: 2781.833008 Iteration 7Q: 3 clusters Score -525593.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -525721.375000 Penalty: 2781.833008 Iteration 8Q: 3 clusters Score -525721.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -525863.125000 Penalty: 2781.833008 Iteration 9Q: 3 clusters Score -525863.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -525963.000000 Penalty: 2781.833008 Iteration 10Q: 3 clusters Score -525963 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -526031.375000 Penalty: 2781.833008 Iteration 11Q: 3 clusters Score -526031.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -526071.437500 Penalty: 2781.833008 Iteration 12Q: 3 clusters Score -526071.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -526105.250000 Penalty: 2781.833008 Iteration 13Q: 3 clusters Score -526105.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -526131.000000 Penalty: 2781.833008 Iteration 14Q: 3 clusters Score -526131 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -526148.875000 Penalty: 2781.833008 Iteration 15Q: 3 clusters Score -526148.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -526170.687500 Penalty: 2781.833008 Iteration 16Q: 3 clusters Score -526170.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -526191.875000 Penalty: 2781.833008 Iteration 17Q: 3 clusters Score -526191.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -526205.250000 Penalty: 2781.833008 Iteration 18Q: 3 clusters Score -526205.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -526215.875000 Penalty: 2781.833008 Iteration 19Q: 3 clusters Score -526215.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -526226.437500 Penalty: 2781.833008 Iteration 20F: 3 clusters Score -526226.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -526235.062500 Penalty: 2781.833008 Iteration 21Q: 3 clusters Score -526235.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -526240.500000 Penalty: 2781.833008 Iteration 22Q: 3 clusters Score -526240.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -526247.625000 Penalty: 2781.833008 Iteration 23Q: 3 clusters Score -526247.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -526255.562500 Penalty: 2781.833008 Iteration 24Q: 3 clusters Score -526255.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -526264.937500 Penalty: 2781.833008 Iteration 25Q: 3 clusters Score -526264.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -526274.875000 Penalty: 2781.833008 Iteration 26Q: 3 clusters Score -526274.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -526282.687500 Penalty: 2781.833008 Iteration 27Q: 3 clusters Score -526282.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -526286.250000 Penalty: 2781.833008 Iteration 28Q: 3 clusters Score -526286.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -526289.375000 Penalty: 2781.833008 Iteration 29Q: 3 clusters Score -526289.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -526290.937500 Penalty: 2781.833008 Iteration 30Q: 3 clusters Score -526290.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -526292.375000 Penalty: 2781.833008 Iteration 31Q: 3 clusters Score -526292.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -526293.250000 Penalty: 2781.833008 Iteration 32Q: 3 clusters Score -526293.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -526297.125000 Penalty: 2781.833008 Iteration 33Q: 3 clusters Score -526297.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -526301.187500 Penalty: 2781.833008 Iteration 34Q: 3 clusters Score -526301.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -526304.187500 Penalty: 2781.833008 Iteration 35Q: 3 clusters Score -526304.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -526306.687500 Penalty: 2781.833008 Iteration 36Q: 3 clusters Score -526306.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -526309.375000 Penalty: 2781.833008 Iteration 37Q: 3 clusters Score -526309.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -526313.562500 Penalty: 2781.833008 Iteration 38Q: 3 clusters Score -526313.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -526316.187500 Penalty: 2781.833008 Iteration 39Q: 3 clusters Score -526316.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -526319.437500 Penalty: 2781.833008 Iteration 40F: 3 clusters Score -526319.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -526322.187500 Penalty: 2781.833008 Iteration 41Q: 3 clusters Score -526322.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -526327.000000 Penalty: 2781.833008 Iteration 42Q: 3 clusters Score -526327 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -526331.625000 Penalty: 2781.833008 Iteration 43Q: 3 clusters Score -526331.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -526338.875000 Penalty: 2781.833008 Iteration 44Q: 3 clusters Score -526338.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -526346.062500 Penalty: 2781.833008 Iteration 45Q: 3 clusters Score -526346.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -526349.937500 Penalty: 2781.833008 Iteration 46Q: 3 clusters Score -526349.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -526354.437500 Penalty: 2781.833008 Iteration 47Q: 3 clusters Score -526354.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -526358.562500 Penalty: 2781.833008 Iteration 48Q: 3 clusters Score -526358.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -526359.312500 Penalty: 2781.833008 Iteration 49Q: 3 clusters Score -526359.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -526360.062500 Penalty: 2781.833008 Iteration 50Q: 3 clusters Score -526360.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -526360.000000 Penalty: 2781.833008 Iteration 51Q: 3 clusters Score -526360 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -526360.937500 Penalty: 2781.833008 Iteration 52Q: 3 clusters Score -526360.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -526361.000000 Penalty: 2781.833008 Iteration 53Q: 3 clusters Score -526361 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -526362.312500 Penalty: 2781.833008 Iteration 54Q: 3 clusters Score -526362.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -526361.937500 Penalty: 2781.833008 Iteration 55Q: 3 clusters Score -526361.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -526361.937500 Penalty: 2781.833008 Iteration 56F: 3 clusters Score -526361.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (12962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12962 members Entering Unmasked Estep Score: -1312768.625000 Penalty: 1538.838745 Iteration 0F: 2 clusters Score -1312769 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -1303723.875000 Penalty: 3077.677490 Iteration 0F: 3 clusters Score -1303724 nChanged 5675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -1306702.125000 Penalty: 3077.677490 Iteration 1F: 3 clusters Score -1306702 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -1306944.875000 Penalty: 3077.677490 Iteration 2F: 3 clusters Score -1306945 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -1307156.375000 Penalty: 3077.677490 Iteration 3Q: 3 clusters Score -1307156 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -1307381.000000 Penalty: 3077.677490 Iteration 4Q: 3 clusters Score -1307381 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -1307629.875000 Penalty: 3077.677490 Iteration 5Q: 3 clusters Score -1307630 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -1307899.500000 Penalty: 3077.677490 Iteration 6Q: 3 clusters Score -1307900 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 8427 members Entering Unmasked Estep Score: -1308238.875000 Penalty: 3077.677490 Iteration 7Q: 3 clusters Score -1308239 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 8987 members Entering Unmasked Estep Score: -1308681.750000 Penalty: 3077.677490 Iteration 8F: 3 clusters Score -1308682 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 9602 members Entering Unmasked Estep Score: -1309215.875000 Penalty: 3077.677490 Iteration 9F: 3 clusters Score -1309216 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 10198 members Entering Unmasked Estep Score: -1309764.500000 Penalty: 3077.677490 Iteration 10F: 3 clusters Score -1309764 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -1310205.750000 Penalty: 3077.677490 Iteration 11Q: 3 clusters Score -1310206 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -1310562.250000 Penalty: 3077.677490 Iteration 12Q: 3 clusters Score -1310562 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -1310834.875000 Penalty: 3077.677490 Iteration 13Q: 3 clusters Score -1310835 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 11599 members Entering Unmasked Estep Score: -1311010.250000 Penalty: 3077.677490 Iteration 14Q: 3 clusters Score -1311010 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 11760 members Entering Unmasked Estep Score: -1311132.250000 Penalty: 3077.677490 Iteration 15Q: 3 clusters Score -1311132 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 11867 members Entering Unmasked Estep Score: -1311222.750000 Penalty: 3077.677490 Iteration 16Q: 3 clusters Score -1311223 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -1311280.375000 Penalty: 3077.677490 Iteration 17Q: 3 clusters Score -1311280 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 11997 members Entering Unmasked Estep Score: -1311314.125000 Penalty: 3077.677490 Iteration 18Q: 3 clusters Score -1311314 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 12044 members Entering Unmasked Estep Score: -1311351.125000 Penalty: 3077.677490 Iteration 19Q: 3 clusters Score -1311351 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -1311374.000000 Penalty: 3077.677490 Iteration 20F: 3 clusters Score -1311374 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 12110 members Entering Unmasked Estep Score: -1311389.875000 Penalty: 3077.677490 Iteration 21Q: 3 clusters Score -1311390 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 12139 members Entering Unmasked Estep Score: -1311406.750000 Penalty: 3077.677490 Iteration 22Q: 3 clusters Score -1311407 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 12167 members Entering Unmasked Estep Score: -1311427.250000 Penalty: 3077.677490 Iteration 23Q: 3 clusters Score -1311427 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 12198 members Entering Unmasked Estep Score: -1311452.750000 Penalty: 3077.677490 Iteration 24Q: 3 clusters Score -1311453 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 12219 members Entering Unmasked Estep Score: -1311466.750000 Penalty: 3077.677490 Iteration 25Q: 3 clusters Score -1311467 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 12237 members Entering Unmasked Estep Score: -1311482.625000 Penalty: 3077.677490 Iteration 26Q: 3 clusters Score -1311483 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 12252 members Entering Unmasked Estep Score: -1311494.750000 Penalty: 3077.677490 Iteration 27Q: 3 clusters Score -1311495 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 12265 members Entering Unmasked Estep Score: -1311503.375000 Penalty: 3077.677490 Iteration 28Q: 3 clusters Score -1311503 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 12278 members Entering Unmasked Estep Score: -1311509.375000 Penalty: 3077.677490 Iteration 29Q: 3 clusters Score -1311509 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -1311511.875000 Penalty: 3077.677490 Iteration 30Q: 3 clusters Score -1311512 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 12288 members Entering Unmasked Estep Score: -1311510.500000 Penalty: 3077.677490 Iteration 31Q: 3 clusters Score -1311510 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 12293 members Entering Unmasked Estep Score: -1311514.500000 Penalty: 3077.677490 Iteration 32Q: 3 clusters Score -1311514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 12295 members Entering Unmasked Estep Score: -1311516.375000 Penalty: 3077.677490 Iteration 33Q: 3 clusters Score -1311516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -1311515.375000 Penalty: 3077.677490 Iteration 34Q: 3 clusters Score -1311515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -1311516.750000 Penalty: 3077.677490 Iteration 35Q: 3 clusters Score -1311517 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -1311516.750000 Penalty: 3077.677490 Iteration 36F: 3 clusters Score -1311517 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Entering Unmasked Estep Score: -44755.261719 Penalty: 1000.852966 Iteration 0F: 2 clusters Score -44755.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -43736.277344 Penalty: 2001.705933 Iteration 0F: 3 clusters Score -43736.28 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -43881.230469 Penalty: 2001.705933 Iteration 1F: 3 clusters Score -43881.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -43913.101562 Penalty: 2001.705933 Iteration 2Q: 3 clusters Score -43913.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -43921.507812 Penalty: 2001.705933 Iteration 3Q: 3 clusters Score -43921.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -43924.992188 Penalty: 2001.705933 Iteration 4Q: 3 clusters Score -43924.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -43930.800781 Penalty: 2001.705933 Iteration 5Q: 3 clusters Score -43930.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -43940.535156 Penalty: 2001.705933 Iteration 6Q: 3 clusters Score -43940.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -43946.250000 Penalty: 2001.705933 Iteration 7Q: 3 clusters Score -43946.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -43948.480469 Penalty: 2001.705933 Iteration 8Q: 3 clusters Score -43948.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -43948.480469 Penalty: 2001.705933 Iteration 9F: 3 clusters Score -43948.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (3461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Entering Unmasked Estep Score: -318698.343750 Penalty: 1324.263306 Iteration 0F: 2 clusters Score -318698.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -315779.500000 Penalty: 2648.526611 Iteration 0F: 3 clusters Score -315779.5 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -316766.343750 Penalty: 2648.526611 Iteration 1F: 3 clusters Score -316766.3 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -317237.531250 Penalty: 2648.526611 Iteration 2F: 3 clusters Score -317237.5 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -317622.593750 Penalty: 2648.526611 Iteration 3F: 3 clusters Score -317622.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -317918.625000 Penalty: 2648.526611 Iteration 4F: 3 clusters Score -317918.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -318136.000000 Penalty: 2648.526611 Iteration 5F: 3 clusters Score -318136 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -318271.125000 Penalty: 2648.526611 Iteration 6Q: 3 clusters Score -318271.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -318332.187500 Penalty: 2648.526611 Iteration 7Q: 3 clusters Score -318332.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -318362.593750 Penalty: 2648.526611 Iteration 8Q: 3 clusters Score -318362.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -318376.750000 Penalty: 2648.526611 Iteration 9Q: 3 clusters Score -318376.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -318384.593750 Penalty: 2648.526611 Iteration 10Q: 3 clusters Score -318384.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -318391.187500 Penalty: 2648.526611 Iteration 11Q: 3 clusters Score -318391.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -318395.406250 Penalty: 2648.526611 Iteration 12Q: 3 clusters Score -318395.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -318399.312500 Penalty: 2648.526611 Iteration 13Q: 3 clusters Score -318399.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -318403.437500 Penalty: 2648.526611 Iteration 14Q: 3 clusters Score -318403.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -318406.937500 Penalty: 2648.526611 Iteration 15Q: 3 clusters Score -318406.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -318409.437500 Penalty: 2648.526611 Iteration 16Q: 3 clusters Score -318409.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -318410.093750 Penalty: 2648.526611 Iteration 17Q: 3 clusters Score -318410.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -318410.156250 Penalty: 2648.526611 Iteration 18Q: 3 clusters Score -318410.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -318410.843750 Penalty: 2648.526611 Iteration 19Q: 3 clusters Score -318410.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -318410.843750 Penalty: 2648.526611 Iteration 20F: 3 clusters Score -318410.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35988 members Mstep: Class 2 contains 12319 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 469 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 72260 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17343 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 2923 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 775 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Entering Unmasked Estep ConsiderDeletion Score: -22265162.000000 Penalty: 58205.878906 Iteration 188F: 30 clusters Score -2.226516e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35976 members Mstep: Class 2 contains 12299 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 498 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2160 members Mstep: Class 9 contains 16304 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3769 members Mstep: Class 12 contains 4527 members Mstep: Class 13 contains 72139 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 17343 members Mstep: Class 16 contains 341 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 1486 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 774 members Mstep: Class 24 contains 5213 members Mstep: Class 25 contains 12961 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4616 members Mstep: Class 29 contains 3760 members Entering Unmasked Estep ConsiderDeletion Score: -22265452.000000 Penalty: 58205.878906 Iteration 189Q: 30 clusters Score -2.226545e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35960 members Mstep: Class 2 contains 12293 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 530 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 2797 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2156 members Mstep: Class 9 contains 16304 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3784 members Mstep: Class 12 contains 4527 members Mstep: Class 13 contains 72026 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17349 members Mstep: Class 16 contains 341 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5780 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1169 members Mstep: Class 21 contains 1484 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 776 members Mstep: Class 24 contains 5211 members Mstep: Class 25 contains 12962 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4619 members Mstep: Class 29 contains 3850 members Entering Unmasked Estep ConsiderDeletion Score: -22265538.000000 Penalty: 58205.878906 Iteration 190Q: 30 clusters Score -2.226554e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35939 members Mstep: Class 2 contains 12284 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 577 members Mstep: Class 5 contains 812 members Mstep: Class 6 contains 2795 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2155 members Mstep: Class 9 contains 16302 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3804 members Mstep: Class 12 contains 4527 members Mstep: Class 13 contains 71915 members Mstep: Class 14 contains 664 members Mstep: Class 15 contains 17360 members Mstep: Class 16 contains 341 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5781 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1169 members Mstep: Class 21 contains 1482 members Mstep: Class 22 contains 12753 members Mstep: Class 23 contains 778 members Mstep: Class 24 contains 5209 members Mstep: Class 25 contains 12965 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3462 members Mstep: Class 28 contains 4622 members Mstep: Class 29 contains 3921 members Entering Unmasked Estep ConsiderDeletion Score: -22265698.000000 Penalty: 58205.878906 Iteration 191Q: 30 clusters Score -2.22657e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35924 members Mstep: Class 2 contains 12273 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 608 members Mstep: Class 5 contains 810 members Mstep: Class 6 contains 2794 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16301 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3821 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 71817 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17371 members Mstep: Class 16 contains 341 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5781 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1170 members Mstep: Class 21 contains 1481 members Mstep: Class 22 contains 12754 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5209 members Mstep: Class 25 contains 12967 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3462 members Mstep: Class 28 contains 4623 members Mstep: Class 29 contains 3990 members Entering Unmasked Estep ConsiderDeletion Score: -22265762.000000 Penalty: 58205.878906 Iteration 192Q: 30 clusters Score -2.226576e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35914 members Mstep: Class 2 contains 12261 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 623 members Mstep: Class 5 contains 808 members Mstep: Class 6 contains 2794 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16300 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3830 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 71746 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17378 members Mstep: Class 16 contains 342 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5782 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1170 members Mstep: Class 21 contains 1484 members Mstep: Class 22 contains 12754 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5209 members Mstep: Class 25 contains 12969 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3462 members Mstep: Class 28 contains 4624 members Mstep: Class 29 contains 4046 members Entering Unmasked Estep ConsiderDeletion Score: -22265754.000000 Penalty: 58205.878906 Iteration 193Q: 30 clusters Score -2.226575e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35915 members Mstep: Class 2 contains 12258 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 634 members Mstep: Class 5 contains 804 members Mstep: Class 6 contains 2794 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16300 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3829 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 71673 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17382 members Mstep: Class 16 contains 344 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5782 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1171 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 12756 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5211 members Mstep: Class 25 contains 12970 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3462 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4101 members Entering Unmasked Estep ConsiderDeletion Score: -22265766.000000 Penalty: 58205.878906 Iteration 194Q: 30 clusters Score -2.226577e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35913 members Mstep: Class 2 contains 12254 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 804 members Mstep: Class 6 contains 2794 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16300 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3831 members Mstep: Class 12 contains 4525 members Mstep: Class 13 contains 71594 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17385 members Mstep: Class 16 contains 344 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5783 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1173 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 12759 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5211 members Mstep: Class 25 contains 12971 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3462 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4174 members Entering Unmasked Estep ConsiderDeletion Score: -22265758.000000 Penalty: 58205.878906 Iteration 195Q: 30 clusters Score -2.226576e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35912 members Mstep: Class 2 contains 12252 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 805 members Mstep: Class 6 contains 2794 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16302 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3832 members Mstep: Class 12 contains 4524 members Mstep: Class 13 contains 71536 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17387 members Mstep: Class 16 contains 344 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5782 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1173 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 12763 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5213 members Mstep: Class 25 contains 12972 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4223 members Entering Unmasked Estep ConsiderDeletion Score: -22265830.000000 Penalty: 58205.878906 Iteration 196Q: 30 clusters Score -2.226583e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35912 members Mstep: Class 2 contains 12244 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 804 members Mstep: Class 6 contains 2794 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16303 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3832 members Mstep: Class 12 contains 4522 members Mstep: Class 13 contains 71472 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17393 members Mstep: Class 16 contains 344 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5782 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1174 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 12765 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5212 members Mstep: Class 25 contains 12976 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4285 members Entering Unmasked Estep ConsiderDeletion Score: -22265802.000000 Penalty: 58205.878906 Iteration 197Q: 30 clusters Score -2.22658e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35912 members Mstep: Class 2 contains 12238 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 638 members Mstep: Class 5 contains 804 members Mstep: Class 6 contains 2794 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16305 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3832 members Mstep: Class 12 contains 4520 members Mstep: Class 13 contains 71430 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17395 members Mstep: Class 16 contains 344 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5782 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1174 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 12767 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5212 members Mstep: Class 25 contains 12979 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4325 members Entering Unmasked Estep ConsiderDeletion Score: -22265770.000000 Penalty: 58205.878906 Iteration 198Q: 30 clusters Score -2.226577e+07 nChanged 49 Entering ConstructFrom: Score: -22265770.000000 Penalty: 58205.878906 Entering ConstructFrom: Trying to split cluster 1 (35912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35912 members Entering Unmasked Estep Score: -3537732.750000 Penalty: 1704.434326 Iteration 0F: 2 clusters Score -3537733 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17884 members Mstep: Class 2 contains 18028 members Entering Unmasked Estep Score: -3513690.000000 Penalty: 3408.868652 Iteration 0F: 3 clusters Score -3513690 nChanged 16610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17244 members Mstep: Class 2 contains 18668 members Entering Unmasked Estep Score: -3523494.500000 Penalty: 3408.868652 Iteration 1F: 3 clusters Score -3523494 nChanged 2004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16764 members Mstep: Class 2 contains 19148 members Entering Unmasked Estep Score: -3524492.000000 Penalty: 3408.868652 Iteration 2F: 3 clusters Score -3524492 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15960 members Mstep: Class 2 contains 19952 members Entering Unmasked Estep Score: -3525864.750000 Penalty: 3408.868652 Iteration 3F: 3 clusters Score -3525865 nChanged 2410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14856 members Mstep: Class 2 contains 21056 members Entering Unmasked Estep Score: -3527385.500000 Penalty: 3408.868652 Iteration 4F: 3 clusters Score -3527386 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13570 members Mstep: Class 2 contains 22342 members Entering Unmasked Estep Score: -3529072.000000 Penalty: 3408.868652 Iteration 5F: 3 clusters Score -3529072 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12196 members Mstep: Class 2 contains 23716 members Entering Unmasked Estep Score: -3530848.250000 Penalty: 3408.868652 Iteration 6F: 3 clusters Score -3530848 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 25080 members Entering Unmasked Estep Score: -3532674.750000 Penalty: 3408.868652 Iteration 7F: 3 clusters Score -3532675 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9682 members Mstep: Class 2 contains 26230 members Entering Unmasked Estep Score: -3534103.250000 Penalty: 3408.868652 Iteration 8Q: 3 clusters Score -3534103 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8798 members Mstep: Class 2 contains 27114 members Entering Unmasked Estep Score: -3534974.750000 Penalty: 3408.868652 Iteration 9Q: 3 clusters Score -3534975 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 27831 members Entering Unmasked Estep Score: -3535508.250000 Penalty: 3408.868652 Iteration 10Q: 3 clusters Score -3535508 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 28483 members Entering Unmasked Estep Score: -3535847.500000 Penalty: 3408.868652 Iteration 11Q: 3 clusters Score -3535848 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 29065 members Entering Unmasked Estep Score: -3536098.000000 Penalty: 3408.868652 Iteration 12Q: 3 clusters Score -3536098 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 29583 members Entering Unmasked Estep Score: -3536335.500000 Penalty: 3408.868652 Iteration 13Q: 3 clusters Score -3536336 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 30023 members Entering Unmasked Estep Score: -3536513.750000 Penalty: 3408.868652 Iteration 14Q: 3 clusters Score -3536514 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 30439 members Entering Unmasked Estep Score: -3536678.000000 Penalty: 3408.868652 Iteration 15Q: 3 clusters Score -3536678 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 30816 members Entering Unmasked Estep Score: -3536814.750000 Penalty: 3408.868652 Iteration 16Q: 3 clusters Score -3536815 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 31150 members Entering Unmasked Estep Score: -3536953.500000 Penalty: 3408.868652 Iteration 17Q: 3 clusters Score -3536954 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 31448 members Entering Unmasked Estep Score: -3537073.000000 Penalty: 3408.868652 Iteration 18Q: 3 clusters Score -3537073 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 31729 members Entering Unmasked Estep Score: -3537227.500000 Penalty: 3408.868652 Iteration 19Q: 3 clusters Score -3537228 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 31958 members Entering Unmasked Estep Score: -3537369.750000 Penalty: 3408.868652 Iteration 20F: 3 clusters Score -3537370 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 32171 members Entering Unmasked Estep Score: -3537484.000000 Penalty: 3408.868652 Iteration 21Q: 3 clusters Score -3537484 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 32332 members Entering Unmasked Estep Score: -3537538.250000 Penalty: 3408.868652 Iteration 22Q: 3 clusters Score -3537538 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 32451 members Entering Unmasked Estep Score: -3537565.500000 Penalty: 3408.868652 Iteration 23Q: 3 clusters Score -3537566 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 32569 members Entering Unmasked Estep Score: -3537587.250000 Penalty: 3408.868652 Iteration 24Q: 3 clusters Score -3537587 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 32649 members Entering Unmasked Estep Score: -3537609.250000 Penalty: 3408.868652 Iteration 25Q: 3 clusters Score -3537609 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 32722 members Entering Unmasked Estep Score: -3537625.500000 Penalty: 3408.868652 Iteration 26Q: 3 clusters Score -3537626 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 32790 members Entering Unmasked Estep Score: -3537640.500000 Penalty: 3408.868652 Iteration 27Q: 3 clusters Score -3537640 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 32835 members Entering Unmasked Estep Score: -3537639.500000 Penalty: 3408.868652 Iteration 28Q: 3 clusters Score -3537640 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 32868 members Entering Unmasked Estep Score: -3537657.750000 Penalty: 3408.868652 Iteration 29Q: 3 clusters Score -3537658 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 32897 members Entering Unmasked Estep Score: -3537658.500000 Penalty: 3408.868652 Iteration 30Q: 3 clusters Score -3537658 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 32929 members Entering Unmasked Estep Score: -3537655.500000 Penalty: 3408.868652 Iteration 31Q: 3 clusters Score -3537656 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 32957 members Entering Unmasked Estep Score: -3537664.750000 Penalty: 3408.868652 Iteration 32Q: 3 clusters Score -3537665 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 32974 members Entering Unmasked Estep Score: -3537666.750000 Penalty: 3408.868652 Iteration 33Q: 3 clusters Score -3537667 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 32981 members Entering Unmasked Estep Score: -3537665.750000 Penalty: 3408.868652 Iteration 34Q: 3 clusters Score -3537666 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 32986 members Entering Unmasked Estep Score: -3537670.000000 Penalty: 3408.868652 Iteration 35Q: 3 clusters Score -3537670 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 32994 members Entering Unmasked Estep Score: -3537674.250000 Penalty: 3408.868652 Iteration 36Q: 3 clusters Score -3537674 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 33003 members Entering Unmasked Estep Score: -3537675.250000 Penalty: 3408.868652 Iteration 37Q: 3 clusters Score -3537675 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 33009 members Entering Unmasked Estep Score: -3537669.500000 Penalty: 3408.868652 Iteration 38Q: 3 clusters Score -3537670 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 33014 members Entering Unmasked Estep Score: -3537670.000000 Penalty: 3408.868652 Iteration 39Q: 3 clusters Score -3537670 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 33020 members Entering Unmasked Estep Score: -3537676.500000 Penalty: 3408.868652 Iteration 40F: 3 clusters Score -3537676 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 33029 members Entering Unmasked Estep Score: -3537685.000000 Penalty: 3408.868652 Iteration 41Q: 3 clusters Score -3537685 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 33032 members Entering Unmasked Estep Score: -3537683.500000 Penalty: 3408.868652 Iteration 42Q: 3 clusters Score -3537684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 33035 members Entering Unmasked Estep Score: -3537683.000000 Penalty: 3408.868652 Iteration 43Q: 3 clusters Score -3537683 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 33040 members Entering Unmasked Estep Score: -3537690.750000 Penalty: 3408.868652 Iteration 44Q: 3 clusters Score -3537691 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 33044 members Entering Unmasked Estep Score: -3537692.500000 Penalty: 3408.868652 Iteration 45Q: 3 clusters Score -3537692 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 33047 members Entering Unmasked Estep Score: -3537693.750000 Penalty: 3408.868652 Iteration 46Q: 3 clusters Score -3537694 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 33050 members Entering Unmasked Estep Score: -3537695.750000 Penalty: 3408.868652 Iteration 47Q: 3 clusters Score -3537696 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 33054 members Entering Unmasked Estep Score: -3537691.500000 Penalty: 3408.868652 Iteration 48Q: 3 clusters Score -3537692 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 33059 members Entering Unmasked Estep Score: -3537690.500000 Penalty: 3408.868652 Iteration 49Q: 3 clusters Score -3537690 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 33062 members Entering Unmasked Estep Score: -3537689.500000 Penalty: 3408.868652 Iteration 50Q: 3 clusters Score -3537690 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 33065 members Entering Unmasked Estep Score: -3537693.750000 Penalty: 3408.868652 Iteration 51Q: 3 clusters Score -3537694 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 33068 members Entering Unmasked Estep Score: -3537691.000000 Penalty: 3408.868652 Iteration 52Q: 3 clusters Score -3537691 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 33074 members Entering Unmasked Estep Score: -3537688.000000 Penalty: 3408.868652 Iteration 53Q: 3 clusters Score -3537688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 33075 members Entering Unmasked Estep Score: -3537689.750000 Penalty: 3408.868652 Iteration 54Q: 3 clusters Score -3537690 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 33075 members Entering Unmasked Estep Score: -3537689.750000 Penalty: 3408.868652 Iteration 55F: 3 clusters Score -3537690 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12235 members Entering Unmasked Estep Score: -1227863.375000 Penalty: 1529.459106 Iteration 0F: 2 clusters Score -1227863 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -1219384.125000 Penalty: 3058.918213 Iteration 0F: 3 clusters Score -1219384 nChanged 5347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -1222652.625000 Penalty: 3058.918213 Iteration 1F: 3 clusters Score -1222653 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -1223338.625000 Penalty: 3058.918213 Iteration 2F: 3 clusters Score -1223339 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -1224016.500000 Penalty: 3058.918213 Iteration 3F: 3 clusters Score -1224016 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -1224588.625000 Penalty: 3058.918213 Iteration 4F: 3 clusters Score -1224589 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 8939 members Entering Unmasked Estep Score: -1225072.500000 Penalty: 3058.918213 Iteration 5F: 3 clusters Score -1225072 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -1225391.625000 Penalty: 3058.918213 Iteration 6Q: 3 clusters Score -1225392 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 9618 members Entering Unmasked Estep Score: -1225639.500000 Penalty: 3058.918213 Iteration 7Q: 3 clusters Score -1225640 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -1225840.500000 Penalty: 3058.918213 Iteration 8Q: 3 clusters Score -1225840 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 10090 members Entering Unmasked Estep Score: -1225999.250000 Penalty: 3058.918213 Iteration 9Q: 3 clusters Score -1225999 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 10276 members Entering Unmasked Estep Score: -1226147.750000 Penalty: 3058.918213 Iteration 10Q: 3 clusters Score -1226148 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 10439 members Entering Unmasked Estep Score: -1226279.625000 Penalty: 3058.918213 Iteration 11Q: 3 clusters Score -1226280 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 10561 members Entering Unmasked Estep Score: -1226363.000000 Penalty: 3058.918213 Iteration 12Q: 3 clusters Score -1226363 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 10649 members Entering Unmasked Estep Score: -1226423.500000 Penalty: 3058.918213 Iteration 13Q: 3 clusters Score -1226424 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 10731 members Entering Unmasked Estep Score: -1226470.000000 Penalty: 3058.918213 Iteration 14Q: 3 clusters Score -1226470 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 10781 members Entering Unmasked Estep Score: -1226495.375000 Penalty: 3058.918213 Iteration 15Q: 3 clusters Score -1226495 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 10827 members Entering Unmasked Estep Score: -1226510.625000 Penalty: 3058.918213 Iteration 16Q: 3 clusters Score -1226511 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -1226522.250000 Penalty: 3058.918213 Iteration 17Q: 3 clusters Score -1226522 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 10885 members Entering Unmasked Estep Score: -1226530.500000 Penalty: 3058.918213 Iteration 18Q: 3 clusters Score -1226530 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 10900 members Entering Unmasked Estep Score: -1226533.625000 Penalty: 3058.918213 Iteration 19Q: 3 clusters Score -1226534 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 10914 members Entering Unmasked Estep Score: -1226536.875000 Penalty: 3058.918213 Iteration 20F: 3 clusters Score -1226537 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 10929 members Entering Unmasked Estep Score: -1226541.500000 Penalty: 3058.918213 Iteration 21Q: 3 clusters Score -1226542 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 10944 members Entering Unmasked Estep Score: -1226543.500000 Penalty: 3058.918213 Iteration 22Q: 3 clusters Score -1226544 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 10959 members Entering Unmasked Estep Score: -1226546.375000 Penalty: 3058.918213 Iteration 23Q: 3 clusters Score -1226546 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 10969 members Entering Unmasked Estep Score: -1226549.750000 Penalty: 3058.918213 Iteration 24Q: 3 clusters Score -1226550 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 10979 members Entering Unmasked Estep Score: -1226553.875000 Penalty: 3058.918213 Iteration 25Q: 3 clusters Score -1226554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 10983 members Entering Unmasked Estep Score: -1226555.125000 Penalty: 3058.918213 Iteration 26Q: 3 clusters Score -1226555 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -1226556.375000 Penalty: 3058.918213 Iteration 27Q: 3 clusters Score -1226556 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 10993 members Entering Unmasked Estep Score: -1226557.875000 Penalty: 3058.918213 Iteration 28Q: 3 clusters Score -1226558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -1226559.625000 Penalty: 3058.918213 Iteration 29Q: 3 clusters Score -1226560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 10999 members Entering Unmasked Estep Score: -1226560.375000 Penalty: 3058.918213 Iteration 30Q: 3 clusters Score -1226560 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -1226563.375000 Penalty: 3058.918213 Iteration 31Q: 3 clusters Score -1226563 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 11008 members Entering Unmasked Estep Score: -1226565.625000 Penalty: 3058.918213 Iteration 32Q: 3 clusters Score -1226566 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -1226566.000000 Penalty: 3058.918213 Iteration 33Q: 3 clusters Score -1226566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 11019 members Entering Unmasked Estep Score: -1226568.875000 Penalty: 3058.918213 Iteration 34Q: 3 clusters Score -1226569 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 11024 members Entering Unmasked Estep Score: -1226568.000000 Penalty: 3058.918213 Iteration 35Q: 3 clusters Score -1226568 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 11035 members Entering Unmasked Estep Score: -1226575.375000 Penalty: 3058.918213 Iteration 36Q: 3 clusters Score -1226575 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 11046 members Entering Unmasked Estep Score: -1226578.000000 Penalty: 3058.918213 Iteration 37Q: 3 clusters Score -1226578 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 11053 members Entering Unmasked Estep Score: -1226580.875000 Penalty: 3058.918213 Iteration 38Q: 3 clusters Score -1226581 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 11058 members Entering Unmasked Estep Score: -1226579.625000 Penalty: 3058.918213 Iteration 39Q: 3 clusters Score -1226580 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 11059 members Entering Unmasked Estep Score: -1226579.875000 Penalty: 3058.918213 Iteration 40F: 3 clusters Score -1226580 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -12160.080078 Penalty: 825.728210 Iteration 0F: 2 clusters Score -12160.08 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 75 members Entering Unmasked Estep Score: -11571.918945 Penalty: 1651.456421 Iteration 0F: 3 clusters Score -11571.92 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -11665.987305 Penalty: 1651.456421 Iteration 1F: 3 clusters Score -11665.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -11696.323242 Penalty: 1651.456421 Iteration 2Q: 3 clusters Score -11696.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -11720.064453 Penalty: 1651.456421 Iteration 3Q: 3 clusters Score -11720.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -11741.348633 Penalty: 1651.456421 Iteration 4Q: 3 clusters Score -11741.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -11753.661133 Penalty: 1651.456421 Iteration 5Q: 3 clusters Score -11753.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -11756.907227 Penalty: 1651.456421 Iteration 6Q: 3 clusters Score -11756.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -11756.907227 Penalty: 1651.456421 Iteration 7F: 3 clusters Score -11756.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (638 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Entering Unmasked Estep Score: -62520.761719 Penalty: 1049.479980 Iteration 0F: 2 clusters Score -62520.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -61342.257812 Penalty: 2098.959961 Iteration 0F: 3 clusters Score -61342.26 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -61523.828125 Penalty: 2098.959961 Iteration 1F: 3 clusters Score -61523.83 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -61567.675781 Penalty: 2098.959961 Iteration 2Q: 3 clusters Score -61567.68 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -61595.808594 Penalty: 2098.959961 Iteration 3Q: 3 clusters Score -61595.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -61607.937500 Penalty: 2098.959961 Iteration 4Q: 3 clusters Score -61607.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -61614.062500 Penalty: 2098.959961 Iteration 5Q: 3 clusters Score -61614.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -61616.277344 Penalty: 2098.959961 Iteration 6Q: 3 clusters Score -61616.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -61618.757812 Penalty: 2098.959961 Iteration 7Q: 3 clusters Score -61618.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -61618.757812 Penalty: 2098.959961 Iteration 8F: 3 clusters Score -61618.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Entering Unmasked Estep Score: -72462.273438 Penalty: 1087.059814 Iteration 0F: 2 clusters Score -72462.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -71285.203125 Penalty: 2174.119629 Iteration 0F: 3 clusters Score -71285.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -71727.429688 Penalty: 2174.119629 Iteration 1F: 3 clusters Score -71727.43 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -71868.492188 Penalty: 2174.119629 Iteration 2F: 3 clusters Score -71868.49 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -71946.195312 Penalty: 2174.119629 Iteration 3F: 3 clusters Score -71946.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -72062.585938 Penalty: 2174.119629 Iteration 4Q: 3 clusters Score -72062.59 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -72101.664062 Penalty: 2174.119629 Iteration 5Q: 3 clusters Score -72101.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72133.640625 Penalty: 2174.119629 Iteration 6Q: 3 clusters Score -72133.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -72177.132812 Penalty: 2174.119629 Iteration 7Q: 3 clusters Score -72177.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -72206.312500 Penalty: 2174.119629 Iteration 8Q: 3 clusters Score -72206.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -72232.921875 Penalty: 2174.119629 Iteration 9Q: 3 clusters Score -72232.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -72251.390625 Penalty: 2174.119629 Iteration 10Q: 3 clusters Score -72251.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -72260.304688 Penalty: 2174.119629 Iteration 11Q: 3 clusters Score -72260.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -72265.554688 Penalty: 2174.119629 Iteration 12Q: 3 clusters Score -72265.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -72267.867188 Penalty: 2174.119629 Iteration 13Q: 3 clusters Score -72267.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -72270.093750 Penalty: 2174.119629 Iteration 14F: 3 clusters Score -72270.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -72294.609375 Penalty: 2174.119629 Iteration 15Q: 3 clusters Score -72294.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -72314.320312 Penalty: 2174.119629 Iteration 16Q: 3 clusters Score -72314.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -72365.015625 Penalty: 2174.119629 Iteration 17Q: 3 clusters Score -72365.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -72402.742188 Penalty: 2174.119629 Iteration 18Q: 3 clusters Score -72402.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -72423.406250 Penalty: 2174.119629 Iteration 19Q: 3 clusters Score -72423.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -72452.976562 Penalty: 2174.119629 Iteration 20F: 3 clusters Score -72452.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -72486.820312 Penalty: 2174.119629 Iteration 21Q: 3 clusters Score -72486.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -72508.625000 Penalty: 2174.119629 Iteration 22Q: 3 clusters Score -72508.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -72526.265625 Penalty: 2174.119629 Iteration 23Q: 3 clusters Score -72526.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -72535.593750 Penalty: 2174.119629 Iteration 24Q: 3 clusters Score -72535.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -72546.203125 Penalty: 2174.119629 Iteration 25Q: 3 clusters Score -72546.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -72548.914062 Penalty: 2174.119629 Iteration 26Q: 3 clusters Score -72548.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -72551.156250 Penalty: 2174.119629 Iteration 27Q: 3 clusters Score -72551.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -72551.156250 Penalty: 2174.119629 Iteration 28F: 3 clusters Score -72551.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35912 members Mstep: Class 2 contains 12235 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 638 members Mstep: Class 5 contains 628 members Mstep: Class 6 contains 2794 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16306 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3832 members Mstep: Class 12 contains 4520 members Mstep: Class 13 contains 71396 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17395 members Mstep: Class 16 contains 344 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5782 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1174 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 12770 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5215 members Mstep: Class 25 contains 12981 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4353 members Mstep: Class 30 contains 176 members Entering Unmasked Estep Score: -22264968.000000 Penalty: 60212.980469 Splitting cluster 5 changes total score from -22265770.000000 to -22264968.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (2794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Entering Unmasked Estep Score: -271574.875000 Penalty: 1289.474731 Iteration 0F: 2 clusters Score -271574.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -268949.062500 Penalty: 2578.949463 Iteration 0F: 3 clusters Score -268949.1 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -269598.812500 Penalty: 2578.949463 Iteration 1F: 3 clusters Score -269598.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -269742.062500 Penalty: 2578.949463 Iteration 2F: 3 clusters Score -269742.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -269842.687500 Penalty: 2578.949463 Iteration 3F: 3 clusters Score -269842.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -269920.000000 Penalty: 2578.949463 Iteration 4Q: 3 clusters Score -269920 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -269978.125000 Penalty: 2578.949463 Iteration 5Q: 3 clusters Score -269978.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -270034.000000 Penalty: 2578.949463 Iteration 6Q: 3 clusters Score -270034 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -270083.656250 Penalty: 2578.949463 Iteration 7Q: 3 clusters Score -270083.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -270146.906250 Penalty: 2578.949463 Iteration 8Q: 3 clusters Score -270146.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -270225.531250 Penalty: 2578.949463 Iteration 9Q: 3 clusters Score -270225.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -270307.937500 Penalty: 2578.949463 Iteration 10Q: 3 clusters Score -270307.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -270394.093750 Penalty: 2578.949463 Iteration 11Q: 3 clusters Score -270394.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -270476.375000 Penalty: 2578.949463 Iteration 12Q: 3 clusters Score -270476.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -270540.812500 Penalty: 2578.949463 Iteration 13Q: 3 clusters Score -270540.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -270601.281250 Penalty: 2578.949463 Iteration 14Q: 3 clusters Score -270601.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -270650.656250 Penalty: 2578.949463 Iteration 15Q: 3 clusters Score -270650.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -270693.281250 Penalty: 2578.949463 Iteration 16Q: 3 clusters Score -270693.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -270726.343750 Penalty: 2578.949463 Iteration 17Q: 3 clusters Score -270726.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -270743.312500 Penalty: 2578.949463 Iteration 18Q: 3 clusters Score -270743.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -270755.968750 Penalty: 2578.949463 Iteration 19Q: 3 clusters Score -270756 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -270767.187500 Penalty: 2578.949463 Iteration 20F: 3 clusters Score -270767.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -270777.875000 Penalty: 2578.949463 Iteration 21Q: 3 clusters Score -270777.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -270788.968750 Penalty: 2578.949463 Iteration 22Q: 3 clusters Score -270789 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -270804.031250 Penalty: 2578.949463 Iteration 23Q: 3 clusters Score -270804 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -270816.500000 Penalty: 2578.949463 Iteration 24Q: 3 clusters Score -270816.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -270830.906250 Penalty: 2578.949463 Iteration 25Q: 3 clusters Score -270830.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -270840.468750 Penalty: 2578.949463 Iteration 26Q: 3 clusters Score -270840.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -270852.906250 Penalty: 2578.949463 Iteration 27Q: 3 clusters Score -270852.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -270863.468750 Penalty: 2578.949463 Iteration 28Q: 3 clusters Score -270863.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -270868.031250 Penalty: 2578.949463 Iteration 29Q: 3 clusters Score -270868 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -270871.125000 Penalty: 2578.949463 Iteration 30Q: 3 clusters Score -270871.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -270874.156250 Penalty: 2578.949463 Iteration 31Q: 3 clusters Score -270874.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -270877.593750 Penalty: 2578.949463 Iteration 32Q: 3 clusters Score -270877.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -270878.437500 Penalty: 2578.949463 Iteration 33Q: 3 clusters Score -270878.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -270879.000000 Penalty: 2578.949463 Iteration 34Q: 3 clusters Score -270879 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -270880.125000 Penalty: 2578.949463 Iteration 35Q: 3 clusters Score -270880.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -270880.125000 Penalty: 2578.949463 Iteration 36F: 3 clusters Score -270880.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Entering Unmasked Estep Score: -336084.937500 Penalty: 1323.321533 Iteration 0F: 2 clusters Score -336084.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -333148.218750 Penalty: 2646.643066 Iteration 0F: 3 clusters Score -333148.2 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -333924.812500 Penalty: 2646.643066 Iteration 1F: 3 clusters Score -333924.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -334063.875000 Penalty: 2646.643066 Iteration 2F: 3 clusters Score -334063.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -334148.218750 Penalty: 2646.643066 Iteration 3Q: 3 clusters Score -334148.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -334207.781250 Penalty: 2646.643066 Iteration 4Q: 3 clusters Score -334207.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -334260.593750 Penalty: 2646.643066 Iteration 5Q: 3 clusters Score -334260.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -334307.968750 Penalty: 2646.643066 Iteration 6Q: 3 clusters Score -334308 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -334350.125000 Penalty: 2646.643066 Iteration 7Q: 3 clusters Score -334350.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -334397.593750 Penalty: 2646.643066 Iteration 8Q: 3 clusters Score -334397.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -334445.562500 Penalty: 2646.643066 Iteration 9Q: 3 clusters Score -334445.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -334498.437500 Penalty: 2646.643066 Iteration 10Q: 3 clusters Score -334498.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -334537.937500 Penalty: 2646.643066 Iteration 11Q: 3 clusters Score -334537.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -334572.406250 Penalty: 2646.643066 Iteration 12Q: 3 clusters Score -334572.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -334598.031250 Penalty: 2646.643066 Iteration 13Q: 3 clusters Score -334598 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -334628.062500 Penalty: 2646.643066 Iteration 14Q: 3 clusters Score -334628.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -334645.375000 Penalty: 2646.643066 Iteration 15Q: 3 clusters Score -334645.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -334658.250000 Penalty: 2646.643066 Iteration 16Q: 3 clusters Score -334658.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -334672.062500 Penalty: 2646.643066 Iteration 17Q: 3 clusters Score -334672.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -334688.687500 Penalty: 2646.643066 Iteration 18Q: 3 clusters Score -334688.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -334707.093750 Penalty: 2646.643066 Iteration 19Q: 3 clusters Score -334707.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -334731.187500 Penalty: 2646.643066 Iteration 20F: 3 clusters Score -334731.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -334752.375000 Penalty: 2646.643066 Iteration 21Q: 3 clusters Score -334752.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -334770.406250 Penalty: 2646.643066 Iteration 22Q: 3 clusters Score -334770.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -334796.687500 Penalty: 2646.643066 Iteration 23Q: 3 clusters Score -334796.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -334820.937500 Penalty: 2646.643066 Iteration 24Q: 3 clusters Score -334820.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -334850.093750 Penalty: 2646.643066 Iteration 25Q: 3 clusters Score -334850.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -334867.531250 Penalty: 2646.643066 Iteration 26Q: 3 clusters Score -334867.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -334884.218750 Penalty: 2646.643066 Iteration 27Q: 3 clusters Score -334884.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -334899.281250 Penalty: 2646.643066 Iteration 28Q: 3 clusters Score -334899.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -334911.937500 Penalty: 2646.643066 Iteration 29Q: 3 clusters Score -334911.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -334922.281250 Penalty: 2646.643066 Iteration 30Q: 3 clusters Score -334922.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -334932.781250 Penalty: 2646.643066 Iteration 31Q: 3 clusters Score -334932.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -334945.250000 Penalty: 2646.643066 Iteration 32Q: 3 clusters Score -334945.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -334953.000000 Penalty: 2646.643066 Iteration 33Q: 3 clusters Score -334953 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -334958.125000 Penalty: 2646.643066 Iteration 34Q: 3 clusters Score -334958.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -334963.593750 Penalty: 2646.643066 Iteration 35Q: 3 clusters Score -334963.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -334968.343750 Penalty: 2646.643066 Iteration 36Q: 3 clusters Score -334968.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -334971.593750 Penalty: 2646.643066 Iteration 37Q: 3 clusters Score -334971.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -334973.625000 Penalty: 2646.643066 Iteration 38Q: 3 clusters Score -334973.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -334977.062500 Penalty: 2646.643066 Iteration 39Q: 3 clusters Score -334977.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -334978.906250 Penalty: 2646.643066 Iteration 40F: 3 clusters Score -334978.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -334979.312500 Penalty: 2646.643066 Iteration 41Q: 3 clusters Score -334979.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -334979.718750 Penalty: 2646.643066 Iteration 42Q: 3 clusters Score -334979.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -334980.093750 Penalty: 2646.643066 Iteration 43Q: 3 clusters Score -334980.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -334980.093750 Penalty: 2646.643066 Iteration 44F: 3 clusters Score -334980.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Entering Unmasked Estep Score: -214808.328125 Penalty: 1247.125366 Iteration 0F: 2 clusters Score -214808.3 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 1107 members Entering Unmasked Estep Score: -212620.390625 Penalty: 2494.250732 Iteration 0F: 3 clusters Score -212620.4 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -213089.484375 Penalty: 2494.250732 Iteration 1F: 3 clusters Score -213089.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -213180.250000 Penalty: 2494.250732 Iteration 2F: 3 clusters Score -213180.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -213239.968750 Penalty: 2494.250732 Iteration 3Q: 3 clusters Score -213240 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -213285.765625 Penalty: 2494.250732 Iteration 4Q: 3 clusters Score -213285.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -213316.296875 Penalty: 2494.250732 Iteration 5Q: 3 clusters Score -213316.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -213337.875000 Penalty: 2494.250732 Iteration 6Q: 3 clusters Score -213337.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -213359.687500 Penalty: 2494.250732 Iteration 7Q: 3 clusters Score -213359.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -213378.921875 Penalty: 2494.250732 Iteration 8Q: 3 clusters Score -213378.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -213399.031250 Penalty: 2494.250732 Iteration 9Q: 3 clusters Score -213399 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -213412.890625 Penalty: 2494.250732 Iteration 10Q: 3 clusters Score -213412.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -213424.968750 Penalty: 2494.250732 Iteration 11Q: 3 clusters Score -213425 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -213434.609375 Penalty: 2494.250732 Iteration 12Q: 3 clusters Score -213434.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -213445.656250 Penalty: 2494.250732 Iteration 13Q: 3 clusters Score -213445.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -213455.203125 Penalty: 2494.250732 Iteration 14Q: 3 clusters Score -213455.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -213459.625000 Penalty: 2494.250732 Iteration 15Q: 3 clusters Score -213459.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -213466.812500 Penalty: 2494.250732 Iteration 16Q: 3 clusters Score -213466.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -213474.218750 Penalty: 2494.250732 Iteration 17Q: 3 clusters Score -213474.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -213480.625000 Penalty: 2494.250732 Iteration 18Q: 3 clusters Score -213480.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -213488.812500 Penalty: 2494.250732 Iteration 19Q: 3 clusters Score -213488.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -213496.484375 Penalty: 2494.250732 Iteration 20F: 3 clusters Score -213496.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -213501.781250 Penalty: 2494.250732 Iteration 21Q: 3 clusters Score -213501.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -213507.843750 Penalty: 2494.250732 Iteration 22Q: 3 clusters Score -213507.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -213514.328125 Penalty: 2494.250732 Iteration 23Q: 3 clusters Score -213514.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -213523.890625 Penalty: 2494.250732 Iteration 24Q: 3 clusters Score -213523.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -213532.875000 Penalty: 2494.250732 Iteration 25Q: 3 clusters Score -213532.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -213539.625000 Penalty: 2494.250732 Iteration 26Q: 3 clusters Score -213539.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -213546.093750 Penalty: 2494.250732 Iteration 27Q: 3 clusters Score -213546.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -213554.218750 Penalty: 2494.250732 Iteration 28Q: 3 clusters Score -213554.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -213566.640625 Penalty: 2494.250732 Iteration 29Q: 3 clusters Score -213566.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -213578.843750 Penalty: 2494.250732 Iteration 30Q: 3 clusters Score -213578.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -213586.406250 Penalty: 2494.250732 Iteration 31Q: 3 clusters Score -213586.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -213593.890625 Penalty: 2494.250732 Iteration 32Q: 3 clusters Score -213593.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -213601.312500 Penalty: 2494.250732 Iteration 33Q: 3 clusters Score -213601.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -213610.656250 Penalty: 2494.250732 Iteration 34Q: 3 clusters Score -213610.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -213613.875000 Penalty: 2494.250732 Iteration 35Q: 3 clusters Score -213613.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -213617.281250 Penalty: 2494.250732 Iteration 36Q: 3 clusters Score -213617.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -213621.156250 Penalty: 2494.250732 Iteration 37Q: 3 clusters Score -213621.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -213627.359375 Penalty: 2494.250732 Iteration 38Q: 3 clusters Score -213627.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -213630.875000 Penalty: 2494.250732 Iteration 39Q: 3 clusters Score -213630.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -213635.843750 Penalty: 2494.250732 Iteration 40F: 3 clusters Score -213635.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -213641.953125 Penalty: 2494.250732 Iteration 41Q: 3 clusters Score -213642 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -213648.359375 Penalty: 2494.250732 Iteration 42Q: 3 clusters Score -213648.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -213655.906250 Penalty: 2494.250732 Iteration 43Q: 3 clusters Score -213655.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -213663.921875 Penalty: 2494.250732 Iteration 44Q: 3 clusters Score -213663.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -213669.484375 Penalty: 2494.250732 Iteration 45Q: 3 clusters Score -213669.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -213675.250000 Penalty: 2494.250732 Iteration 46Q: 3 clusters Score -213675.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -213678.593750 Penalty: 2494.250732 Iteration 47Q: 3 clusters Score -213678.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -213680.968750 Penalty: 2494.250732 Iteration 48Q: 3 clusters Score -213681 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -213682.890625 Penalty: 2494.250732 Iteration 49Q: 3 clusters Score -213682.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -213682.890625 Penalty: 2494.250732 Iteration 50F: 3 clusters Score -213682.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (16306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16306 members Entering Unmasked Estep Score: -1661228.375000 Penalty: 1576.134399 Iteration 0F: 2 clusters Score -1661228 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -1650008.000000 Penalty: 3152.268799 Iteration 0F: 3 clusters Score -1650008 nChanged 7268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -1653988.875000 Penalty: 3152.268799 Iteration 1F: 3 clusters Score -1653989 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -1654355.250000 Penalty: 3152.268799 Iteration 2F: 3 clusters Score -1654355 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 8744 members Entering Unmasked Estep Score: -1654697.500000 Penalty: 3152.268799 Iteration 3Q: 3 clusters Score -1654698 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 8883 members Entering Unmasked Estep Score: -1655005.875000 Penalty: 3152.268799 Iteration 4Q: 3 clusters Score -1655006 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -1655303.250000 Penalty: 3152.268799 Iteration 5Q: 3 clusters Score -1655303 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 9313 members Entering Unmasked Estep Score: -1655583.875000 Penalty: 3152.268799 Iteration 6Q: 3 clusters Score -1655584 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -1655866.500000 Penalty: 3152.268799 Iteration 7Q: 3 clusters Score -1655866 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 9951 members Entering Unmasked Estep Score: -1656133.000000 Penalty: 3152.268799 Iteration 8Q: 3 clusters Score -1656133 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 10302 members Entering Unmasked Estep Score: -1656373.625000 Penalty: 3152.268799 Iteration 9Q: 3 clusters Score -1656374 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 10661 members Entering Unmasked Estep Score: -1656611.750000 Penalty: 3152.268799 Iteration 10Q: 3 clusters Score -1656612 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 11064 members Entering Unmasked Estep Score: -1656872.500000 Penalty: 3152.268799 Iteration 11Q: 3 clusters Score -1656872 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -1657182.625000 Penalty: 3152.268799 Iteration 12Q: 3 clusters Score -1657183 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -1657491.875000 Penalty: 3152.268799 Iteration 13Q: 3 clusters Score -1657492 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 12370 members Entering Unmasked Estep Score: -1657785.625000 Penalty: 3152.268799 Iteration 14Q: 3 clusters Score -1657786 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 12758 members Entering Unmasked Estep Score: -1658042.500000 Penalty: 3152.268799 Iteration 15Q: 3 clusters Score -1658042 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 13119 members Entering Unmasked Estep Score: -1658262.125000 Penalty: 3152.268799 Iteration 16Q: 3 clusters Score -1658262 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 13465 members Entering Unmasked Estep Score: -1658453.500000 Penalty: 3152.268799 Iteration 17Q: 3 clusters Score -1658454 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 13792 members Entering Unmasked Estep Score: -1658633.000000 Penalty: 3152.268799 Iteration 18Q: 3 clusters Score -1658633 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 14115 members Entering Unmasked Estep Score: -1658799.125000 Penalty: 3152.268799 Iteration 19Q: 3 clusters Score -1658799 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 14408 members Entering Unmasked Estep Score: -1658959.375000 Penalty: 3152.268799 Iteration 20F: 3 clusters Score -1658959 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 14674 members Entering Unmasked Estep Score: -1659123.750000 Penalty: 3152.268799 Iteration 21Q: 3 clusters Score -1659124 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 14946 members Entering Unmasked Estep Score: -1659331.750000 Penalty: 3152.268799 Iteration 22Q: 3 clusters Score -1659332 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 15176 members Entering Unmasked Estep Score: -1659518.750000 Penalty: 3152.268799 Iteration 23Q: 3 clusters Score -1659519 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -1659673.875000 Penalty: 3152.268799 Iteration 24Q: 3 clusters Score -1659674 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 15501 members Entering Unmasked Estep Score: -1659787.750000 Penalty: 3152.268799 Iteration 25Q: 3 clusters Score -1659788 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 15603 members Entering Unmasked Estep Score: -1659868.875000 Penalty: 3152.268799 Iteration 26Q: 3 clusters Score -1659869 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 15660 members Entering Unmasked Estep Score: -1659909.125000 Penalty: 3152.268799 Iteration 27Q: 3 clusters Score -1659909 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 15706 members Entering Unmasked Estep Score: -1659949.875000 Penalty: 3152.268799 Iteration 28Q: 3 clusters Score -1659950 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 15736 members Entering Unmasked Estep Score: -1659973.375000 Penalty: 3152.268799 Iteration 29Q: 3 clusters Score -1659973 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 15767 members Entering Unmasked Estep Score: -1659992.375000 Penalty: 3152.268799 Iteration 30Q: 3 clusters Score -1659992 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 15790 members Entering Unmasked Estep Score: -1660008.750000 Penalty: 3152.268799 Iteration 31Q: 3 clusters Score -1660009 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 15809 members Entering Unmasked Estep Score: -1660025.750000 Penalty: 3152.268799 Iteration 32Q: 3 clusters Score -1660026 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 15819 members Entering Unmasked Estep Score: -1660035.250000 Penalty: 3152.268799 Iteration 33Q: 3 clusters Score -1660035 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 15825 members Entering Unmasked Estep Score: -1660040.125000 Penalty: 3152.268799 Iteration 34Q: 3 clusters Score -1660040 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 15833 members Entering Unmasked Estep Score: -1660043.375000 Penalty: 3152.268799 Iteration 35Q: 3 clusters Score -1660043 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 15839 members Entering Unmasked Estep Score: -1660046.750000 Penalty: 3152.268799 Iteration 36Q: 3 clusters Score -1660047 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 15843 members Entering Unmasked Estep Score: -1660048.750000 Penalty: 3152.268799 Iteration 37Q: 3 clusters Score -1660049 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 15845 members Entering Unmasked Estep Score: -1660050.500000 Penalty: 3152.268799 Iteration 38Q: 3 clusters Score -1660050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 15846 members Entering Unmasked Estep Score: -1660051.750000 Penalty: 3152.268799 Iteration 39Q: 3 clusters Score -1660052 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 15846 members Entering Unmasked Estep Score: -1660052.125000 Penalty: 3152.268799 Iteration 40F: 3 clusters Score -1660052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 15845 members Entering Unmasked Estep Score: -1660053.000000 Penalty: 3152.268799 Iteration 41Q: 3 clusters Score -1660053 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 15844 members Entering Unmasked Estep Score: -1660051.125000 Penalty: 3152.268799 Iteration 42Q: 3 clusters Score -1660051 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 15845 members Entering Unmasked Estep Score: -1660052.375000 Penalty: 3152.268799 Iteration 43Q: 3 clusters Score -1660052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 15847 members Entering Unmasked Estep Score: -1660051.375000 Penalty: 3152.268799 Iteration 44Q: 3 clusters Score -1660051 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 15848 members Entering Unmasked Estep Score: -1660052.875000 Penalty: 3152.268799 Iteration 45Q: 3 clusters Score -1660053 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 15847 members Entering Unmasked Estep Score: -1660053.625000 Penalty: 3152.268799 Iteration 46Q: 3 clusters Score -1660054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 15847 members Entering Unmasked Estep Score: -1660053.625000 Penalty: 3152.268799 Iteration 47F: 3 clusters Score -1660054 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Entering Unmasked Estep Score: -63043.359375 Penalty: 1065.014160 Iteration 0F: 2 clusters Score -63043.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -61818.175781 Penalty: 2130.028320 Iteration 0F: 3 clusters Score -61818.18 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -62139.464844 Penalty: 2130.028320 Iteration 1F: 3 clusters Score -62139.46 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -62308.917969 Penalty: 2130.028320 Iteration 2F: 3 clusters Score -62308.92 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -62435.324219 Penalty: 2130.028320 Iteration 3F: 3 clusters Score -62435.32 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -62580.050781 Penalty: 2130.028320 Iteration 4F: 3 clusters Score -62580.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -62637.332031 Penalty: 2130.028320 Iteration 5Q: 3 clusters Score -62637.33 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -62665.429688 Penalty: 2130.028320 Iteration 6Q: 3 clusters Score -62665.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -62684.011719 Penalty: 2130.028320 Iteration 7Q: 3 clusters Score -62684.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -62696.507812 Penalty: 2130.028320 Iteration 8Q: 3 clusters Score -62696.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -62700.921875 Penalty: 2130.028320 Iteration 9Q: 3 clusters Score -62700.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -62701.710938 Penalty: 2130.028320 Iteration 10Q: 3 clusters Score -62701.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -62701.710938 Penalty: 2130.028320 Iteration 11F: 3 clusters Score -62701.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Entering Unmasked Estep Score: -365879.906250 Penalty: 1340.810669 Iteration 0F: 2 clusters Score -365879.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -362668.968750 Penalty: 2681.621338 Iteration 0F: 3 clusters Score -362669 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -363724.156250 Penalty: 2681.621338 Iteration 1F: 3 clusters Score -363724.2 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -364070.812500 Penalty: 2681.621338 Iteration 2F: 3 clusters Score -364070.8 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -364380.812500 Penalty: 2681.621338 Iteration 3F: 3 clusters Score -364380.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -364614.062500 Penalty: 2681.621338 Iteration 4F: 3 clusters Score -364614.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -364817.843750 Penalty: 2681.621338 Iteration 5F: 3 clusters Score -364817.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -364966.562500 Penalty: 2681.621338 Iteration 6Q: 3 clusters Score -364966.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -365054.906250 Penalty: 2681.621338 Iteration 7Q: 3 clusters Score -365054.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -365094.093750 Penalty: 2681.621338 Iteration 8Q: 3 clusters Score -365094.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -365110.218750 Penalty: 2681.621338 Iteration 9Q: 3 clusters Score -365110.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -365122.406250 Penalty: 2681.621338 Iteration 10Q: 3 clusters Score -365122.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -365132.562500 Penalty: 2681.621338 Iteration 11Q: 3 clusters Score -365132.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -365145.906250 Penalty: 2681.621338 Iteration 12Q: 3 clusters Score -365145.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -365157.218750 Penalty: 2681.621338 Iteration 13Q: 3 clusters Score -365157.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -365176.718750 Penalty: 2681.621338 Iteration 14Q: 3 clusters Score -365176.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -365192.125000 Penalty: 2681.621338 Iteration 15Q: 3 clusters Score -365192.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -365200.968750 Penalty: 2681.621338 Iteration 16Q: 3 clusters Score -365201 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -365209.000000 Penalty: 2681.621338 Iteration 17Q: 3 clusters Score -365209 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -365221.281250 Penalty: 2681.621338 Iteration 18Q: 3 clusters Score -365221.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -365238.218750 Penalty: 2681.621338 Iteration 19Q: 3 clusters Score -365238.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -365249.125000 Penalty: 2681.621338 Iteration 20F: 3 clusters Score -365249.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -365253.875000 Penalty: 2681.621338 Iteration 21Q: 3 clusters Score -365253.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -365257.531250 Penalty: 2681.621338 Iteration 22Q: 3 clusters Score -365257.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -365260.281250 Penalty: 2681.621338 Iteration 23Q: 3 clusters Score -365260.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -365261.437500 Penalty: 2681.621338 Iteration 24Q: 3 clusters Score -365261.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -365261.875000 Penalty: 2681.621338 Iteration 25Q: 3 clusters Score -365261.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -365262.718750 Penalty: 2681.621338 Iteration 26Q: 3 clusters Score -365262.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -365263.218750 Penalty: 2681.621338 Iteration 27Q: 3 clusters Score -365263.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -365264.968750 Penalty: 2681.621338 Iteration 28Q: 3 clusters Score -365265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -365265.812500 Penalty: 2681.621338 Iteration 29Q: 3 clusters Score -365265.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -365265.812500 Penalty: 2681.621338 Iteration 30F: 3 clusters Score -365265.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Entering Unmasked Estep Score: -454715.531250 Penalty: 1367.643433 Iteration 0F: 2 clusters Score -454715.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -451064.375000 Penalty: 2735.286865 Iteration 0F: 3 clusters Score -451064.4 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -452102.562500 Penalty: 2735.286865 Iteration 1F: 3 clusters Score -452102.6 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -452310.968750 Penalty: 2735.286865 Iteration 2F: 3 clusters Score -452311 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -452474.843750 Penalty: 2735.286865 Iteration 3F: 3 clusters Score -452474.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -452607.375000 Penalty: 2735.286865 Iteration 4Q: 3 clusters Score -452607.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -452730.187500 Penalty: 2735.286865 Iteration 5Q: 3 clusters Score -452730.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -452871.062500 Penalty: 2735.286865 Iteration 6Q: 3 clusters Score -452871.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -453003.875000 Penalty: 2735.286865 Iteration 7Q: 3 clusters Score -453003.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -453126.468750 Penalty: 2735.286865 Iteration 8Q: 3 clusters Score -453126.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -453229.375000 Penalty: 2735.286865 Iteration 9Q: 3 clusters Score -453229.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -453308.406250 Penalty: 2735.286865 Iteration 10Q: 3 clusters Score -453308.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -453377.656250 Penalty: 2735.286865 Iteration 11Q: 3 clusters Score -453377.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -453423.375000 Penalty: 2735.286865 Iteration 12Q: 3 clusters Score -453423.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -453458.562500 Penalty: 2735.286865 Iteration 13Q: 3 clusters Score -453458.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -453486.312500 Penalty: 2735.286865 Iteration 14Q: 3 clusters Score -453486.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -453508.031250 Penalty: 2735.286865 Iteration 15Q: 3 clusters Score -453508 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -453524.000000 Penalty: 2735.286865 Iteration 16Q: 3 clusters Score -453524 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -453540.843750 Penalty: 2735.286865 Iteration 17Q: 3 clusters Score -453540.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -453553.343750 Penalty: 2735.286865 Iteration 18Q: 3 clusters Score -453553.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -453562.156250 Penalty: 2735.286865 Iteration 19Q: 3 clusters Score -453562.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -453567.875000 Penalty: 2735.286865 Iteration 20F: 3 clusters Score -453567.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -453572.468750 Penalty: 2735.286865 Iteration 21Q: 3 clusters Score -453572.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -453577.406250 Penalty: 2735.286865 Iteration 22Q: 3 clusters Score -453577.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -453581.875000 Penalty: 2735.286865 Iteration 23Q: 3 clusters Score -453581.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -453587.562500 Penalty: 2735.286865 Iteration 24Q: 3 clusters Score -453587.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -453592.000000 Penalty: 2735.286865 Iteration 25Q: 3 clusters Score -453592 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -453595.156250 Penalty: 2735.286865 Iteration 26Q: 3 clusters Score -453595.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -453598.468750 Penalty: 2735.286865 Iteration 27Q: 3 clusters Score -453598.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -453601.312500 Penalty: 2735.286865 Iteration 28Q: 3 clusters Score -453601.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -453605.968750 Penalty: 2735.286865 Iteration 29Q: 3 clusters Score -453606 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -453609.718750 Penalty: 2735.286865 Iteration 30Q: 3 clusters Score -453609.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -453612.093750 Penalty: 2735.286865 Iteration 31Q: 3 clusters Score -453612.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -453615.375000 Penalty: 2735.286865 Iteration 32Q: 3 clusters Score -453615.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -453618.281250 Penalty: 2735.286865 Iteration 33Q: 3 clusters Score -453618.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -453619.375000 Penalty: 2735.286865 Iteration 34Q: 3 clusters Score -453619.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -453619.843750 Penalty: 2735.286865 Iteration 35Q: 3 clusters Score -453619.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -453620.781250 Penalty: 2735.286865 Iteration 36Q: 3 clusters Score -453620.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -453620.625000 Penalty: 2735.286865 Iteration 37Q: 3 clusters Score -453620.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -453622.250000 Penalty: 2735.286865 Iteration 38Q: 3 clusters Score -453622.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -453622.250000 Penalty: 2735.286865 Iteration 39F: 3 clusters Score -453622.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (71396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71396 members Entering Unmasked Estep Score: -7025242.500000 Penalty: 1816.099487 Iteration 0F: 2 clusters Score -7025242 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35773 members Mstep: Class 2 contains 35623 members Entering Unmasked Estep Score: -6977445.000000 Penalty: 3632.198975 Iteration 0F: 3 clusters Score -6977445 nChanged 33896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37199 members Mstep: Class 2 contains 34197 members Entering Unmasked Estep Score: -6997187.000000 Penalty: 3632.198975 Iteration 1F: 3 clusters Score -6997187 nChanged 2805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38262 members Mstep: Class 2 contains 33134 members Entering Unmasked Estep Score: -6998050.000000 Penalty: 3632.198975 Iteration 2Q: 3 clusters Score -6998050 nChanged 3073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39717 members Mstep: Class 2 contains 31679 members Entering Unmasked Estep Score: -6999253.000000 Penalty: 3632.198975 Iteration 3Q: 3 clusters Score -6999253 nChanged 3693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41874 members Mstep: Class 2 contains 29522 members Entering Unmasked Estep Score: -7000987.000000 Penalty: 3632.198975 Iteration 4F: 3 clusters Score -7000987 nChanged 4350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44900 members Mstep: Class 2 contains 26496 members Entering Unmasked Estep Score: -7003482.000000 Penalty: 3632.198975 Iteration 5F: 3 clusters Score -7003482 nChanged 4861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48717 members Mstep: Class 2 contains 22679 members Entering Unmasked Estep Score: -7006927.000000 Penalty: 3632.198975 Iteration 6F: 3 clusters Score -7006927 nChanged 4993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53002 members Mstep: Class 2 contains 18394 members Entering Unmasked Estep Score: -7011255.500000 Penalty: 3632.198975 Iteration 7F: 3 clusters Score -7011256 nChanged 4570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57042 members Mstep: Class 2 contains 14354 members Entering Unmasked Estep Score: -7015647.500000 Penalty: 3632.198975 Iteration 8F: 3 clusters Score -7015648 nChanged 3452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60020 members Mstep: Class 2 contains 11376 members Entering Unmasked Estep Score: -7019041.000000 Penalty: 3632.198975 Iteration 9Q: 3 clusters Score -7019041 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61947 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -7020939.500000 Penalty: 3632.198975 Iteration 10Q: 3 clusters Score -7020940 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63336 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -7021947.500000 Penalty: 3632.198975 Iteration 11Q: 3 clusters Score -7021948 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64428 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -7022607.000000 Penalty: 3632.198975 Iteration 12Q: 3 clusters Score -7022607 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65298 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -7023099.500000 Penalty: 3632.198975 Iteration 13Q: 3 clusters Score -7023100 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65968 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -7023427.500000 Penalty: 3632.198975 Iteration 14Q: 3 clusters Score -7023428 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66514 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -7023717.500000 Penalty: 3632.198975 Iteration 15Q: 3 clusters Score -7023718 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66965 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -7023947.500000 Penalty: 3632.198975 Iteration 16Q: 3 clusters Score -7023948 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67368 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -7024129.000000 Penalty: 3632.198975 Iteration 17Q: 3 clusters Score -7024129 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67687 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -7024247.500000 Penalty: 3632.198975 Iteration 18Q: 3 clusters Score -7024248 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67937 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -7024329.000000 Penalty: 3632.198975 Iteration 19Q: 3 clusters Score -7024329 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68116 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -7024366.500000 Penalty: 3632.198975 Iteration 20F: 3 clusters Score -7024366 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68286 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -7024405.000000 Penalty: 3632.198975 Iteration 21Q: 3 clusters Score -7024405 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68411 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -7024450.500000 Penalty: 3632.198975 Iteration 22Q: 3 clusters Score -7024450 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68516 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -7024484.500000 Penalty: 3632.198975 Iteration 23Q: 3 clusters Score -7024484 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68612 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -7024477.500000 Penalty: 3632.198975 Iteration 24Q: 3 clusters Score -7024478 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68703 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -7024480.500000 Penalty: 3632.198975 Iteration 25Q: 3 clusters Score -7024480 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68779 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -7024500.000000 Penalty: 3632.198975 Iteration 26Q: 3 clusters Score -7024500 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68849 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -7024519.000000 Penalty: 3632.198975 Iteration 27Q: 3 clusters Score -7024519 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68914 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -7024538.500000 Penalty: 3632.198975 Iteration 28Q: 3 clusters Score -7024538 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68972 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -7024544.000000 Penalty: 3632.198975 Iteration 29Q: 3 clusters Score -7024544 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69023 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -7024563.000000 Penalty: 3632.198975 Iteration 30Q: 3 clusters Score -7024563 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69064 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -7024569.000000 Penalty: 3632.198975 Iteration 31Q: 3 clusters Score -7024569 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69103 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -7024579.500000 Penalty: 3632.198975 Iteration 32Q: 3 clusters Score -7024580 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69136 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -7024575.500000 Penalty: 3632.198975 Iteration 33Q: 3 clusters Score -7024576 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69157 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -7024579.500000 Penalty: 3632.198975 Iteration 34Q: 3 clusters Score -7024580 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69185 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -7024576.000000 Penalty: 3632.198975 Iteration 35Q: 3 clusters Score -7024576 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69203 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -7024586.500000 Penalty: 3632.198975 Iteration 36Q: 3 clusters Score -7024586 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69217 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -7024578.000000 Penalty: 3632.198975 Iteration 37Q: 3 clusters Score -7024578 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69227 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -7024593.000000 Penalty: 3632.198975 Iteration 38Q: 3 clusters Score -7024593 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69238 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -7024582.000000 Penalty: 3632.198975 Iteration 39Q: 3 clusters Score -7024582 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69245 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -7024586.000000 Penalty: 3632.198975 Iteration 40F: 3 clusters Score -7024586 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69254 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -7024580.500000 Penalty: 3632.198975 Iteration 41Q: 3 clusters Score -7024580 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69265 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -7024588.500000 Penalty: 3632.198975 Iteration 42Q: 3 clusters Score -7024588 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69281 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -7024592.000000 Penalty: 3632.198975 Iteration 43Q: 3 clusters Score -7024592 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69297 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -7024590.500000 Penalty: 3632.198975 Iteration 44Q: 3 clusters Score -7024590 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69311 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -7024592.500000 Penalty: 3632.198975 Iteration 45Q: 3 clusters Score -7024592 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69325 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -7024605.500000 Penalty: 3632.198975 Iteration 46Q: 3 clusters Score -7024606 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69338 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -7024612.500000 Penalty: 3632.198975 Iteration 47Q: 3 clusters Score -7024612 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69348 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -7024613.500000 Penalty: 3632.198975 Iteration 48Q: 3 clusters Score -7024614 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69357 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -7024608.000000 Penalty: 3632.198975 Iteration 49Q: 3 clusters Score -7024608 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69370 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -7024608.500000 Penalty: 3632.198975 Iteration 50Q: 3 clusters Score -7024608 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69377 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -7024607.500000 Penalty: 3632.198975 Iteration 51Q: 3 clusters Score -7024608 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69385 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -7024605.000000 Penalty: 3632.198975 Iteration 52Q: 3 clusters Score -7024605 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69389 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -7024604.000000 Penalty: 3632.198975 Iteration 53Q: 3 clusters Score -7024604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69392 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -7024600.500000 Penalty: 3632.198975 Iteration 54Q: 3 clusters Score -7024600 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69401 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -7024601.500000 Penalty: 3632.198975 Iteration 55Q: 3 clusters Score -7024602 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69406 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -7024600.000000 Penalty: 3632.198975 Iteration 56Q: 3 clusters Score -7024600 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69415 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -7024595.500000 Penalty: 3632.198975 Iteration 57Q: 3 clusters Score -7024596 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69423 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -7024611.000000 Penalty: 3632.198975 Iteration 58Q: 3 clusters Score -7024611 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69431 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -7024611.500000 Penalty: 3632.198975 Iteration 59Q: 3 clusters Score -7024612 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69436 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -7024602.500000 Penalty: 3632.198975 Iteration 60F: 3 clusters Score -7024602 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69441 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -7024611.500000 Penalty: 3632.198975 Iteration 61Q: 3 clusters Score -7024612 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69446 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -7024612.500000 Penalty: 3632.198975 Iteration 62Q: 3 clusters Score -7024612 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69446 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -7024610.000000 Penalty: 3632.198975 Iteration 63Q: 3 clusters Score -7024610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69447 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -7024612.500000 Penalty: 3632.198975 Iteration 64Q: 3 clusters Score -7024612 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69451 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -7024610.000000 Penalty: 3632.198975 Iteration 65Q: 3 clusters Score -7024610 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69455 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -7024615.500000 Penalty: 3632.198975 Iteration 66Q: 3 clusters Score -7024616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69458 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -7024617.000000 Penalty: 3632.198975 Iteration 67Q: 3 clusters Score -7024617 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69458 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -7024617.000000 Penalty: 3632.198975 Iteration 68F: 3 clusters Score -7024617 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Entering Unmasked Estep Score: -64039.621094 Penalty: 1055.725952 Iteration 0F: 2 clusters Score -64039.62 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 321 members Entering Unmasked Estep Score: -62864.214844 Penalty: 2111.451904 Iteration 0F: 3 clusters Score -62864.21 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -63126.035156 Penalty: 2111.451904 Iteration 1F: 3 clusters Score -63126.04 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -63216.210938 Penalty: 2111.451904 Iteration 2F: 3 clusters Score -63216.21 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -63322.011719 Penalty: 2111.451904 Iteration 3Q: 3 clusters Score -63322.01 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -63466.511719 Penalty: 2111.451904 Iteration 4Q: 3 clusters Score -63466.51 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -63592.585938 Penalty: 2111.451904 Iteration 5F: 3 clusters Score -63592.59 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -63691.675781 Penalty: 2111.451904 Iteration 6F: 3 clusters Score -63691.68 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -63760.609375 Penalty: 2111.451904 Iteration 7Q: 3 clusters Score -63760.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -63790.421875 Penalty: 2111.451904 Iteration 8Q: 3 clusters Score -63790.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -63810.437500 Penalty: 2111.451904 Iteration 9Q: 3 clusters Score -63810.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -63821.320312 Penalty: 2111.451904 Iteration 10Q: 3 clusters Score -63821.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -63826.898438 Penalty: 2111.451904 Iteration 11Q: 3 clusters Score -63826.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -63832.675781 Penalty: 2111.451904 Iteration 12Q: 3 clusters Score -63832.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -63832.675781 Penalty: 2111.451904 Iteration 13F: 3 clusters Score -63832.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (17395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17395 members Entering Unmasked Estep Score: -1671988.625000 Penalty: 1586.639893 Iteration 0F: 2 clusters Score -1671989 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -1659947.750000 Penalty: 3173.279785 Iteration 0F: 3 clusters Score -1659948 nChanged 7890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -1664324.875000 Penalty: 3173.279785 Iteration 1F: 3 clusters Score -1664325 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 8945 members Entering Unmasked Estep Score: -1664600.625000 Penalty: 3173.279785 Iteration 2Q: 3 clusters Score -1664601 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8338 members Mstep: Class 2 contains 9057 members Entering Unmasked Estep Score: -1664842.125000 Penalty: 3173.279785 Iteration 3Q: 3 clusters Score -1664842 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -1665058.625000 Penalty: 3173.279785 Iteration 4Q: 3 clusters Score -1665059 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 9412 members Entering Unmasked Estep Score: -1665287.750000 Penalty: 3173.279785 Iteration 5Q: 3 clusters Score -1665288 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -1665518.375000 Penalty: 3173.279785 Iteration 6Q: 3 clusters Score -1665518 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 9969 members Entering Unmasked Estep Score: -1665777.000000 Penalty: 3173.279785 Iteration 7Q: 3 clusters Score -1665777 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 10322 members Entering Unmasked Estep Score: -1666107.625000 Penalty: 3173.279785 Iteration 8Q: 3 clusters Score -1666108 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 10746 members Entering Unmasked Estep Score: -1666509.750000 Penalty: 3173.279785 Iteration 9Q: 3 clusters Score -1666510 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 11201 members Entering Unmasked Estep Score: -1666967.625000 Penalty: 3173.279785 Iteration 10Q: 3 clusters Score -1666968 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 11669 members Entering Unmasked Estep Score: -1667412.375000 Penalty: 3173.279785 Iteration 11Q: 3 clusters Score -1667412 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 12081 members Entering Unmasked Estep Score: -1667765.875000 Penalty: 3173.279785 Iteration 12Q: 3 clusters Score -1667766 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 12438 members Entering Unmasked Estep Score: -1668025.625000 Penalty: 3173.279785 Iteration 13Q: 3 clusters Score -1668026 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 12763 members Entering Unmasked Estep Score: -1668232.375000 Penalty: 3173.279785 Iteration 14Q: 3 clusters Score -1668232 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 13073 members Entering Unmasked Estep Score: -1668373.125000 Penalty: 3173.279785 Iteration 15Q: 3 clusters Score -1668373 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -1668506.125000 Penalty: 3173.279785 Iteration 16Q: 3 clusters Score -1668506 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 13675 members Entering Unmasked Estep Score: -1668656.375000 Penalty: 3173.279785 Iteration 17Q: 3 clusters Score -1668656 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 13994 members Entering Unmasked Estep Score: -1668817.125000 Penalty: 3173.279785 Iteration 18Q: 3 clusters Score -1668817 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 14314 members Entering Unmasked Estep Score: -1668971.625000 Penalty: 3173.279785 Iteration 19Q: 3 clusters Score -1668972 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 14637 members Entering Unmasked Estep Score: -1669147.000000 Penalty: 3173.279785 Iteration 20F: 3 clusters Score -1669147 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 14937 members Entering Unmasked Estep Score: -1669304.625000 Penalty: 3173.279785 Iteration 21Q: 3 clusters Score -1669305 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15190 members Entering Unmasked Estep Score: -1669432.750000 Penalty: 3173.279785 Iteration 22Q: 3 clusters Score -1669433 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 15449 members Entering Unmasked Estep Score: -1669578.125000 Penalty: 3173.279785 Iteration 23Q: 3 clusters Score -1669578 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 15710 members Entering Unmasked Estep Score: -1669733.250000 Penalty: 3173.279785 Iteration 24Q: 3 clusters Score -1669733 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 15927 members Entering Unmasked Estep Score: -1669837.375000 Penalty: 3173.279785 Iteration 25Q: 3 clusters Score -1669837 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 16117 members Entering Unmasked Estep Score: -1669951.250000 Penalty: 3173.279785 Iteration 26Q: 3 clusters Score -1669951 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 16303 members Entering Unmasked Estep Score: -1670057.625000 Penalty: 3173.279785 Iteration 27Q: 3 clusters Score -1670058 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 16455 members Entering Unmasked Estep Score: -1670143.000000 Penalty: 3173.279785 Iteration 28Q: 3 clusters Score -1670143 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 16572 members Entering Unmasked Estep Score: -1670209.750000 Penalty: 3173.279785 Iteration 29Q: 3 clusters Score -1670210 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 16668 members Entering Unmasked Estep Score: -1670266.250000 Penalty: 3173.279785 Iteration 30Q: 3 clusters Score -1670266 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 16755 members Entering Unmasked Estep Score: -1670321.750000 Penalty: 3173.279785 Iteration 31Q: 3 clusters Score -1670322 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 16826 members Entering Unmasked Estep Score: -1670374.375000 Penalty: 3173.279785 Iteration 32Q: 3 clusters Score -1670374 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 16885 members Entering Unmasked Estep Score: -1670415.750000 Penalty: 3173.279785 Iteration 33Q: 3 clusters Score -1670416 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 16931 members Entering Unmasked Estep Score: -1670453.250000 Penalty: 3173.279785 Iteration 34Q: 3 clusters Score -1670453 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 16961 members Entering Unmasked Estep Score: -1670474.250000 Penalty: 3173.279785 Iteration 35Q: 3 clusters Score -1670474 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 16984 members Entering Unmasked Estep Score: -1670498.875000 Penalty: 3173.279785 Iteration 36Q: 3 clusters Score -1670499 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 17004 members Entering Unmasked Estep Score: -1670519.875000 Penalty: 3173.279785 Iteration 37Q: 3 clusters Score -1670520 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 17017 members Entering Unmasked Estep Score: -1670531.750000 Penalty: 3173.279785 Iteration 38Q: 3 clusters Score -1670532 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 17032 members Entering Unmasked Estep Score: -1670540.375000 Penalty: 3173.279785 Iteration 39Q: 3 clusters Score -1670540 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 17045 members Entering Unmasked Estep Score: -1670552.000000 Penalty: 3173.279785 Iteration 40F: 3 clusters Score -1670552 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 17050 members Entering Unmasked Estep Score: -1670559.375000 Penalty: 3173.279785 Iteration 41Q: 3 clusters Score -1670559 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 17055 members Entering Unmasked Estep Score: -1670563.750000 Penalty: 3173.279785 Iteration 42Q: 3 clusters Score -1670564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 17061 members Entering Unmasked Estep Score: -1670570.375000 Penalty: 3173.279785 Iteration 43Q: 3 clusters Score -1670570 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 17062 members Entering Unmasked Estep Score: -1670575.625000 Penalty: 3173.279785 Iteration 44Q: 3 clusters Score -1670576 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 17068 members Entering Unmasked Estep Score: -1670580.125000 Penalty: 3173.279785 Iteration 45Q: 3 clusters Score -1670580 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 17074 members Entering Unmasked Estep Score: -1670584.625000 Penalty: 3173.279785 Iteration 46Q: 3 clusters Score -1670585 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 17077 members Entering Unmasked Estep Score: -1670588.375000 Penalty: 3173.279785 Iteration 47Q: 3 clusters Score -1670588 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 17082 members Entering Unmasked Estep Score: -1670594.250000 Penalty: 3173.279785 Iteration 48Q: 3 clusters Score -1670594 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 17083 members Entering Unmasked Estep Score: -1670596.500000 Penalty: 3173.279785 Iteration 49Q: 3 clusters Score -1670596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 17086 members Entering Unmasked Estep Score: -1670601.500000 Penalty: 3173.279785 Iteration 50Q: 3 clusters Score -1670602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 17087 members Entering Unmasked Estep Score: -1670600.500000 Penalty: 3173.279785 Iteration 51Q: 3 clusters Score -1670600 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 17087 members Entering Unmasked Estep Score: -1670600.500000 Penalty: 3173.279785 Iteration 52F: 3 clusters Score -1670600 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Entering Unmasked Estep Score: -29966.988281 Penalty: 949.104248 Iteration 0F: 2 clusters Score -29966.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -29104.492188 Penalty: 1898.208496 Iteration 0F: 3 clusters Score -29104.49 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -29227.664062 Penalty: 1898.208496 Iteration 1F: 3 clusters Score -29227.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -29250.185547 Penalty: 1898.208496 Iteration 2Q: 3 clusters Score -29250.19 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -29264.345703 Penalty: 1898.208496 Iteration 3Q: 3 clusters Score -29264.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -29267.572266 Penalty: 1898.208496 Iteration 4Q: 3 clusters Score -29267.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -29272.013672 Penalty: 1898.208496 Iteration 5Q: 3 clusters Score -29272.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -29285.162109 Penalty: 1898.208496 Iteration 6Q: 3 clusters Score -29285.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -29309.875000 Penalty: 1898.208496 Iteration 7Q: 3 clusters Score -29309.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -29337.513672 Penalty: 1898.208496 Iteration 8Q: 3 clusters Score -29337.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -29359.828125 Penalty: 1898.208496 Iteration 9Q: 3 clusters Score -29359.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -29387.251953 Penalty: 1898.208496 Iteration 10Q: 3 clusters Score -29387.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -29430.189453 Penalty: 1898.208496 Iteration 11Q: 3 clusters Score -29430.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -29451.644531 Penalty: 1898.208496 Iteration 12Q: 3 clusters Score -29451.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -29466.140625 Penalty: 1898.208496 Iteration 13Q: 3 clusters Score -29466.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -29467.117188 Penalty: 1898.208496 Iteration 14Q: 3 clusters Score -29467.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -29467.117188 Penalty: 1898.208496 Iteration 15F: 3 clusters Score -29467.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Entering Unmasked Estep Score: -282310.687500 Penalty: 1296.753784 Iteration 0F: 2 clusters Score -282310.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -279652.031250 Penalty: 2593.507568 Iteration 0F: 3 clusters Score -279652 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -280342.937500 Penalty: 2593.507568 Iteration 1F: 3 clusters Score -280342.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -280549.562500 Penalty: 2593.507568 Iteration 2F: 3 clusters Score -280549.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -280707.781250 Penalty: 2593.507568 Iteration 3F: 3 clusters Score -280707.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -280825.250000 Penalty: 2593.507568 Iteration 4Q: 3 clusters Score -280825.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -280935.562500 Penalty: 2593.507568 Iteration 5Q: 3 clusters Score -280935.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -281030.750000 Penalty: 2593.507568 Iteration 6Q: 3 clusters Score -281030.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -281094.562500 Penalty: 2593.507568 Iteration 7Q: 3 clusters Score -281094.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -281138.843750 Penalty: 2593.507568 Iteration 8Q: 3 clusters Score -281138.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -281170.281250 Penalty: 2593.507568 Iteration 9Q: 3 clusters Score -281170.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -281193.375000 Penalty: 2593.507568 Iteration 10Q: 3 clusters Score -281193.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -281210.718750 Penalty: 2593.507568 Iteration 11Q: 3 clusters Score -281210.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -281228.218750 Penalty: 2593.507568 Iteration 12Q: 3 clusters Score -281228.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -281243.437500 Penalty: 2593.507568 Iteration 13Q: 3 clusters Score -281243.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -281254.625000 Penalty: 2593.507568 Iteration 14Q: 3 clusters Score -281254.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -281265.718750 Penalty: 2593.507568 Iteration 15Q: 3 clusters Score -281265.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -281274.687500 Penalty: 2593.507568 Iteration 16Q: 3 clusters Score -281274.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -281281.437500 Penalty: 2593.507568 Iteration 17Q: 3 clusters Score -281281.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -281292.500000 Penalty: 2593.507568 Iteration 18Q: 3 clusters Score -281292.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -281303.937500 Penalty: 2593.507568 Iteration 19Q: 3 clusters Score -281303.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -281312.125000 Penalty: 2593.507568 Iteration 20F: 3 clusters Score -281312.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -281319.218750 Penalty: 2593.507568 Iteration 21Q: 3 clusters Score -281319.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -281321.218750 Penalty: 2593.507568 Iteration 22Q: 3 clusters Score -281321.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -281323.968750 Penalty: 2593.507568 Iteration 23Q: 3 clusters Score -281324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -281325.687500 Penalty: 2593.507568 Iteration 24Q: 3 clusters Score -281325.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -281327.437500 Penalty: 2593.507568 Iteration 25Q: 3 clusters Score -281327.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -281329.937500 Penalty: 2593.507568 Iteration 26Q: 3 clusters Score -281329.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -281329.468750 Penalty: 2593.507568 Iteration 27Q: 3 clusters Score -281329.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -281330.312500 Penalty: 2593.507568 Iteration 28Q: 3 clusters Score -281330.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -281331.250000 Penalty: 2593.507568 Iteration 29Q: 3 clusters Score -281331.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -281332.312500 Penalty: 2593.507568 Iteration 30Q: 3 clusters Score -281332.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -281334.312500 Penalty: 2593.507568 Iteration 31Q: 3 clusters Score -281334.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -281335.687500 Penalty: 2593.507568 Iteration 32Q: 3 clusters Score -281335.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -281337.781250 Penalty: 2593.507568 Iteration 33Q: 3 clusters Score -281337.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -281340.781250 Penalty: 2593.507568 Iteration 34Q: 3 clusters Score -281340.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -281344.593750 Penalty: 2593.507568 Iteration 35Q: 3 clusters Score -281344.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -281348.968750 Penalty: 2593.507568 Iteration 36Q: 3 clusters Score -281349 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -281352.156250 Penalty: 2593.507568 Iteration 37Q: 3 clusters Score -281352.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -281355.812500 Penalty: 2593.507568 Iteration 38Q: 3 clusters Score -281355.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -281357.937500 Penalty: 2593.507568 Iteration 39Q: 3 clusters Score -281357.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -281359.187500 Penalty: 2593.507568 Iteration 40F: 3 clusters Score -281359.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -281361.218750 Penalty: 2593.507568 Iteration 41Q: 3 clusters Score -281361.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -281362.468750 Penalty: 2593.507568 Iteration 42Q: 3 clusters Score -281362.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -281364.687500 Penalty: 2593.507568 Iteration 43Q: 3 clusters Score -281364.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -281365.281250 Penalty: 2593.507568 Iteration 44Q: 3 clusters Score -281365.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -281366.031250 Penalty: 2593.507568 Iteration 45Q: 3 clusters Score -281366 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -281366.125000 Penalty: 2593.507568 Iteration 46Q: 3 clusters Score -281366.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -281366.125000 Penalty: 2593.507568 Iteration 47F: 3 clusters Score -281366.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Entering Unmasked Estep Score: -576373.062500 Penalty: 1407.657104 Iteration 0F: 2 clusters Score -576373.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -571903.250000 Penalty: 2815.314209 Iteration 0F: 3 clusters Score -571903.2 nChanged 2419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -573164.750000 Penalty: 2815.314209 Iteration 1F: 3 clusters Score -573164.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -573364.000000 Penalty: 2815.314209 Iteration 2F: 3 clusters Score -573364 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -573532.250000 Penalty: 2815.314209 Iteration 3F: 3 clusters Score -573532.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -573662.875000 Penalty: 2815.314209 Iteration 4Q: 3 clusters Score -573662.9 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -573757.562500 Penalty: 2815.314209 Iteration 5Q: 3 clusters Score -573757.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -573849.250000 Penalty: 2815.314209 Iteration 6Q: 3 clusters Score -573849.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -573929.500000 Penalty: 2815.314209 Iteration 7Q: 3 clusters Score -573929.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -574004.000000 Penalty: 2815.314209 Iteration 8Q: 3 clusters Score -574004 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -574076.062500 Penalty: 2815.314209 Iteration 9Q: 3 clusters Score -574076.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -574128.125000 Penalty: 2815.314209 Iteration 10Q: 3 clusters Score -574128.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -574175.937500 Penalty: 2815.314209 Iteration 11Q: 3 clusters Score -574175.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -574222.625000 Penalty: 2815.314209 Iteration 12Q: 3 clusters Score -574222.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -574270.062500 Penalty: 2815.314209 Iteration 13Q: 3 clusters Score -574270.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -574327.312500 Penalty: 2815.314209 Iteration 14Q: 3 clusters Score -574327.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -574383.750000 Penalty: 2815.314209 Iteration 15Q: 3 clusters Score -574383.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -574433.000000 Penalty: 2815.314209 Iteration 16Q: 3 clusters Score -574433 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -574496.375000 Penalty: 2815.314209 Iteration 17Q: 3 clusters Score -574496.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -574573.625000 Penalty: 2815.314209 Iteration 18Q: 3 clusters Score -574573.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -574647.750000 Penalty: 2815.314209 Iteration 19Q: 3 clusters Score -574647.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -574722.625000 Penalty: 2815.314209 Iteration 20F: 3 clusters Score -574722.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -574802.937500 Penalty: 2815.314209 Iteration 21Q: 3 clusters Score -574802.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -574879.937500 Penalty: 2815.314209 Iteration 22Q: 3 clusters Score -574879.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -574938.500000 Penalty: 2815.314209 Iteration 23Q: 3 clusters Score -574938.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -574985.437500 Penalty: 2815.314209 Iteration 24Q: 3 clusters Score -574985.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -575026.937500 Penalty: 2815.314209 Iteration 25Q: 3 clusters Score -575026.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -575074.000000 Penalty: 2815.314209 Iteration 26Q: 3 clusters Score -575074 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -575107.062500 Penalty: 2815.314209 Iteration 27Q: 3 clusters Score -575107.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -575125.750000 Penalty: 2815.314209 Iteration 28Q: 3 clusters Score -575125.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -575131.625000 Penalty: 2815.314209 Iteration 29Q: 3 clusters Score -575131.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -575136.125000 Penalty: 2815.314209 Iteration 30Q: 3 clusters Score -575136.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -575141.375000 Penalty: 2815.314209 Iteration 31Q: 3 clusters Score -575141.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -575143.687500 Penalty: 2815.314209 Iteration 32Q: 3 clusters Score -575143.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -575148.937500 Penalty: 2815.314209 Iteration 33Q: 3 clusters Score -575148.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -575152.125000 Penalty: 2815.314209 Iteration 34Q: 3 clusters Score -575152.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -575153.500000 Penalty: 2815.314209 Iteration 35Q: 3 clusters Score -575153.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -575156.000000 Penalty: 2815.314209 Iteration 36Q: 3 clusters Score -575156 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -575156.375000 Penalty: 2815.314209 Iteration 37Q: 3 clusters Score -575156.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -575157.500000 Penalty: 2815.314209 Iteration 38Q: 3 clusters Score -575157.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -575158.812500 Penalty: 2815.314209 Iteration 39Q: 3 clusters Score -575158.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -575159.375000 Penalty: 2815.314209 Iteration 40F: 3 clusters Score -575159.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -575161.250000 Penalty: 2815.314209 Iteration 41Q: 3 clusters Score -575161.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -575161.250000 Penalty: 2815.314209 Iteration 42F: 3 clusters Score -575161.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Entering Unmasked Estep Score: -190000.421875 Penalty: 1229.777710 Iteration 0F: 2 clusters Score -190000.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -187938.750000 Penalty: 2459.555420 Iteration 0F: 3 clusters Score -187938.8 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -188384.609375 Penalty: 2459.555420 Iteration 1F: 3 clusters Score -188384.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -188481.187500 Penalty: 2459.555420 Iteration 2F: 3 clusters Score -188481.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -188540.718750 Penalty: 2459.555420 Iteration 3Q: 3 clusters Score -188540.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -188572.875000 Penalty: 2459.555420 Iteration 4Q: 3 clusters Score -188572.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -188602.937500 Penalty: 2459.555420 Iteration 5Q: 3 clusters Score -188602.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -188618.687500 Penalty: 2459.555420 Iteration 6Q: 3 clusters Score -188618.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -188633.984375 Penalty: 2459.555420 Iteration 7Q: 3 clusters Score -188634 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -188647.562500 Penalty: 2459.555420 Iteration 8Q: 3 clusters Score -188647.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -188657.156250 Penalty: 2459.555420 Iteration 9Q: 3 clusters Score -188657.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -188669.953125 Penalty: 2459.555420 Iteration 10Q: 3 clusters Score -188670 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -188682.468750 Penalty: 2459.555420 Iteration 11Q: 3 clusters Score -188682.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -188697.484375 Penalty: 2459.555420 Iteration 12Q: 3 clusters Score -188697.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -188719.156250 Penalty: 2459.555420 Iteration 13Q: 3 clusters Score -188719.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -188738.484375 Penalty: 2459.555420 Iteration 14Q: 3 clusters Score -188738.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -188753.078125 Penalty: 2459.555420 Iteration 15Q: 3 clusters Score -188753.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -188771.843750 Penalty: 2459.555420 Iteration 16Q: 3 clusters Score -188771.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -188789.640625 Penalty: 2459.555420 Iteration 17Q: 3 clusters Score -188789.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -188804.765625 Penalty: 2459.555420 Iteration 18Q: 3 clusters Score -188804.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -188821.187500 Penalty: 2459.555420 Iteration 19Q: 3 clusters Score -188821.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -188838.859375 Penalty: 2459.555420 Iteration 20F: 3 clusters Score -188838.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -188850.187500 Penalty: 2459.555420 Iteration 21Q: 3 clusters Score -188850.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -188858.734375 Penalty: 2459.555420 Iteration 22Q: 3 clusters Score -188858.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -188865.265625 Penalty: 2459.555420 Iteration 23Q: 3 clusters Score -188865.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -188876.296875 Penalty: 2459.555420 Iteration 24Q: 3 clusters Score -188876.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -188890.390625 Penalty: 2459.555420 Iteration 25Q: 3 clusters Score -188890.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -188906.328125 Penalty: 2459.555420 Iteration 26Q: 3 clusters Score -188906.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -188927.031250 Penalty: 2459.555420 Iteration 27Q: 3 clusters Score -188927 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -188947.421875 Penalty: 2459.555420 Iteration 28Q: 3 clusters Score -188947.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -188980.687500 Penalty: 2459.555420 Iteration 29Q: 3 clusters Score -188980.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -189030.765625 Penalty: 2459.555420 Iteration 30Q: 3 clusters Score -189030.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -189083.515625 Penalty: 2459.555420 Iteration 31Q: 3 clusters Score -189083.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -189127.984375 Penalty: 2459.555420 Iteration 32Q: 3 clusters Score -189128 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -189165.906250 Penalty: 2459.555420 Iteration 33Q: 3 clusters Score -189165.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -189189.953125 Penalty: 2459.555420 Iteration 34Q: 3 clusters Score -189190 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -189208.703125 Penalty: 2459.555420 Iteration 35Q: 3 clusters Score -189208.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -189229.562500 Penalty: 2459.555420 Iteration 36Q: 3 clusters Score -189229.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -189247.781250 Penalty: 2459.555420 Iteration 37Q: 3 clusters Score -189247.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -189259.625000 Penalty: 2459.555420 Iteration 38Q: 3 clusters Score -189259.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -189265.687500 Penalty: 2459.555420 Iteration 39Q: 3 clusters Score -189265.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -189270.671875 Penalty: 2459.555420 Iteration 40F: 3 clusters Score -189270.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -189279.359375 Penalty: 2459.555420 Iteration 41Q: 3 clusters Score -189279.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -189286.796875 Penalty: 2459.555420 Iteration 42Q: 3 clusters Score -189286.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -189294.312500 Penalty: 2459.555420 Iteration 43Q: 3 clusters Score -189294.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -189302.781250 Penalty: 2459.555420 Iteration 44Q: 3 clusters Score -189302.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -189307.656250 Penalty: 2459.555420 Iteration 45Q: 3 clusters Score -189307.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -189311.843750 Penalty: 2459.555420 Iteration 46Q: 3 clusters Score -189311.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -189315.750000 Penalty: 2459.555420 Iteration 47Q: 3 clusters Score -189315.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -189320.078125 Penalty: 2459.555420 Iteration 48Q: 3 clusters Score -189320.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -189321.187500 Penalty: 2459.555420 Iteration 49Q: 3 clusters Score -189321.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -189326.593750 Penalty: 2459.555420 Iteration 50Q: 3 clusters Score -189326.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -189340.062500 Penalty: 2459.555420 Iteration 51Q: 3 clusters Score -189340.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -189351.484375 Penalty: 2459.555420 Iteration 52Q: 3 clusters Score -189351.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -189357.546875 Penalty: 2459.555420 Iteration 53Q: 3 clusters Score -189357.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -189359.875000 Penalty: 2459.555420 Iteration 54Q: 3 clusters Score -189359.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -189362.765625 Penalty: 2459.555420 Iteration 55Q: 3 clusters Score -189362.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -189365.656250 Penalty: 2459.555420 Iteration 56Q: 3 clusters Score -189365.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -189369.171875 Penalty: 2459.555420 Iteration 57Q: 3 clusters Score -189369.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -189371.750000 Penalty: 2459.555420 Iteration 58Q: 3 clusters Score -189371.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -189374.421875 Penalty: 2459.555420 Iteration 59Q: 3 clusters Score -189374.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -189374.781250 Penalty: 2459.555420 Iteration 60F: 3 clusters Score -189374.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Entering Unmasked Estep Score: -113790.054688 Penalty: 1148.578003 Iteration 0F: 2 clusters Score -113790.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -112220.781250 Penalty: 2297.156006 Iteration 0F: 3 clusters Score -112220.8 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -112516.320312 Penalty: 2297.156006 Iteration 1F: 3 clusters Score -112516.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -112593.164062 Penalty: 2297.156006 Iteration 2F: 3 clusters Score -112593.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -112621.585938 Penalty: 2297.156006 Iteration 3Q: 3 clusters Score -112621.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -112639.257812 Penalty: 2297.156006 Iteration 4Q: 3 clusters Score -112639.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -112650.726562 Penalty: 2297.156006 Iteration 5Q: 3 clusters Score -112650.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -112657.617188 Penalty: 2297.156006 Iteration 6Q: 3 clusters Score -112657.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -112665.093750 Penalty: 2297.156006 Iteration 7Q: 3 clusters Score -112665.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -112667.226562 Penalty: 2297.156006 Iteration 8Q: 3 clusters Score -112667.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -112673.265625 Penalty: 2297.156006 Iteration 9Q: 3 clusters Score -112673.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -112684.195312 Penalty: 2297.156006 Iteration 10Q: 3 clusters Score -112684.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -112710.382812 Penalty: 2297.156006 Iteration 11Q: 3 clusters Score -112710.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -112741.125000 Penalty: 2297.156006 Iteration 12Q: 3 clusters Score -112741.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -112759.773438 Penalty: 2297.156006 Iteration 13Q: 3 clusters Score -112759.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -112782.171875 Penalty: 2297.156006 Iteration 14Q: 3 clusters Score -112782.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -112809.539062 Penalty: 2297.156006 Iteration 15Q: 3 clusters Score -112809.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -112830.414062 Penalty: 2297.156006 Iteration 16Q: 3 clusters Score -112830.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -112854.835938 Penalty: 2297.156006 Iteration 17Q: 3 clusters Score -112854.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -112874.570312 Penalty: 2297.156006 Iteration 18Q: 3 clusters Score -112874.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -112889.968750 Penalty: 2297.156006 Iteration 19Q: 3 clusters Score -112890 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -112909.289062 Penalty: 2297.156006 Iteration 20F: 3 clusters Score -112909.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -112932.007812 Penalty: 2297.156006 Iteration 21Q: 3 clusters Score -112932 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -112951.679688 Penalty: 2297.156006 Iteration 22Q: 3 clusters Score -112951.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -112971.632812 Penalty: 2297.156006 Iteration 23Q: 3 clusters Score -112971.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -112995.468750 Penalty: 2297.156006 Iteration 24Q: 3 clusters Score -112995.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -113049.078125 Penalty: 2297.156006 Iteration 25Q: 3 clusters Score -113049.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -113149.640625 Penalty: 2297.156006 Iteration 26Q: 3 clusters Score -113149.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -113265.812500 Penalty: 2297.156006 Iteration 27Q: 3 clusters Score -113265.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -113363.304688 Penalty: 2297.156006 Iteration 28Q: 3 clusters Score -113363.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -113469.976562 Penalty: 2297.156006 Iteration 29Q: 3 clusters Score -113470 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -113527.265625 Penalty: 2297.156006 Iteration 30Q: 3 clusters Score -113527.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -113550.937500 Penalty: 2297.156006 Iteration 31Q: 3 clusters Score -113550.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -113564.187500 Penalty: 2297.156006 Iteration 32Q: 3 clusters Score -113564.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -113576.390625 Penalty: 2297.156006 Iteration 33Q: 3 clusters Score -113576.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -113589.437500 Penalty: 2297.156006 Iteration 34Q: 3 clusters Score -113589.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -113593.320312 Penalty: 2297.156006 Iteration 35Q: 3 clusters Score -113593.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -113597.007812 Penalty: 2297.156006 Iteration 36Q: 3 clusters Score -113597 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -113597.007812 Penalty: 2297.156006 Iteration 37F: 3 clusters Score -113597 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Entering Unmasked Estep Score: -139122.390625 Penalty: 1186.765137 Iteration 0F: 2 clusters Score -139122.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -137360.156250 Penalty: 2373.530273 Iteration 0F: 3 clusters Score -137360.2 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -137698.234375 Penalty: 2373.530273 Iteration 1F: 3 clusters Score -137698.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -137804.796875 Penalty: 2373.530273 Iteration 2F: 3 clusters Score -137804.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -137853.640625 Penalty: 2373.530273 Iteration 3Q: 3 clusters Score -137853.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -137875.703125 Penalty: 2373.530273 Iteration 4Q: 3 clusters Score -137875.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -137889.437500 Penalty: 2373.530273 Iteration 5Q: 3 clusters Score -137889.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -137897.609375 Penalty: 2373.530273 Iteration 6Q: 3 clusters Score -137897.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -137903.750000 Penalty: 2373.530273 Iteration 7Q: 3 clusters Score -137903.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -137910.140625 Penalty: 2373.530273 Iteration 8Q: 3 clusters Score -137910.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -137914.843750 Penalty: 2373.530273 Iteration 9Q: 3 clusters Score -137914.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -137916.343750 Penalty: 2373.530273 Iteration 10Q: 3 clusters Score -137916.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -137917.234375 Penalty: 2373.530273 Iteration 11Q: 3 clusters Score -137917.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -137917.656250 Penalty: 2373.530273 Iteration 12Q: 3 clusters Score -137917.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -137918.531250 Penalty: 2373.530273 Iteration 13Q: 3 clusters Score -137918.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -137918.734375 Penalty: 2373.530273 Iteration 14Q: 3 clusters Score -137918.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -137918.953125 Penalty: 2373.530273 Iteration 15Q: 3 clusters Score -137919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -137918.984375 Penalty: 2373.530273 Iteration 16Q: 3 clusters Score -137919 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -137918.984375 Penalty: 2373.530273 Iteration 17F: 3 clusters Score -137919 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12770 members Entering Unmasked Estep Score: -1297309.000000 Penalty: 1536.413818 Iteration 0F: 2 clusters Score -1297309 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -1288363.375000 Penalty: 3072.827637 Iteration 0F: 3 clusters Score -1288363 nChanged 5611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -1291456.000000 Penalty: 3072.827637 Iteration 1F: 3 clusters Score -1291456 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -1291882.750000 Penalty: 3072.827637 Iteration 2F: 3 clusters Score -1291883 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -1292268.125000 Penalty: 3072.827637 Iteration 3F: 3 clusters Score -1292268 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -1292598.000000 Penalty: 3072.827637 Iteration 4F: 3 clusters Score -1292598 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -1292917.500000 Penalty: 3072.827637 Iteration 5F: 3 clusters Score -1292918 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1293204.250000 Penalty: 3072.827637 Iteration 6Q: 3 clusters Score -1293204 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -1293464.875000 Penalty: 3072.827637 Iteration 7Q: 3 clusters Score -1293465 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -1293716.875000 Penalty: 3072.827637 Iteration 8Q: 3 clusters Score -1293717 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 8688 members Entering Unmasked Estep Score: -1293976.250000 Penalty: 3072.827637 Iteration 9Q: 3 clusters Score -1293976 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 8998 members Entering Unmasked Estep Score: -1294244.375000 Penalty: 3072.827637 Iteration 10Q: 3 clusters Score -1294244 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 9297 members Entering Unmasked Estep Score: -1294492.750000 Penalty: 3072.827637 Iteration 11Q: 3 clusters Score -1294493 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -1294679.875000 Penalty: 3072.827637 Iteration 12Q: 3 clusters Score -1294680 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 9755 members Entering Unmasked Estep Score: -1294825.750000 Penalty: 3072.827637 Iteration 13Q: 3 clusters Score -1294826 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 9938 members Entering Unmasked Estep Score: -1294940.125000 Penalty: 3072.827637 Iteration 14Q: 3 clusters Score -1294940 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 10092 members Entering Unmasked Estep Score: -1295013.625000 Penalty: 3072.827637 Iteration 15Q: 3 clusters Score -1295014 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 10213 members Entering Unmasked Estep Score: -1295058.875000 Penalty: 3072.827637 Iteration 16Q: 3 clusters Score -1295059 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 10325 members Entering Unmasked Estep Score: -1295104.375000 Penalty: 3072.827637 Iteration 17Q: 3 clusters Score -1295104 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 10446 members Entering Unmasked Estep Score: -1295146.375000 Penalty: 3072.827637 Iteration 18Q: 3 clusters Score -1295146 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 10552 members Entering Unmasked Estep Score: -1295184.375000 Penalty: 3072.827637 Iteration 19Q: 3 clusters Score -1295184 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 10676 members Entering Unmasked Estep Score: -1295235.125000 Penalty: 3072.827637 Iteration 20F: 3 clusters Score -1295235 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 10807 members Entering Unmasked Estep Score: -1295290.750000 Penalty: 3072.827637 Iteration 21Q: 3 clusters Score -1295291 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 10913 members Entering Unmasked Estep Score: -1295326.750000 Penalty: 3072.827637 Iteration 22Q: 3 clusters Score -1295327 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 11004 members Entering Unmasked Estep Score: -1295358.875000 Penalty: 3072.827637 Iteration 23Q: 3 clusters Score -1295359 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 11080 members Entering Unmasked Estep Score: -1295385.875000 Penalty: 3072.827637 Iteration 24Q: 3 clusters Score -1295386 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 11160 members Entering Unmasked Estep Score: -1295414.000000 Penalty: 3072.827637 Iteration 25Q: 3 clusters Score -1295414 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -1295446.625000 Penalty: 3072.827637 Iteration 26Q: 3 clusters Score -1295447 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 11307 members Entering Unmasked Estep Score: -1295477.875000 Penalty: 3072.827637 Iteration 27Q: 3 clusters Score -1295478 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 11392 members Entering Unmasked Estep Score: -1295514.375000 Penalty: 3072.827637 Iteration 28Q: 3 clusters Score -1295514 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 11481 members Entering Unmasked Estep Score: -1295550.750000 Penalty: 3072.827637 Iteration 29Q: 3 clusters Score -1295551 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 11569 members Entering Unmasked Estep Score: -1295607.000000 Penalty: 3072.827637 Iteration 30Q: 3 clusters Score -1295607 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -1295667.375000 Penalty: 3072.827637 Iteration 31Q: 3 clusters Score -1295667 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -1295722.375000 Penalty: 3072.827637 Iteration 32Q: 3 clusters Score -1295722 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 11824 members Entering Unmasked Estep Score: -1295764.375000 Penalty: 3072.827637 Iteration 33Q: 3 clusters Score -1295764 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 11895 members Entering Unmasked Estep Score: -1295802.875000 Penalty: 3072.827637 Iteration 34Q: 3 clusters Score -1295803 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 11961 members Entering Unmasked Estep Score: -1295835.375000 Penalty: 3072.827637 Iteration 35Q: 3 clusters Score -1295835 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 12007 members Entering Unmasked Estep Score: -1295855.750000 Penalty: 3072.827637 Iteration 36Q: 3 clusters Score -1295856 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 12038 members Entering Unmasked Estep Score: -1295872.250000 Penalty: 3072.827637 Iteration 37Q: 3 clusters Score -1295872 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 12064 members Entering Unmasked Estep Score: -1295884.125000 Penalty: 3072.827637 Iteration 38Q: 3 clusters Score -1295884 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 12075 members Entering Unmasked Estep Score: -1295888.500000 Penalty: 3072.827637 Iteration 39Q: 3 clusters Score -1295888 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 12087 members Entering Unmasked Estep Score: -1295897.000000 Penalty: 3072.827637 Iteration 40F: 3 clusters Score -1295897 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 12099 members Entering Unmasked Estep Score: -1295900.625000 Penalty: 3072.827637 Iteration 41Q: 3 clusters Score -1295901 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 12107 members Entering Unmasked Estep Score: -1295906.625000 Penalty: 3072.827637 Iteration 42Q: 3 clusters Score -1295907 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 12116 members Entering Unmasked Estep Score: -1295909.750000 Penalty: 3072.827637 Iteration 43Q: 3 clusters Score -1295910 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -1295919.375000 Penalty: 3072.827637 Iteration 44Q: 3 clusters Score -1295919 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 12139 members Entering Unmasked Estep Score: -1295922.375000 Penalty: 3072.827637 Iteration 45Q: 3 clusters Score -1295922 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 12154 members Entering Unmasked Estep Score: -1295930.625000 Penalty: 3072.827637 Iteration 46Q: 3 clusters Score -1295931 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 12167 members Entering Unmasked Estep Score: -1295936.500000 Penalty: 3072.827637 Iteration 47Q: 3 clusters Score -1295936 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 12183 members Entering Unmasked Estep Score: -1295946.125000 Penalty: 3072.827637 Iteration 48Q: 3 clusters Score -1295946 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 12201 members Entering Unmasked Estep Score: -1295956.625000 Penalty: 3072.827637 Iteration 49Q: 3 clusters Score -1295957 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 12213 members Entering Unmasked Estep Score: -1295962.750000 Penalty: 3072.827637 Iteration 50Q: 3 clusters Score -1295963 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 12223 members Entering Unmasked Estep Score: -1295964.875000 Penalty: 3072.827637 Iteration 51Q: 3 clusters Score -1295965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 12225 members Entering Unmasked Estep Score: -1295963.875000 Penalty: 3072.827637 Iteration 52Q: 3 clusters Score -1295964 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 12227 members Entering Unmasked Estep Score: -1295965.125000 Penalty: 3072.827637 Iteration 53Q: 3 clusters Score -1295965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -1295966.375000 Penalty: 3072.827637 Iteration 54Q: 3 clusters Score -1295966 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -1295966.125000 Penalty: 3072.827637 Iteration 55Q: 3 clusters Score -1295966 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 12231 members Entering Unmasked Estep Score: -1295969.875000 Penalty: 3072.827637 Iteration 56Q: 3 clusters Score -1295970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 12236 members Entering Unmasked Estep Score: -1295969.750000 Penalty: 3072.827637 Iteration 57Q: 3 clusters Score -1295970 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 12243 members Entering Unmasked Estep Score: -1295972.625000 Penalty: 3072.827637 Iteration 58Q: 3 clusters Score -1295973 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 12248 members Entering Unmasked Estep Score: -1295975.000000 Penalty: 3072.827637 Iteration 59Q: 3 clusters Score -1295975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 12253 members Entering Unmasked Estep Score: -1295977.875000 Penalty: 3072.827637 Iteration 60F: 3 clusters Score -1295978 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 12257 members Entering Unmasked Estep Score: -1295981.375000 Penalty: 3072.827637 Iteration 61Q: 3 clusters Score -1295981 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 12262 members Entering Unmasked Estep Score: -1295983.250000 Penalty: 3072.827637 Iteration 62Q: 3 clusters Score -1295983 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 12267 members Entering Unmasked Estep Score: -1295986.500000 Penalty: 3072.827637 Iteration 63Q: 3 clusters Score -1295986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 12269 members Entering Unmasked Estep Score: -1295988.125000 Penalty: 3072.827637 Iteration 64Q: 3 clusters Score -1295988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -1295989.500000 Penalty: 3072.827637 Iteration 65Q: 3 clusters Score -1295990 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -1295989.500000 Penalty: 3072.827637 Iteration 66F: 3 clusters Score -1295990 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (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: -75731.093750 Penalty: 1081.926758 Iteration 0F: 2 clusters Score -75731.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -74447.414062 Penalty: 2163.853516 Iteration 0F: 3 clusters Score -74447.41 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -74659.039062 Penalty: 2163.853516 Iteration 1F: 3 clusters Score -74659.04 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -74723.023438 Penalty: 2163.853516 Iteration 2F: 3 clusters Score -74723.02 nChanged 19 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: -74745.835938 Penalty: 2163.853516 Iteration 3Q: 3 clusters Score -74745.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -74762.062500 Penalty: 2163.853516 Iteration 4Q: 3 clusters Score -74762.06 nChanged 8 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: -74770.703125 Penalty: 2163.853516 Iteration 5Q: 3 clusters Score -74770.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -74775.921875 Penalty: 2163.853516 Iteration 6Q: 3 clusters Score -74775.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -74781.109375 Penalty: 2163.853516 Iteration 7Q: 3 clusters Score -74781.11 nChanged 1 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: -74781.296875 Penalty: 2163.853516 Iteration 8Q: 3 clusters Score -74781.3 nChanged 0 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: -74781.296875 Penalty: 2163.853516 Iteration 9F: 3 clusters Score -74781.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Entering Unmasked Estep Score: -527579.562500 Penalty: 1390.885376 Iteration 0F: 2 clusters Score -527579.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -523390.656250 Penalty: 2781.770752 Iteration 0F: 3 clusters Score -523390.7 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -524623.187500 Penalty: 2781.770752 Iteration 1F: 3 clusters Score -524623.2 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -524800.562500 Penalty: 2781.770752 Iteration 2F: 3 clusters Score -524800.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -524946.062500 Penalty: 2781.770752 Iteration 3F: 3 clusters Score -524946.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -525061.000000 Penalty: 2781.770752 Iteration 4Q: 3 clusters Score -525061 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -525152.937500 Penalty: 2781.770752 Iteration 5Q: 3 clusters Score -525152.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -525244.187500 Penalty: 2781.770752 Iteration 6Q: 3 clusters Score -525244.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -525341.437500 Penalty: 2781.770752 Iteration 7Q: 3 clusters Score -525341.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -525439.375000 Penalty: 2781.770752 Iteration 8Q: 3 clusters Score -525439.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -525537.000000 Penalty: 2781.770752 Iteration 9Q: 3 clusters Score -525537 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -525632.312500 Penalty: 2781.770752 Iteration 10Q: 3 clusters Score -525632.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -525716.687500 Penalty: 2781.770752 Iteration 11Q: 3 clusters Score -525716.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -525780.312500 Penalty: 2781.770752 Iteration 12Q: 3 clusters Score -525780.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -525848.375000 Penalty: 2781.770752 Iteration 13Q: 3 clusters Score -525848.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -525917.875000 Penalty: 2781.770752 Iteration 14Q: 3 clusters Score -525917.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -525976.187500 Penalty: 2781.770752 Iteration 15Q: 3 clusters Score -525976.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -526009.062500 Penalty: 2781.770752 Iteration 16Q: 3 clusters Score -526009.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -526037.250000 Penalty: 2781.770752 Iteration 17Q: 3 clusters Score -526037.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -526066.062500 Penalty: 2781.770752 Iteration 18Q: 3 clusters Score -526066.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -526096.750000 Penalty: 2781.770752 Iteration 19Q: 3 clusters Score -526096.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -526118.062500 Penalty: 2781.770752 Iteration 20F: 3 clusters Score -526118.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -526143.000000 Penalty: 2781.770752 Iteration 21Q: 3 clusters Score -526143 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -526161.437500 Penalty: 2781.770752 Iteration 22Q: 3 clusters Score -526161.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -526177.562500 Penalty: 2781.770752 Iteration 23Q: 3 clusters Score -526177.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -526195.312500 Penalty: 2781.770752 Iteration 24Q: 3 clusters Score -526195.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -526208.062500 Penalty: 2781.770752 Iteration 25Q: 3 clusters Score -526208.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -526227.000000 Penalty: 2781.770752 Iteration 26Q: 3 clusters Score -526227 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -526238.437500 Penalty: 2781.770752 Iteration 27Q: 3 clusters Score -526238.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -526247.500000 Penalty: 2781.770752 Iteration 28Q: 3 clusters Score -526247.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -526256.500000 Penalty: 2781.770752 Iteration 29Q: 3 clusters Score -526256.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -526268.000000 Penalty: 2781.770752 Iteration 30Q: 3 clusters Score -526268 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -526283.687500 Penalty: 2781.770752 Iteration 31Q: 3 clusters Score -526283.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -526295.375000 Penalty: 2781.770752 Iteration 32Q: 3 clusters Score -526295.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -526308.250000 Penalty: 2781.770752 Iteration 33Q: 3 clusters Score -526308.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -526322.437500 Penalty: 2781.770752 Iteration 34Q: 3 clusters Score -526322.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -526340.500000 Penalty: 2781.770752 Iteration 35Q: 3 clusters Score -526340.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -526357.562500 Penalty: 2781.770752 Iteration 36Q: 3 clusters Score -526357.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -526369.375000 Penalty: 2781.770752 Iteration 37Q: 3 clusters Score -526369.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -526380.937500 Penalty: 2781.770752 Iteration 38Q: 3 clusters Score -526380.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -526390.750000 Penalty: 2781.770752 Iteration 39Q: 3 clusters Score -526390.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -526395.000000 Penalty: 2781.770752 Iteration 40F: 3 clusters Score -526395 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -526399.625000 Penalty: 2781.770752 Iteration 41Q: 3 clusters Score -526399.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -526402.750000 Penalty: 2781.770752 Iteration 42Q: 3 clusters Score -526402.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -526404.312500 Penalty: 2781.770752 Iteration 43Q: 3 clusters Score -526404.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -526404.437500 Penalty: 2781.770752 Iteration 44Q: 3 clusters Score -526404.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -526405.312500 Penalty: 2781.770752 Iteration 45Q: 3 clusters Score -526405.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -526406.625000 Penalty: 2781.770752 Iteration 46Q: 3 clusters Score -526406.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -526406.625000 Penalty: 2781.770752 Iteration 47Q: 3 clusters Score -526406.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -526408.687500 Penalty: 2781.770752 Iteration 48Q: 3 clusters Score -526408.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -526409.000000 Penalty: 2781.770752 Iteration 49Q: 3 clusters Score -526409 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -526409.000000 Penalty: 2781.770752 Iteration 50F: 3 clusters Score -526409 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (12981 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Entering Unmasked Estep Score: -1314683.000000 Penalty: 1539.076782 Iteration 0F: 2 clusters Score -1314683 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -1305562.000000 Penalty: 3078.153564 Iteration 0F: 3 clusters Score -1305562 nChanged 5720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -1308742.375000 Penalty: 3078.153564 Iteration 1F: 3 clusters Score -1308742 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -1309066.875000 Penalty: 3078.153564 Iteration 2F: 3 clusters Score -1309067 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -1309349.375000 Penalty: 3078.153564 Iteration 3Q: 3 clusters Score -1309349 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -1309609.125000 Penalty: 3078.153564 Iteration 4Q: 3 clusters Score -1309609 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -1309880.375000 Penalty: 3078.153564 Iteration 5Q: 3 clusters Score -1309880 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -1310171.000000 Penalty: 3078.153564 Iteration 6Q: 3 clusters Score -1310171 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -1310471.375000 Penalty: 3078.153564 Iteration 7Q: 3 clusters Score -1310471 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -1310797.625000 Penalty: 3078.153564 Iteration 8Q: 3 clusters Score -1310798 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -1311185.250000 Penalty: 3078.153564 Iteration 9Q: 3 clusters Score -1311185 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -1311579.375000 Penalty: 3078.153564 Iteration 10Q: 3 clusters Score -1311579 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -1311887.750000 Penalty: 3078.153564 Iteration 11Q: 3 clusters Score -1311888 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -1312083.500000 Penalty: 3078.153564 Iteration 12Q: 3 clusters Score -1312084 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -1312207.375000 Penalty: 3078.153564 Iteration 13Q: 3 clusters Score -1312207 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1312293.750000 Penalty: 3078.153564 Iteration 14Q: 3 clusters Score -1312294 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -1312368.625000 Penalty: 3078.153564 Iteration 15Q: 3 clusters Score -1312369 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -1312432.875000 Penalty: 3078.153564 Iteration 16Q: 3 clusters Score -1312433 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -1312498.250000 Penalty: 3078.153564 Iteration 17Q: 3 clusters Score -1312498 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -1312540.875000 Penalty: 3078.153564 Iteration 18Q: 3 clusters Score -1312541 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -1312575.625000 Penalty: 3078.153564 Iteration 19Q: 3 clusters Score -1312576 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -1312602.375000 Penalty: 3078.153564 Iteration 20F: 3 clusters Score -1312602 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -1312618.375000 Penalty: 3078.153564 Iteration 21Q: 3 clusters Score -1312618 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -1312643.750000 Penalty: 3078.153564 Iteration 22Q: 3 clusters Score -1312644 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -1312662.125000 Penalty: 3078.153564 Iteration 23Q: 3 clusters Score -1312662 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -1312688.250000 Penalty: 3078.153564 Iteration 24Q: 3 clusters Score -1312688 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -1312709.000000 Penalty: 3078.153564 Iteration 25Q: 3 clusters Score -1312709 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -1312729.250000 Penalty: 3078.153564 Iteration 26Q: 3 clusters Score -1312729 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -1312742.125000 Penalty: 3078.153564 Iteration 27Q: 3 clusters Score -1312742 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -1312762.125000 Penalty: 3078.153564 Iteration 28Q: 3 clusters Score -1312762 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -1312776.875000 Penalty: 3078.153564 Iteration 29Q: 3 clusters Score -1312777 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -1312788.750000 Penalty: 3078.153564 Iteration 30Q: 3 clusters Score -1312789 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -1312802.750000 Penalty: 3078.153564 Iteration 31Q: 3 clusters Score -1312803 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 7658 members Entering Unmasked Estep Score: -1312817.375000 Penalty: 3078.153564 Iteration 32Q: 3 clusters Score -1312817 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -1312827.125000 Penalty: 3078.153564 Iteration 33Q: 3 clusters Score -1312827 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -1312841.875000 Penalty: 3078.153564 Iteration 34Q: 3 clusters Score -1312842 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -1312847.125000 Penalty: 3078.153564 Iteration 35Q: 3 clusters Score -1312847 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -1312860.375000 Penalty: 3078.153564 Iteration 36Q: 3 clusters Score -1312860 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -1312866.500000 Penalty: 3078.153564 Iteration 37Q: 3 clusters Score -1312866 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -1312874.750000 Penalty: 3078.153564 Iteration 38Q: 3 clusters Score -1312875 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -1312879.875000 Penalty: 3078.153564 Iteration 39Q: 3 clusters Score -1312880 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -1312886.375000 Penalty: 3078.153564 Iteration 40F: 3 clusters Score -1312886 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 8012 members Entering Unmasked Estep Score: -1312886.125000 Penalty: 3078.153564 Iteration 41Q: 3 clusters Score -1312886 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -1312883.875000 Penalty: 3078.153564 Iteration 42Q: 3 clusters Score -1312884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -1312886.625000 Penalty: 3078.153564 Iteration 43Q: 3 clusters Score -1312887 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -1312887.875000 Penalty: 3078.153564 Iteration 44Q: 3 clusters Score -1312888 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 8043 members Entering Unmasked Estep Score: -1312888.875000 Penalty: 3078.153564 Iteration 45Q: 3 clusters Score -1312889 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 8056 members Entering Unmasked Estep Score: -1312889.125000 Penalty: 3078.153564 Iteration 46Q: 3 clusters Score -1312889 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -1312893.125000 Penalty: 3078.153564 Iteration 47Q: 3 clusters Score -1312893 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -1312898.375000 Penalty: 3078.153564 Iteration 48Q: 3 clusters Score -1312898 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -1312898.625000 Penalty: 3078.153564 Iteration 49Q: 3 clusters Score -1312899 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -1312900.750000 Penalty: 3078.153564 Iteration 50Q: 3 clusters Score -1312901 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -1312903.625000 Penalty: 3078.153564 Iteration 51Q: 3 clusters Score -1312904 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -1312904.375000 Penalty: 3078.153564 Iteration 52Q: 3 clusters Score -1312904 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -1312906.250000 Penalty: 3078.153564 Iteration 53Q: 3 clusters Score -1312906 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -1312911.000000 Penalty: 3078.153564 Iteration 54Q: 3 clusters Score -1312911 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -1312916.125000 Penalty: 3078.153564 Iteration 55Q: 3 clusters Score -1312916 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 8264 members Entering Unmasked Estep Score: -1312919.500000 Penalty: 3078.153564 Iteration 56Q: 3 clusters Score -1312920 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -1312926.500000 Penalty: 3078.153564 Iteration 57Q: 3 clusters Score -1312926 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -1312924.875000 Penalty: 3078.153564 Iteration 58Q: 3 clusters Score -1312925 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 8312 members Entering Unmasked Estep Score: -1312925.625000 Penalty: 3078.153564 Iteration 59Q: 3 clusters Score -1312926 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -1312926.250000 Penalty: 3078.153564 Iteration 60F: 3 clusters Score -1312926 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -1312928.375000 Penalty: 3078.153564 Iteration 61Q: 3 clusters Score -1312928 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 8343 members Entering Unmasked Estep Score: -1312927.250000 Penalty: 3078.153564 Iteration 62Q: 3 clusters Score -1312927 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 8359 members Entering Unmasked Estep Score: -1312931.750000 Penalty: 3078.153564 Iteration 63Q: 3 clusters Score -1312932 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -1312937.875000 Penalty: 3078.153564 Iteration 64Q: 3 clusters Score -1312938 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -1312938.500000 Penalty: 3078.153564 Iteration 65Q: 3 clusters Score -1312938 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -1312942.250000 Penalty: 3078.153564 Iteration 66Q: 3 clusters Score -1312942 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 8438 members Entering Unmasked Estep Score: -1312942.125000 Penalty: 3078.153564 Iteration 67Q: 3 clusters Score -1312942 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -1312940.875000 Penalty: 3078.153564 Iteration 68Q: 3 clusters Score -1312941 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -1312943.750000 Penalty: 3078.153564 Iteration 69Q: 3 clusters Score -1312944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 8460 members Entering Unmasked Estep Score: -1312944.625000 Penalty: 3078.153564 Iteration 70Q: 3 clusters Score -1312945 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -1312943.625000 Penalty: 3078.153564 Iteration 71Q: 3 clusters Score -1312944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 8468 members Entering Unmasked Estep Score: -1312945.375000 Penalty: 3078.153564 Iteration 72Q: 3 clusters Score -1312945 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 8470 members Entering Unmasked Estep Score: -1312945.625000 Penalty: 3078.153564 Iteration 73Q: 3 clusters Score -1312946 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -1312945.750000 Penalty: 3078.153564 Iteration 74Q: 3 clusters Score -1312946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 8475 members Entering Unmasked Estep Score: -1312944.250000 Penalty: 3078.153564 Iteration 75Q: 3 clusters Score -1312944 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 8476 members Entering Unmasked Estep Score: -1312945.250000 Penalty: 3078.153564 Iteration 76Q: 3 clusters Score -1312945 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 8480 members Entering Unmasked Estep Score: -1312943.750000 Penalty: 3078.153564 Iteration 77Q: 3 clusters Score -1312944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 8483 members Entering Unmasked Estep Score: -1312944.500000 Penalty: 3078.153564 Iteration 78Q: 3 clusters Score -1312944 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 8487 members Entering Unmasked Estep Score: -1312944.750000 Penalty: 3078.153564 Iteration 79Q: 3 clusters Score -1312945 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 8488 members Entering Unmasked Estep Score: -1312945.625000 Penalty: 3078.153564 Iteration 80F: 3 clusters Score -1312946 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Entering Unmasked Estep Score: -44755.261719 Penalty: 1000.852966 Iteration 0F: 2 clusters Score -44755.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -43720.941406 Penalty: 2001.705933 Iteration 0F: 3 clusters Score -43720.94 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -43858.156250 Penalty: 2001.705933 Iteration 1F: 3 clusters Score -43858.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -43883.753906 Penalty: 2001.705933 Iteration 2Q: 3 clusters Score -43883.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -43888.367188 Penalty: 2001.705933 Iteration 3Q: 3 clusters Score -43888.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -43894.882812 Penalty: 2001.705933 Iteration 4Q: 3 clusters Score -43894.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -43896.554688 Penalty: 2001.705933 Iteration 5Q: 3 clusters Score -43896.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -43896.554688 Penalty: 2001.705933 Iteration 6F: 3 clusters Score -43896.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (3461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Entering Unmasked Estep Score: -318702.000000 Penalty: 1324.263306 Iteration 0F: 2 clusters Score -318702 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -315731.812500 Penalty: 2648.526611 Iteration 0F: 3 clusters Score -315731.8 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -316702.000000 Penalty: 2648.526611 Iteration 1F: 3 clusters Score -316702 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -317219.750000 Penalty: 2648.526611 Iteration 2F: 3 clusters Score -317219.8 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -317605.906250 Penalty: 2648.526611 Iteration 3F: 3 clusters Score -317605.9 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -317899.500000 Penalty: 2648.526611 Iteration 4F: 3 clusters Score -317899.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -318150.656250 Penalty: 2648.526611 Iteration 5F: 3 clusters Score -318150.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -318278.687500 Penalty: 2648.526611 Iteration 6Q: 3 clusters Score -318278.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -318345.375000 Penalty: 2648.526611 Iteration 7Q: 3 clusters Score -318345.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -318388.968750 Penalty: 2648.526611 Iteration 8Q: 3 clusters Score -318389 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -318419.531250 Penalty: 2648.526611 Iteration 9Q: 3 clusters Score -318419.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -318434.875000 Penalty: 2648.526611 Iteration 10Q: 3 clusters Score -318434.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -318439.750000 Penalty: 2648.526611 Iteration 11Q: 3 clusters Score -318439.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -318441.375000 Penalty: 2648.526611 Iteration 12Q: 3 clusters Score -318441.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -318442.343750 Penalty: 2648.526611 Iteration 13Q: 3 clusters Score -318442.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -318442.343750 Penalty: 2648.526611 Iteration 14Q: 3 clusters Score -318442.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -318443.062500 Penalty: 2648.526611 Iteration 15Q: 3 clusters Score -318443.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -318443.250000 Penalty: 2648.526611 Iteration 16Q: 3 clusters Score -318443.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -318443.250000 Penalty: 2648.526611 Iteration 17F: 3 clusters Score -318443.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (4625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Entering Unmasked Estep Score: -467707.093750 Penalty: 1371.375122 Iteration 0F: 2 clusters Score -467707.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -463989.843750 Penalty: 2742.750244 Iteration 0F: 3 clusters Score -463989.8 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -465024.750000 Penalty: 2742.750244 Iteration 1F: 3 clusters Score -465024.8 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -465177.718750 Penalty: 2742.750244 Iteration 2F: 3 clusters Score -465177.7 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -465297.343750 Penalty: 2742.750244 Iteration 3Q: 3 clusters Score -465297.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -465402.812500 Penalty: 2742.750244 Iteration 4Q: 3 clusters Score -465402.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -465502.812500 Penalty: 2742.750244 Iteration 5Q: 3 clusters Score -465502.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -465605.406250 Penalty: 2742.750244 Iteration 6Q: 3 clusters Score -465605.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -465713.750000 Penalty: 2742.750244 Iteration 7Q: 3 clusters Score -465713.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -465846.812500 Penalty: 2742.750244 Iteration 8Q: 3 clusters Score -465846.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -466061.718750 Penalty: 2742.750244 Iteration 9Q: 3 clusters Score -466061.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -466396.531250 Penalty: 2742.750244 Iteration 10F: 3 clusters Score -466396.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -466839.968750 Penalty: 2742.750244 Iteration 11F: 3 clusters Score -466840 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -467300.781250 Penalty: 2742.750244 Iteration 12F: 3 clusters Score -467300.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -467701.937500 Penalty: 2742.750244 Iteration 13F: 3 clusters Score -467701.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -467958.687500 Penalty: 2742.750244 Iteration 14Q: 3 clusters Score -467958.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -468079.875000 Penalty: 2742.750244 Iteration 15Q: 3 clusters Score -468079.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -468144.468750 Penalty: 2742.750244 Iteration 16Q: 3 clusters Score -468144.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -468174.468750 Penalty: 2742.750244 Iteration 17Q: 3 clusters Score -468174.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -468192.656250 Penalty: 2742.750244 Iteration 18Q: 3 clusters Score -468192.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -468202.312500 Penalty: 2742.750244 Iteration 19Q: 3 clusters Score -468202.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -468207.843750 Penalty: 2742.750244 Iteration 20F: 3 clusters Score -468207.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -468212.781250 Penalty: 2742.750244 Iteration 21Q: 3 clusters Score -468212.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -468215.968750 Penalty: 2742.750244 Iteration 22Q: 3 clusters Score -468216 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -468217.218750 Penalty: 2742.750244 Iteration 23Q: 3 clusters Score -468217.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -468217.906250 Penalty: 2742.750244 Iteration 24Q: 3 clusters Score -468217.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -468218.062500 Penalty: 2742.750244 Iteration 25Q: 3 clusters Score -468218.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -468218.062500 Penalty: 2742.750244 Iteration 26F: 3 clusters Score -468218.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35912 members Mstep: Class 2 contains 12235 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 638 members Mstep: Class 5 contains 804 members Mstep: Class 6 contains 2794 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16306 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3832 members Mstep: Class 12 contains 4520 members Mstep: Class 13 contains 71396 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17395 members Mstep: Class 16 contains 344 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5782 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1174 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 12770 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5215 members Mstep: Class 25 contains 12981 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 2435 members Mstep: Class 29 contains 4353 members Mstep: Class 30 contains 2190 members Entering Unmasked Estep Score: -22265690.000000 Penalty: 60212.980469 Splitting cluster 28 changes total score from -22265770.000000 to -22265690.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 29 (4353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Entering Unmasked Estep Score: -440830.250000 Penalty: 1361.525757 Iteration 0F: 2 clusters Score -440830.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -437286.937500 Penalty: 2723.051514 Iteration 0F: 3 clusters Score -437286.9 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -438184.406250 Penalty: 2723.051514 Iteration 1F: 3 clusters Score -438184.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -438341.312500 Penalty: 2723.051514 Iteration 2F: 3 clusters Score -438341.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -438432.468750 Penalty: 2723.051514 Iteration 3Q: 3 clusters Score -438432.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -438498.468750 Penalty: 2723.051514 Iteration 4Q: 3 clusters Score -438498.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -438551.250000 Penalty: 2723.051514 Iteration 5Q: 3 clusters Score -438551.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -438597.406250 Penalty: 2723.051514 Iteration 6Q: 3 clusters Score -438597.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -438636.937500 Penalty: 2723.051514 Iteration 7Q: 3 clusters Score -438636.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -438671.531250 Penalty: 2723.051514 Iteration 8Q: 3 clusters Score -438671.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -438706.812500 Penalty: 2723.051514 Iteration 9Q: 3 clusters Score -438706.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -438745.093750 Penalty: 2723.051514 Iteration 10Q: 3 clusters Score -438745.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -438780.281250 Penalty: 2723.051514 Iteration 11Q: 3 clusters Score -438780.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -438808.406250 Penalty: 2723.051514 Iteration 12Q: 3 clusters Score -438808.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -438833.437500 Penalty: 2723.051514 Iteration 13Q: 3 clusters Score -438833.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -438859.031250 Penalty: 2723.051514 Iteration 14Q: 3 clusters Score -438859 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -438882.875000 Penalty: 2723.051514 Iteration 15Q: 3 clusters Score -438882.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -438901.000000 Penalty: 2723.051514 Iteration 16Q: 3 clusters Score -438901 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -438916.718750 Penalty: 2723.051514 Iteration 17Q: 3 clusters Score -438916.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -438931.437500 Penalty: 2723.051514 Iteration 18Q: 3 clusters Score -438931.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -438948.937500 Penalty: 2723.051514 Iteration 19Q: 3 clusters Score -438948.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -438961.718750 Penalty: 2723.051514 Iteration 20F: 3 clusters Score -438961.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -438977.906250 Penalty: 2723.051514 Iteration 21Q: 3 clusters Score -438977.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -438993.937500 Penalty: 2723.051514 Iteration 22Q: 3 clusters Score -438993.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -439008.812500 Penalty: 2723.051514 Iteration 23Q: 3 clusters Score -439008.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -439024.281250 Penalty: 2723.051514 Iteration 24Q: 3 clusters Score -439024.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -439038.687500 Penalty: 2723.051514 Iteration 25Q: 3 clusters Score -439038.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -439050.281250 Penalty: 2723.051514 Iteration 26Q: 3 clusters Score -439050.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -439061.156250 Penalty: 2723.051514 Iteration 27Q: 3 clusters Score -439061.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -439068.375000 Penalty: 2723.051514 Iteration 28Q: 3 clusters Score -439068.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -439078.000000 Penalty: 2723.051514 Iteration 29Q: 3 clusters Score -439078 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -439091.031250 Penalty: 2723.051514 Iteration 30Q: 3 clusters Score -439091 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -439113.406250 Penalty: 2723.051514 Iteration 31Q: 3 clusters Score -439113.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -439130.281250 Penalty: 2723.051514 Iteration 32Q: 3 clusters Score -439130.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -439142.125000 Penalty: 2723.051514 Iteration 33Q: 3 clusters Score -439142.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -439158.500000 Penalty: 2723.051514 Iteration 34Q: 3 clusters Score -439158.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -439175.312500 Penalty: 2723.051514 Iteration 35Q: 3 clusters Score -439175.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -439188.593750 Penalty: 2723.051514 Iteration 36Q: 3 clusters Score -439188.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -439202.656250 Penalty: 2723.051514 Iteration 37Q: 3 clusters Score -439202.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -439216.156250 Penalty: 2723.051514 Iteration 38Q: 3 clusters Score -439216.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -439242.500000 Penalty: 2723.051514 Iteration 39Q: 3 clusters Score -439242.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -439273.312500 Penalty: 2723.051514 Iteration 40F: 3 clusters Score -439273.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -439303.031250 Penalty: 2723.051514 Iteration 41Q: 3 clusters Score -439303 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -439330.062500 Penalty: 2723.051514 Iteration 42Q: 3 clusters Score -439330.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -439353.937500 Penalty: 2723.051514 Iteration 43Q: 3 clusters Score -439353.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -439369.000000 Penalty: 2723.051514 Iteration 44Q: 3 clusters Score -439369 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -439384.656250 Penalty: 2723.051514 Iteration 45Q: 3 clusters Score -439384.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -439396.093750 Penalty: 2723.051514 Iteration 46Q: 3 clusters Score -439396.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -439408.968750 Penalty: 2723.051514 Iteration 47Q: 3 clusters Score -439409 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -439419.312500 Penalty: 2723.051514 Iteration 48Q: 3 clusters Score -439419.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -439431.125000 Penalty: 2723.051514 Iteration 49Q: 3 clusters Score -439431.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -439442.000000 Penalty: 2723.051514 Iteration 50Q: 3 clusters Score -439442 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -439452.312500 Penalty: 2723.051514 Iteration 51Q: 3 clusters Score -439452.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -439462.250000 Penalty: 2723.051514 Iteration 52Q: 3 clusters Score -439462.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -439475.000000 Penalty: 2723.051514 Iteration 53Q: 3 clusters Score -439475 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -439487.656250 Penalty: 2723.051514 Iteration 54Q: 3 clusters Score -439487.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -439502.218750 Penalty: 2723.051514 Iteration 55Q: 3 clusters Score -439502.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -439512.625000 Penalty: 2723.051514 Iteration 56Q: 3 clusters Score -439512.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -439520.593750 Penalty: 2723.051514 Iteration 57Q: 3 clusters Score -439520.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -439528.093750 Penalty: 2723.051514 Iteration 58Q: 3 clusters Score -439528.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -439536.062500 Penalty: 2723.051514 Iteration 59Q: 3 clusters Score -439536.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -439546.718750 Penalty: 2723.051514 Iteration 60F: 3 clusters Score -439546.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -439553.187500 Penalty: 2723.051514 Iteration 61Q: 3 clusters Score -439553.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -439557.062500 Penalty: 2723.051514 Iteration 62Q: 3 clusters Score -439557.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -439559.187500 Penalty: 2723.051514 Iteration 63Q: 3 clusters Score -439559.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -439560.687500 Penalty: 2723.051514 Iteration 64Q: 3 clusters Score -439560.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -439563.343750 Penalty: 2723.051514 Iteration 65Q: 3 clusters Score -439563.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -439563.937500 Penalty: 2723.051514 Iteration 66Q: 3 clusters Score -439563.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -439567.093750 Penalty: 2723.051514 Iteration 67Q: 3 clusters Score -439567.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -439571.187500 Penalty: 2723.051514 Iteration 68Q: 3 clusters Score -439571.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -439574.156250 Penalty: 2723.051514 Iteration 69Q: 3 clusters Score -439574.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -439575.625000 Penalty: 2723.051514 Iteration 70Q: 3 clusters Score -439575.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -439576.250000 Penalty: 2723.051514 Iteration 71Q: 3 clusters Score -439576.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -439578.468750 Penalty: 2723.051514 Iteration 72Q: 3 clusters Score -439578.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -439580.000000 Penalty: 2723.051514 Iteration 73Q: 3 clusters Score -439580 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -439581.000000 Penalty: 2723.051514 Iteration 74Q: 3 clusters Score -439581 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -439581.125000 Penalty: 2723.051514 Iteration 75Q: 3 clusters Score -439581.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -439582.812500 Penalty: 2723.051514 Iteration 76Q: 3 clusters Score -439582.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -439583.625000 Penalty: 2723.051514 Iteration 77Q: 3 clusters Score -439583.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -439584.062500 Penalty: 2723.051514 Iteration 78Q: 3 clusters Score -439584.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -439584.843750 Penalty: 2723.051514 Iteration 79Q: 3 clusters Score -439584.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -439588.468750 Penalty: 2723.051514 Iteration 80F: 3 clusters Score -439588.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -439589.500000 Penalty: 2723.051514 Iteration 81Q: 3 clusters Score -439589.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -439589.500000 Penalty: 2723.051514 Iteration 82F: 3 clusters Score -439589.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35912 members Mstep: Class 2 contains 12235 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 638 members Mstep: Class 5 contains 804 members Mstep: Class 6 contains 2794 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16306 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3832 members Mstep: Class 12 contains 4520 members Mstep: Class 13 contains 71396 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17395 members Mstep: Class 16 contains 344 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5782 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1174 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 12770 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5215 members Mstep: Class 25 contains 12981 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4353 members Entering Unmasked Estep ConsiderDeletion Score: -22265804.000000 Penalty: 58205.878906 Iteration 199Q: 30 clusters Score -2.22658e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35912 members Mstep: Class 2 contains 12226 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 639 members Mstep: Class 5 contains 804 members Mstep: Class 6 contains 2794 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16306 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3832 members Mstep: Class 12 contains 4520 members Mstep: Class 13 contains 71358 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17394 members Mstep: Class 16 contains 344 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5782 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1174 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 12777 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12982 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4391 members Entering Unmasked Estep ConsiderDeletion Score: -22266018.000000 Penalty: 58205.878906 Iteration 200F: 30 clusters Score -2.226602e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35911 members Mstep: Class 2 contains 12220 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 745 members Mstep: Class 5 contains 762 members Mstep: Class 6 contains 2791 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16306 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3832 members Mstep: Class 12 contains 4519 members Mstep: Class 13 contains 71258 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17395 members Mstep: Class 16 contains 344 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5784 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1174 members Mstep: Class 21 contains 1486 members Mstep: Class 22 contains 12785 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5216 members Mstep: Class 25 contains 12982 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4426 members Entering Unmasked Estep ConsiderDeletion Score: -22266332.000000 Penalty: 58205.878906 Iteration 201Q: 30 clusters Score -2.226633e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35910 members Mstep: Class 2 contains 12209 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 812 members Mstep: Class 5 contains 757 members Mstep: Class 6 contains 2789 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16305 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3833 members Mstep: Class 12 contains 4514 members Mstep: Class 13 contains 71166 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 17405 members Mstep: Class 16 contains 345 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5787 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1175 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 12790 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5219 members Mstep: Class 25 contains 12980 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3461 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4453 members Entering Unmasked Estep ConsiderDeletion Score: -22266456.000000 Penalty: 58205.878906 Iteration 202Q: 30 clusters Score -2.226646e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35907 members Mstep: Class 2 contains 12197 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 851 members Mstep: Class 5 contains 756 members Mstep: Class 6 contains 2789 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16307 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3836 members Mstep: Class 12 contains 4513 members Mstep: Class 13 contains 71085 members Mstep: Class 14 contains 664 members Mstep: Class 15 contains 17414 members Mstep: Class 16 contains 345 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5790 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1176 members Mstep: Class 21 contains 1488 members Mstep: Class 22 contains 12793 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5226 members Mstep: Class 25 contains 12979 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3462 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4482 members Entering Unmasked Estep ConsiderDeletion Score: -22266448.000000 Penalty: 58205.878906 Iteration 203Q: 30 clusters Score -2.226645e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12188 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 880 members Mstep: Class 5 contains 754 members Mstep: Class 6 contains 2785 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2153 members Mstep: Class 9 contains 16307 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3837 members Mstep: Class 12 contains 4512 members Mstep: Class 13 contains 71023 members Mstep: Class 14 contains 665 members Mstep: Class 15 contains 17427 members Mstep: Class 16 contains 345 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5791 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1177 members Mstep: Class 21 contains 1489 members Mstep: Class 22 contains 12796 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5230 members Mstep: Class 25 contains 12978 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3463 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4508 members Entering Unmasked Estep ConsiderDeletion Score: -22266476.000000 Penalty: 58205.878906 Iteration 204Q: 30 clusters Score -2.226648e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35904 members Mstep: Class 2 contains 12180 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2783 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16312 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4510 members Mstep: Class 13 contains 70956 members Mstep: Class 14 contains 666 members Mstep: Class 15 contains 17441 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5791 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1179 members Mstep: Class 21 contains 1490 members Mstep: Class 22 contains 12801 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5238 members Mstep: Class 25 contains 12979 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3463 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4528 members Entering Unmasked Estep ConsiderDeletion Score: -22266484.000000 Penalty: 58205.878906 Iteration 205Q: 30 clusters Score -2.226648e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12169 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 912 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2780 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16312 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4507 members Mstep: Class 13 contains 70889 members Mstep: Class 14 contains 667 members Mstep: Class 15 contains 17460 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5790 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1180 members Mstep: Class 21 contains 1495 members Mstep: Class 22 contains 12808 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5246 members Mstep: Class 25 contains 12978 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4560 members Entering Unmasked Estep ConsiderDeletion Score: -22266498.000000 Penalty: 58205.878906 Iteration 206Q: 30 clusters Score -2.22665e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12161 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 922 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2778 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4505 members Mstep: Class 13 contains 70838 members Mstep: Class 14 contains 669 members Mstep: Class 15 contains 17473 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5790 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1179 members Mstep: Class 21 contains 1496 members Mstep: Class 22 contains 12811 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5252 members Mstep: Class 25 contains 12979 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4586 members Entering Unmasked Estep ConsiderDeletion Score: -22266498.000000 Penalty: 58205.878906 Iteration 207Q: 30 clusters Score -2.22665e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12153 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 926 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2776 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16315 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4500 members Mstep: Class 13 contains 70812 members Mstep: Class 14 contains 669 members Mstep: Class 15 contains 17478 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5789 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1181 members Mstep: Class 21 contains 1498 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5255 members Mstep: Class 25 contains 12979 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4607 members Entering Unmasked Estep ConsiderDeletion Score: -22266502.000000 Penalty: 58205.878906 Iteration 208Q: 30 clusters Score -2.22665e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12145 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 929 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2777 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4497 members Mstep: Class 13 contains 70800 members Mstep: Class 14 contains 669 members Mstep: Class 15 contains 17478 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5789 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1182 members Mstep: Class 21 contains 1498 members Mstep: Class 22 contains 12818 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5254 members Mstep: Class 25 contains 12977 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4626 members Entering Unmasked Estep ConsiderDeletion Score: -22266518.000000 Penalty: 58205.878906 Iteration 209Q: 30 clusters Score -2.226652e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12127 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 930 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2776 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16313 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4495 members Mstep: Class 13 contains 70785 members Mstep: Class 14 contains 669 members Mstep: Class 15 contains 17483 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5789 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1184 members Mstep: Class 21 contains 1498 members Mstep: Class 22 contains 12819 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5254 members Mstep: Class 25 contains 12977 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4654 members Entering Unmasked Estep ConsiderDeletion Score: -22266528.000000 Penalty: 58205.878906 Iteration 210Q: 30 clusters Score -2.226653e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12113 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 934 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2774 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16313 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4495 members Mstep: Class 13 contains 70767 members Mstep: Class 14 contains 670 members Mstep: Class 15 contains 17485 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5790 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1184 members Mstep: Class 21 contains 1499 members Mstep: Class 22 contains 12819 members Mstep: Class 23 contains 779 members Mstep: Class 24 contains 5255 members Mstep: Class 25 contains 12977 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4678 members Entering Unmasked Estep ConsiderDeletion Score: -22266542.000000 Penalty: 58205.878906 Iteration 211Q: 30 clusters Score -2.226654e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12097 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 935 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2774 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4494 members Mstep: Class 13 contains 70749 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17486 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5789 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1183 members Mstep: Class 21 contains 1499 members Mstep: Class 22 contains 12822 members Mstep: Class 23 contains 778 members Mstep: Class 24 contains 5257 members Mstep: Class 25 contains 12980 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4703 members Entering Unmasked Estep ConsiderDeletion Score: -22266530.000000 Penalty: 58205.878906 Iteration 212Q: 30 clusters Score -2.226653e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12080 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 936 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2773 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16315 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4495 members Mstep: Class 13 contains 70736 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17486 members Mstep: Class 16 contains 347 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5791 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1183 members Mstep: Class 21 contains 1500 members Mstep: Class 22 contains 12822 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5260 members Mstep: Class 25 contains 12982 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4724 members Entering Unmasked Estep ConsiderDeletion Score: -22266530.000000 Penalty: 58205.878906 Iteration 213Q: 30 clusters Score -2.226653e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12063 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 937 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2773 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16315 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4496 members Mstep: Class 13 contains 70718 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17487 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1183 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12822 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5263 members Mstep: Class 25 contains 12985 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4745 members Entering Unmasked Estep ConsiderDeletion Score: -22266534.000000 Penalty: 58205.878906 Iteration 214Q: 30 clusters Score -2.226653e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12051 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 938 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2773 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16315 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4497 members Mstep: Class 13 contains 70710 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17489 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1183 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12822 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5263 members Mstep: Class 25 contains 12986 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4759 members Entering Unmasked Estep ConsiderDeletion Score: -22266506.000000 Penalty: 58205.878906 Iteration 215Q: 30 clusters Score -2.226651e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12043 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 938 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2773 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4498 members Mstep: Class 13 contains 70706 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17491 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1183 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12822 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5264 members Mstep: Class 25 contains 12986 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4768 members Entering Unmasked Estep ConsiderDeletion Score: -22266504.000000 Penalty: 58205.878906 Iteration 216Q: 30 clusters Score -2.22665e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12038 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 938 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2773 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4497 members Mstep: Class 13 contains 70698 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17493 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1183 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12822 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5267 members Mstep: Class 25 contains 12986 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4777 members Entering Unmasked Estep ConsiderDeletion Score: -22266498.000000 Penalty: 58205.878906 Iteration 217Q: 30 clusters Score -2.22665e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12033 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 938 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2773 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4496 members Mstep: Class 13 contains 70690 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17493 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1183 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12823 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5270 members Mstep: Class 25 contains 12986 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4787 members Entering Unmasked Estep ConsiderDeletion Score: -22266506.000000 Penalty: 58205.878906 Iteration 218Q: 30 clusters Score -2.226651e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12030 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 938 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2773 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4494 members Mstep: Class 13 contains 70684 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17492 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1184 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12824 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5270 members Mstep: Class 25 contains 12986 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4797 members Entering Unmasked Estep ConsiderDeletion Score: -22266540.000000 Penalty: 58205.878906 Iteration 219Q: 30 clusters Score -2.226654e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12025 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 937 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2773 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4495 members Mstep: Class 13 contains 70670 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17494 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1184 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12825 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5273 members Mstep: Class 25 contains 12987 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4809 members Entering Unmasked Estep ConsiderDeletion Score: -22266546.000000 Penalty: 58205.878906 Iteration 220F: 30 clusters Score -2.226655e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12021 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 937 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2772 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4496 members Mstep: Class 13 contains 70665 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17495 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1184 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12825 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5276 members Mstep: Class 25 contains 12988 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4813 members Entering Unmasked Estep ConsiderDeletion Score: -22266546.000000 Penalty: 58205.878906 Iteration 221Q: 30 clusters Score -2.226655e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12021 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 937 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2772 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4496 members Mstep: Class 13 contains 70662 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17495 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1184 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12826 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5277 members Mstep: Class 25 contains 12989 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4813 members Entering Unmasked Estep ConsiderDeletion Score: -22266544.000000 Penalty: 58205.878906 Iteration 222Q: 30 clusters Score -2.226654e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12021 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 937 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2772 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4496 members Mstep: Class 13 contains 70662 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17495 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1184 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12826 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5277 members Mstep: Class 25 contains 12989 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4813 members Entering Unmasked Estep ConsiderDeletion Score: -22266544.000000 Penalty: 58205.878906 Iteration 223F: 30 clusters Score -2.226654e+07 nChanged 0 Entering ConstructFrom: Score: -22266544.000000 Penalty: 58205.878906 Entering ConstructFrom: Trying to split cluster 1 (35905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35905 members Entering Unmasked Estep Score: -3537074.250000 Penalty: 1704.402710 Iteration 0F: 2 clusters Score -3537074 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18000 members Mstep: Class 2 contains 17905 members Entering Unmasked Estep Score: -3512820.250000 Penalty: 3408.805420 Iteration 0F: 3 clusters Score -3512820 nChanged 16676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18636 members Mstep: Class 2 contains 17269 members Entering Unmasked Estep Score: -3522539.500000 Penalty: 3408.805420 Iteration 1F: 3 clusters Score -3522540 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18973 members Mstep: Class 2 contains 16932 members Entering Unmasked Estep Score: -3523289.500000 Penalty: 3408.805420 Iteration 2Q: 3 clusters Score -3523290 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19463 members Mstep: Class 2 contains 16442 members Entering Unmasked Estep Score: -3524380.500000 Penalty: 3408.805420 Iteration 3F: 3 clusters Score -3524380 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20086 members Mstep: Class 2 contains 15819 members Entering Unmasked Estep Score: -3525959.500000 Penalty: 3408.805420 Iteration 4F: 3 clusters Score -3525960 nChanged 2530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20880 members Mstep: Class 2 contains 15025 members Entering Unmasked Estep Score: -3528050.250000 Penalty: 3408.805420 Iteration 5F: 3 clusters Score -3528050 nChanged 2688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21774 members Mstep: Class 2 contains 14131 members Entering Unmasked Estep Score: -3530393.500000 Penalty: 3408.805420 Iteration 6F: 3 clusters Score -3530394 nChanged 2417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22617 members Mstep: Class 2 contains 13288 members Entering Unmasked Estep Score: -3532375.750000 Penalty: 3408.805420 Iteration 7F: 3 clusters Score -3532376 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23284 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -3533541.250000 Penalty: 3408.805420 Iteration 8F: 3 clusters Score -3533541 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23760 members Mstep: Class 2 contains 12145 members Entering Unmasked Estep Score: -3534042.500000 Penalty: 3408.805420 Iteration 9Q: 3 clusters Score -3534042 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24123 members Mstep: Class 2 contains 11782 members Entering Unmasked Estep Score: -3534278.250000 Penalty: 3408.805420 Iteration 10Q: 3 clusters Score -3534278 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24426 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -3534450.750000 Penalty: 3408.805420 Iteration 11Q: 3 clusters Score -3534451 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24691 members Mstep: Class 2 contains 11214 members Entering Unmasked Estep Score: -3534564.250000 Penalty: 3408.805420 Iteration 12Q: 3 clusters Score -3534564 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24976 members Mstep: Class 2 contains 10929 members Entering Unmasked Estep Score: -3534653.500000 Penalty: 3408.805420 Iteration 13Q: 3 clusters Score -3534654 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25244 members Mstep: Class 2 contains 10661 members Entering Unmasked Estep Score: -3534736.250000 Penalty: 3408.805420 Iteration 14Q: 3 clusters Score -3534736 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25541 members Mstep: Class 2 contains 10364 members Entering Unmasked Estep Score: -3534835.250000 Penalty: 3408.805420 Iteration 15Q: 3 clusters Score -3534835 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25804 members Mstep: Class 2 contains 10101 members Entering Unmasked Estep Score: -3534899.000000 Penalty: 3408.805420 Iteration 16Q: 3 clusters Score -3534899 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26076 members Mstep: Class 2 contains 9829 members Entering Unmasked Estep Score: -3534951.000000 Penalty: 3408.805420 Iteration 17Q: 3 clusters Score -3534951 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26340 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -3535005.750000 Penalty: 3408.805420 Iteration 18Q: 3 clusters Score -3535006 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26615 members Mstep: Class 2 contains 9290 members Entering Unmasked Estep Score: -3535063.250000 Penalty: 3408.805420 Iteration 19Q: 3 clusters Score -3535063 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26895 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -3535125.250000 Penalty: 3408.805420 Iteration 20F: 3 clusters Score -3535125 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27154 members Mstep: Class 2 contains 8751 members Entering Unmasked Estep Score: -3535187.000000 Penalty: 3408.805420 Iteration 21Q: 3 clusters Score -3535187 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27418 members Mstep: Class 2 contains 8487 members Entering Unmasked Estep Score: -3535264.500000 Penalty: 3408.805420 Iteration 22Q: 3 clusters Score -3535264 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27707 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -3535343.500000 Penalty: 3408.805420 Iteration 23Q: 3 clusters Score -3535344 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28000 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -3535402.750000 Penalty: 3408.805420 Iteration 24Q: 3 clusters Score -3535403 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28290 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -3535462.500000 Penalty: 3408.805420 Iteration 25Q: 3 clusters Score -3535462 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28551 members Mstep: Class 2 contains 7354 members Entering Unmasked Estep Score: -3535513.250000 Penalty: 3408.805420 Iteration 26Q: 3 clusters Score -3535513 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28785 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -3535556.000000 Penalty: 3408.805420 Iteration 27Q: 3 clusters Score -3535556 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29008 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -3535606.750000 Penalty: 3408.805420 Iteration 28Q: 3 clusters Score -3535607 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29239 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -3535650.500000 Penalty: 3408.805420 Iteration 29Q: 3 clusters Score -3535650 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29459 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -3535700.750000 Penalty: 3408.805420 Iteration 30Q: 3 clusters Score -3535701 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29685 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -3535748.750000 Penalty: 3408.805420 Iteration 31Q: 3 clusters Score -3535749 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29902 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -3535804.000000 Penalty: 3408.805420 Iteration 32Q: 3 clusters Score -3535804 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30135 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -3535854.000000 Penalty: 3408.805420 Iteration 33Q: 3 clusters Score -3535854 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30342 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -3535892.250000 Penalty: 3408.805420 Iteration 34Q: 3 clusters Score -3535892 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30540 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -3535923.750000 Penalty: 3408.805420 Iteration 35Q: 3 clusters Score -3535924 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30740 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -3535981.750000 Penalty: 3408.805420 Iteration 36Q: 3 clusters Score -3535982 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30936 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -3536024.000000 Penalty: 3408.805420 Iteration 37Q: 3 clusters Score -3536024 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31108 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -3536066.750000 Penalty: 3408.805420 Iteration 38Q: 3 clusters Score -3536067 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31290 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -3536104.500000 Penalty: 3408.805420 Iteration 39Q: 3 clusters Score -3536104 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31447 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -3536156.000000 Penalty: 3408.805420 Iteration 40F: 3 clusters Score -3536156 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31597 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -3536188.500000 Penalty: 3408.805420 Iteration 41Q: 3 clusters Score -3536188 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31760 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -3536229.000000 Penalty: 3408.805420 Iteration 42Q: 3 clusters Score -3536229 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31918 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -3536265.000000 Penalty: 3408.805420 Iteration 43Q: 3 clusters Score -3536265 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32066 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -3536299.750000 Penalty: 3408.805420 Iteration 44Q: 3 clusters Score -3536300 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32194 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -3536341.000000 Penalty: 3408.805420 Iteration 45Q: 3 clusters Score -3536341 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32340 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -3536399.250000 Penalty: 3408.805420 Iteration 46Q: 3 clusters Score -3536399 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32466 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -3536472.500000 Penalty: 3408.805420 Iteration 47Q: 3 clusters Score -3536472 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32607 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -3536582.500000 Penalty: 3408.805420 Iteration 48Q: 3 clusters Score -3536582 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32746 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -3536696.750000 Penalty: 3408.805420 Iteration 49Q: 3 clusters Score -3536697 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32854 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -3536769.000000 Penalty: 3408.805420 Iteration 50Q: 3 clusters Score -3536769 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32926 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -3536791.250000 Penalty: 3408.805420 Iteration 51Q: 3 clusters Score -3536791 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32973 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -3536801.250000 Penalty: 3408.805420 Iteration 52Q: 3 clusters Score -3536801 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33008 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -3536803.000000 Penalty: 3408.805420 Iteration 53Q: 3 clusters Score -3536803 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33031 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -3536807.500000 Penalty: 3408.805420 Iteration 54Q: 3 clusters Score -3536808 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33049 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -3536810.000000 Penalty: 3408.805420 Iteration 55Q: 3 clusters Score -3536810 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33072 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -3536808.250000 Penalty: 3408.805420 Iteration 56Q: 3 clusters Score -3536808 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33096 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -3536808.750000 Penalty: 3408.805420 Iteration 57Q: 3 clusters Score -3536809 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33112 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -3536811.750000 Penalty: 3408.805420 Iteration 58Q: 3 clusters Score -3536812 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33123 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -3536806.250000 Penalty: 3408.805420 Iteration 59Q: 3 clusters Score -3536806 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33130 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -3536811.000000 Penalty: 3408.805420 Iteration 60F: 3 clusters Score -3536811 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33136 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -3536817.250000 Penalty: 3408.805420 Iteration 61Q: 3 clusters Score -3536817 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33143 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -3536816.250000 Penalty: 3408.805420 Iteration 62Q: 3 clusters Score -3536816 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33149 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -3536814.500000 Penalty: 3408.805420 Iteration 63Q: 3 clusters Score -3536814 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33152 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -3536812.500000 Penalty: 3408.805420 Iteration 64Q: 3 clusters Score -3536812 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33154 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -3536813.250000 Penalty: 3408.805420 Iteration 65Q: 3 clusters Score -3536813 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33155 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -3536815.000000 Penalty: 3408.805420 Iteration 66Q: 3 clusters Score -3536815 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33157 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -3536815.250000 Penalty: 3408.805420 Iteration 67Q: 3 clusters Score -3536815 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33158 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -3536815.000000 Penalty: 3408.805420 Iteration 68Q: 3 clusters Score -3536815 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33159 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -3536815.500000 Penalty: 3408.805420 Iteration 69Q: 3 clusters Score -3536816 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33161 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -3536811.250000 Penalty: 3408.805420 Iteration 70Q: 3 clusters Score -3536811 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33164 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -3536810.250000 Penalty: 3408.805420 Iteration 71Q: 3 clusters Score -3536810 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33168 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -3536814.250000 Penalty: 3408.805420 Iteration 72Q: 3 clusters Score -3536814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33170 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -3536813.250000 Penalty: 3408.805420 Iteration 73Q: 3 clusters Score -3536813 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33170 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -3536813.250000 Penalty: 3408.805420 Iteration 74F: 3 clusters Score -3536813 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12021 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Entering Unmasked Estep Score: -1206910.500000 Penalty: 1526.591675 Iteration 0F: 2 clusters Score -1206910 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -1198471.750000 Penalty: 3053.183350 Iteration 0F: 3 clusters Score -1198472 nChanged 5235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -1201249.375000 Penalty: 3053.183350 Iteration 1F: 3 clusters Score -1201249 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1201546.000000 Penalty: 3053.183350 Iteration 2F: 3 clusters Score -1201546 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -1201830.625000 Penalty: 3053.183350 Iteration 3F: 3 clusters Score -1201831 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -1202156.750000 Penalty: 3053.183350 Iteration 4F: 3 clusters Score -1202157 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -1202521.125000 Penalty: 3053.183350 Iteration 5F: 3 clusters Score -1202521 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -1202911.625000 Penalty: 3053.183350 Iteration 6F: 3 clusters Score -1202912 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -1203322.000000 Penalty: 3053.183350 Iteration 7F: 3 clusters Score -1203322 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -1203681.000000 Penalty: 3053.183350 Iteration 8F: 3 clusters Score -1203681 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -1204012.625000 Penalty: 3053.183350 Iteration 9Q: 3 clusters Score -1204013 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -1204307.750000 Penalty: 3053.183350 Iteration 10Q: 3 clusters Score -1204308 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 9271 members Entering Unmasked Estep Score: -1204530.750000 Penalty: 3053.183350 Iteration 11Q: 3 clusters Score -1204531 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -1204707.250000 Penalty: 3053.183350 Iteration 12Q: 3 clusters Score -1204707 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 9824 members Entering Unmasked Estep Score: -1204863.875000 Penalty: 3053.183350 Iteration 13Q: 3 clusters Score -1204864 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 10050 members Entering Unmasked Estep Score: -1204996.000000 Penalty: 3053.183350 Iteration 14Q: 3 clusters Score -1204996 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 10259 members Entering Unmasked Estep Score: -1205124.000000 Penalty: 3053.183350 Iteration 15Q: 3 clusters Score -1205124 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 10435 members Entering Unmasked Estep Score: -1205239.375000 Penalty: 3053.183350 Iteration 16Q: 3 clusters Score -1205239 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 10585 members Entering Unmasked Estep Score: -1205360.375000 Penalty: 3053.183350 Iteration 17Q: 3 clusters Score -1205360 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 10699 members Entering Unmasked Estep Score: -1205449.750000 Penalty: 3053.183350 Iteration 18Q: 3 clusters Score -1205450 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 10783 members Entering Unmasked Estep Score: -1205517.875000 Penalty: 3053.183350 Iteration 19Q: 3 clusters Score -1205518 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 10852 members Entering Unmasked Estep Score: -1205574.000000 Penalty: 3053.183350 Iteration 20F: 3 clusters Score -1205574 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 10913 members Entering Unmasked Estep Score: -1205605.875000 Penalty: 3053.183350 Iteration 21Q: 3 clusters Score -1205606 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 10960 members Entering Unmasked Estep Score: -1205630.375000 Penalty: 3053.183350 Iteration 22Q: 3 clusters Score -1205630 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 10984 members Entering Unmasked Estep Score: -1205640.750000 Penalty: 3053.183350 Iteration 23Q: 3 clusters Score -1205641 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 11008 members Entering Unmasked Estep Score: -1205652.000000 Penalty: 3053.183350 Iteration 24Q: 3 clusters Score -1205652 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -1205661.000000 Penalty: 3053.183350 Iteration 25Q: 3 clusters Score -1205661 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 11052 members Entering Unmasked Estep Score: -1205666.625000 Penalty: 3053.183350 Iteration 26Q: 3 clusters Score -1205667 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -1205675.250000 Penalty: 3053.183350 Iteration 27Q: 3 clusters Score -1205675 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 11091 members Entering Unmasked Estep Score: -1205683.625000 Penalty: 3053.183350 Iteration 28Q: 3 clusters Score -1205684 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 11102 members Entering Unmasked Estep Score: -1205685.375000 Penalty: 3053.183350 Iteration 29Q: 3 clusters Score -1205685 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -1205685.750000 Penalty: 3053.183350 Iteration 30Q: 3 clusters Score -1205686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 11106 members Entering Unmasked Estep Score: -1205688.125000 Penalty: 3053.183350 Iteration 31Q: 3 clusters Score -1205688 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 11106 members Entering Unmasked Estep Score: -1205688.125000 Penalty: 3053.183350 Iteration 32F: 3 clusters Score -1205688 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -12160.080078 Penalty: 825.728210 Iteration 0F: 2 clusters Score -12160.08 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 75 members Entering Unmasked Estep Score: -11620.819336 Penalty: 1651.456421 Iteration 0F: 3 clusters Score -11620.82 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11720.392578 Penalty: 1651.456421 Iteration 1F: 3 clusters Score -11720.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -11775.201172 Penalty: 1651.456421 Iteration 2F: 3 clusters Score -11775.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -11784.500977 Penalty: 1651.456421 Iteration 3Q: 3 clusters Score -11784.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -11803.183594 Penalty: 1651.456421 Iteration 4Q: 3 clusters Score -11803.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -11805.268555 Penalty: 1651.456421 Iteration 5Q: 3 clusters Score -11805.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -11817.037109 Penalty: 1651.456421 Iteration 6Q: 3 clusters Score -11817.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -11817.037109 Penalty: 1651.456421 Iteration 7F: 3 clusters Score -11817.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (937 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Entering Unmasked Estep Score: -92241.335938 Penalty: 1111.936035 Iteration 0F: 2 clusters Score -92241.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -90836.656250 Penalty: 2223.872070 Iteration 0F: 3 clusters Score -90836.66 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -91080.382812 Penalty: 2223.872070 Iteration 1F: 3 clusters Score -91080.38 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -91148.695312 Penalty: 2223.872070 Iteration 2F: 3 clusters Score -91148.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -91168.726562 Penalty: 2223.872070 Iteration 3Q: 3 clusters Score -91168.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -91188.187500 Penalty: 2223.872070 Iteration 4Q: 3 clusters Score -91188.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -91200.523438 Penalty: 2223.872070 Iteration 5Q: 3 clusters Score -91200.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -91204.359375 Penalty: 2223.872070 Iteration 6Q: 3 clusters Score -91204.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -91205.546875 Penalty: 2223.872070 Iteration 7Q: 3 clusters Score -91205.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -91207.429688 Penalty: 2223.872070 Iteration 8Q: 3 clusters Score -91207.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -91207.429688 Penalty: 2223.872070 Iteration 9F: 3 clusters Score -91207.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Entering Unmasked Estep Score: -67668.406250 Penalty: 1076.194702 Iteration 0F: 2 clusters Score -67668.41 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 361 members Entering Unmasked Estep Score: -66522.445312 Penalty: 2152.389404 Iteration 0F: 3 clusters Score -66522.45 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -66868.593750 Penalty: 2152.389404 Iteration 1F: 3 clusters Score -66868.59 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -67135.851562 Penalty: 2152.389404 Iteration 2F: 3 clusters Score -67135.85 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -67342.703125 Penalty: 2152.389404 Iteration 3F: 3 clusters Score -67342.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -67489.242188 Penalty: 2152.389404 Iteration 4F: 3 clusters Score -67489.24 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -67616.093750 Penalty: 2152.389404 Iteration 5F: 3 clusters Score -67616.09 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -67680.625000 Penalty: 2152.389404 Iteration 6Q: 3 clusters Score -67680.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -67717.679688 Penalty: 2152.389404 Iteration 7Q: 3 clusters Score -67717.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -67731.773438 Penalty: 2152.389404 Iteration 8Q: 3 clusters Score -67731.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -67739.328125 Penalty: 2152.389404 Iteration 9Q: 3 clusters Score -67739.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -67742.835938 Penalty: 2152.389404 Iteration 10Q: 3 clusters Score -67742.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -67744.265625 Penalty: 2152.389404 Iteration 11Q: 3 clusters Score -67744.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -67744.992188 Penalty: 2152.389404 Iteration 12Q: 3 clusters Score -67744.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -67746.234375 Penalty: 2152.389404 Iteration 13Q: 3 clusters Score -67746.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -67746.234375 Penalty: 2152.389404 Iteration 14F: 3 clusters Score -67746.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12021 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 937 members Mstep: Class 5 contains 189 members Mstep: Class 6 contains 2772 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4496 members Mstep: Class 13 contains 70662 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17495 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1184 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12826 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5277 members Mstep: Class 25 contains 12989 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 4625 members Mstep: Class 29 contains 4813 members Mstep: Class 30 contains 563 members Entering Unmasked Estep Score: -22265678.000000 Penalty: 60212.980469 Splitting cluster 5 changes total score from -22266544.000000 to -22265678.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (2772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Entering Unmasked Estep Score: -269502.593750 Penalty: 1288.190186 Iteration 0F: 2 clusters Score -269502.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -266982.718750 Penalty: 2576.380371 Iteration 0F: 3 clusters Score -266982.7 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -267769.031250 Penalty: 2576.380371 Iteration 1F: 3 clusters Score -267769 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -267999.937500 Penalty: 2576.380371 Iteration 2F: 3 clusters Score -267999.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -268137.062500 Penalty: 2576.380371 Iteration 3F: 3 clusters Score -268137.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -268239.718750 Penalty: 2576.380371 Iteration 4Q: 3 clusters Score -268239.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -268307.906250 Penalty: 2576.380371 Iteration 5Q: 3 clusters Score -268307.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -268372.125000 Penalty: 2576.380371 Iteration 6Q: 3 clusters Score -268372.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -268429.750000 Penalty: 2576.380371 Iteration 7Q: 3 clusters Score -268429.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -268474.031250 Penalty: 2576.380371 Iteration 8Q: 3 clusters Score -268474 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -268508.281250 Penalty: 2576.380371 Iteration 9Q: 3 clusters Score -268508.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -268539.062500 Penalty: 2576.380371 Iteration 10Q: 3 clusters Score -268539.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -268566.968750 Penalty: 2576.380371 Iteration 11Q: 3 clusters Score -268567 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -268598.406250 Penalty: 2576.380371 Iteration 12Q: 3 clusters Score -268598.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -268642.906250 Penalty: 2576.380371 Iteration 13Q: 3 clusters Score -268642.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -268680.968750 Penalty: 2576.380371 Iteration 14Q: 3 clusters Score -268681 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -268712.031250 Penalty: 2576.380371 Iteration 15Q: 3 clusters Score -268712 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -268736.500000 Penalty: 2576.380371 Iteration 16Q: 3 clusters Score -268736.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -268752.593750 Penalty: 2576.380371 Iteration 17Q: 3 clusters Score -268752.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -268760.906250 Penalty: 2576.380371 Iteration 18Q: 3 clusters Score -268760.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -268767.406250 Penalty: 2576.380371 Iteration 19Q: 3 clusters Score -268767.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -268771.562500 Penalty: 2576.380371 Iteration 20F: 3 clusters Score -268771.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -268772.062500 Penalty: 2576.380371 Iteration 21Q: 3 clusters Score -268772.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -268773.031250 Penalty: 2576.380371 Iteration 22Q: 3 clusters Score -268773 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -268773.125000 Penalty: 2576.380371 Iteration 23Q: 3 clusters Score -268773.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -268773.125000 Penalty: 2576.380371 Iteration 24F: 3 clusters Score -268773.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Entering Unmasked Estep Score: -336084.937500 Penalty: 1323.321533 Iteration 0F: 2 clusters Score -336084.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -333041.656250 Penalty: 2646.643066 Iteration 0F: 3 clusters Score -333041.7 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -333795.000000 Penalty: 2646.643066 Iteration 1F: 3 clusters Score -333795 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -333948.437500 Penalty: 2646.643066 Iteration 2F: 3 clusters Score -333948.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -334071.093750 Penalty: 2646.643066 Iteration 3F: 3 clusters Score -334071.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -334154.375000 Penalty: 2646.643066 Iteration 4Q: 3 clusters Score -334154.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -334221.968750 Penalty: 2646.643066 Iteration 5Q: 3 clusters Score -334222 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -334288.093750 Penalty: 2646.643066 Iteration 6Q: 3 clusters Score -334288.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -334350.406250 Penalty: 2646.643066 Iteration 7Q: 3 clusters Score -334350.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -334411.406250 Penalty: 2646.643066 Iteration 8Q: 3 clusters Score -334411.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -334466.875000 Penalty: 2646.643066 Iteration 9Q: 3 clusters Score -334466.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -334522.843750 Penalty: 2646.643066 Iteration 10Q: 3 clusters Score -334522.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -334574.187500 Penalty: 2646.643066 Iteration 11Q: 3 clusters Score -334574.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -334612.656250 Penalty: 2646.643066 Iteration 12Q: 3 clusters Score -334612.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -334663.031250 Penalty: 2646.643066 Iteration 13Q: 3 clusters Score -334663 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -334702.718750 Penalty: 2646.643066 Iteration 14Q: 3 clusters Score -334702.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -334742.187500 Penalty: 2646.643066 Iteration 15Q: 3 clusters Score -334742.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -334772.937500 Penalty: 2646.643066 Iteration 16Q: 3 clusters Score -334772.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -334803.812500 Penalty: 2646.643066 Iteration 17Q: 3 clusters Score -334803.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -334838.812500 Penalty: 2646.643066 Iteration 18Q: 3 clusters Score -334838.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -334871.406250 Penalty: 2646.643066 Iteration 19Q: 3 clusters Score -334871.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -334892.593750 Penalty: 2646.643066 Iteration 20F: 3 clusters Score -334892.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -334919.156250 Penalty: 2646.643066 Iteration 21Q: 3 clusters Score -334919.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -334939.875000 Penalty: 2646.643066 Iteration 22Q: 3 clusters Score -334939.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -334959.062500 Penalty: 2646.643066 Iteration 23Q: 3 clusters Score -334959.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -334978.468750 Penalty: 2646.643066 Iteration 24Q: 3 clusters Score -334978.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -334998.593750 Penalty: 2646.643066 Iteration 25Q: 3 clusters Score -334998.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -335015.406250 Penalty: 2646.643066 Iteration 26Q: 3 clusters Score -335015.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -335029.500000 Penalty: 2646.643066 Iteration 27Q: 3 clusters Score -335029.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -335041.312500 Penalty: 2646.643066 Iteration 28Q: 3 clusters Score -335041.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -335045.875000 Penalty: 2646.643066 Iteration 29Q: 3 clusters Score -335045.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -335049.500000 Penalty: 2646.643066 Iteration 30Q: 3 clusters Score -335049.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -335049.500000 Penalty: 2646.643066 Iteration 31F: 3 clusters Score -335049.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2154 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Entering Unmasked Estep Score: -214891.093750 Penalty: 1247.200806 Iteration 0F: 2 clusters Score -214891.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -212729.703125 Penalty: 2494.401611 Iteration 0F: 3 clusters Score -212729.7 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -213241.140625 Penalty: 2494.401611 Iteration 1F: 3 clusters Score -213241.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -213366.140625 Penalty: 2494.401611 Iteration 2F: 3 clusters Score -213366.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -213441.000000 Penalty: 2494.401611 Iteration 3Q: 3 clusters Score -213441 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -213498.156250 Penalty: 2494.401611 Iteration 4Q: 3 clusters Score -213498.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -213544.296875 Penalty: 2494.401611 Iteration 5Q: 3 clusters Score -213544.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -213579.468750 Penalty: 2494.401611 Iteration 6Q: 3 clusters Score -213579.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -213610.187500 Penalty: 2494.401611 Iteration 7Q: 3 clusters Score -213610.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -213634.296875 Penalty: 2494.401611 Iteration 8Q: 3 clusters Score -213634.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -213668.609375 Penalty: 2494.401611 Iteration 9Q: 3 clusters Score -213668.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -213701.015625 Penalty: 2494.401611 Iteration 10Q: 3 clusters Score -213701 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -213725.296875 Penalty: 2494.401611 Iteration 11Q: 3 clusters Score -213725.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -213745.187500 Penalty: 2494.401611 Iteration 12Q: 3 clusters Score -213745.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -213763.062500 Penalty: 2494.401611 Iteration 13Q: 3 clusters Score -213763.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -213784.328125 Penalty: 2494.401611 Iteration 14Q: 3 clusters Score -213784.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -213799.078125 Penalty: 2494.401611 Iteration 15Q: 3 clusters Score -213799.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -213807.718750 Penalty: 2494.401611 Iteration 16Q: 3 clusters Score -213807.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -213815.015625 Penalty: 2494.401611 Iteration 17Q: 3 clusters Score -213815 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -213825.765625 Penalty: 2494.401611 Iteration 18Q: 3 clusters Score -213825.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -213829.203125 Penalty: 2494.401611 Iteration 19Q: 3 clusters Score -213829.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -213833.015625 Penalty: 2494.401611 Iteration 20F: 3 clusters Score -213833 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -213837.359375 Penalty: 2494.401611 Iteration 21Q: 3 clusters Score -213837.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -213841.859375 Penalty: 2494.401611 Iteration 22Q: 3 clusters Score -213841.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -213847.734375 Penalty: 2494.401611 Iteration 23Q: 3 clusters Score -213847.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -213852.812500 Penalty: 2494.401611 Iteration 24Q: 3 clusters Score -213852.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -213856.765625 Penalty: 2494.401611 Iteration 25Q: 3 clusters Score -213856.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -213858.140625 Penalty: 2494.401611 Iteration 26Q: 3 clusters Score -213858.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -213860.187500 Penalty: 2494.401611 Iteration 27Q: 3 clusters Score -213860.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -213861.984375 Penalty: 2494.401611 Iteration 28Q: 3 clusters Score -213862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -213864.187500 Penalty: 2494.401611 Iteration 29Q: 3 clusters Score -213864.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -213864.984375 Penalty: 2494.401611 Iteration 30Q: 3 clusters Score -213865 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -213866.421875 Penalty: 2494.401611 Iteration 31Q: 3 clusters Score -213866.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -213866.812500 Penalty: 2494.401611 Iteration 32Q: 3 clusters Score -213866.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -213867.203125 Penalty: 2494.401611 Iteration 33Q: 3 clusters Score -213867.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -213867.406250 Penalty: 2494.401611 Iteration 34Q: 3 clusters Score -213867.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -213867.406250 Penalty: 2494.401611 Iteration 35F: 3 clusters Score -213867.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (16314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16314 members Entering Unmasked Estep Score: -1662028.500000 Penalty: 1576.213989 Iteration 0F: 2 clusters Score -1662028 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8148 members Mstep: Class 2 contains 8166 members Entering Unmasked Estep Score: -1650843.875000 Penalty: 3152.427979 Iteration 0F: 3 clusters Score -1650844 nChanged 7285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -1655215.500000 Penalty: 3152.427979 Iteration 1F: 3 clusters Score -1655216 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -1655807.250000 Penalty: 3152.427979 Iteration 2F: 3 clusters Score -1655807 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -1656335.000000 Penalty: 3152.427979 Iteration 3F: 3 clusters Score -1656335 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8147 members Mstep: Class 2 contains 8167 members Entering Unmasked Estep Score: -1656833.625000 Penalty: 3152.427979 Iteration 4F: 3 clusters Score -1656834 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8202 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -1657290.625000 Penalty: 3152.427979 Iteration 5F: 3 clusters Score -1657291 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8276 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -1657695.375000 Penalty: 3152.427979 Iteration 6Q: 3 clusters Score -1657695 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -1658053.500000 Penalty: 3152.427979 Iteration 7Q: 3 clusters Score -1658054 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8365 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -1658327.125000 Penalty: 3152.427979 Iteration 8Q: 3 clusters Score -1658327 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 7901 members Entering Unmasked Estep Score: -1658528.500000 Penalty: 3152.427979 Iteration 9Q: 3 clusters Score -1658528 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -1658696.375000 Penalty: 3152.427979 Iteration 10Q: 3 clusters Score -1658696 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -1658807.000000 Penalty: 3152.427979 Iteration 11Q: 3 clusters Score -1658807 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -1658876.375000 Penalty: 3152.427979 Iteration 12Q: 3 clusters Score -1658876 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 7721 members Entering Unmasked Estep Score: -1658923.500000 Penalty: 3152.427979 Iteration 13Q: 3 clusters Score -1658924 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 7716 members Entering Unmasked Estep Score: -1658957.500000 Penalty: 3152.427979 Iteration 14Q: 3 clusters Score -1658958 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -1658994.125000 Penalty: 3152.427979 Iteration 15Q: 3 clusters Score -1658994 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8601 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -1659014.125000 Penalty: 3152.427979 Iteration 16Q: 3 clusters Score -1659014 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8592 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -1659031.625000 Penalty: 3152.427979 Iteration 17Q: 3 clusters Score -1659032 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 7733 members Entering Unmasked Estep Score: -1659043.000000 Penalty: 3152.427979 Iteration 18Q: 3 clusters Score -1659043 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: 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8221 members Entering Unmasked Estep Score: -1659201.125000 Penalty: 3152.427979 Iteration 31Q: 3 clusters Score -1659201 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -1659211.125000 Penalty: 3152.427979 Iteration 32Q: 3 clusters Score -1659211 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -1659220.500000 Penalty: 3152.427979 Iteration 33Q: 3 clusters Score -1659220 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7908 members Mstep: Class 2 contains 8406 members Entering Unmasked Estep Score: -1659236.500000 Penalty: 3152.427979 Iteration 34Q: 3 clusters Score -1659236 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 8468 members Entering Unmasked Estep Score: -1659250.750000 Penalty: 3152.427979 Iteration 35Q: 3 clusters Score -1659251 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -1659264.750000 Penalty: 3152.427979 Iteration 36Q: 3 clusters Score -1659265 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 8610 members Entering Unmasked Estep Score: -1659279.250000 Penalty: 3152.427979 Iteration 37Q: 3 clusters Score -1659279 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 8704 members Entering Unmasked Estep Score: -1659295.500000 Penalty: 3152.427979 Iteration 38Q: 3 clusters Score -1659296 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -1659308.125000 Penalty: 3152.427979 Iteration 39Q: 3 clusters Score -1659308 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7419 members Mstep: Class 2 contains 8895 members Entering Unmasked Estep Score: -1659330.500000 Penalty: 3152.427979 Iteration 40F: 3 clusters Score -1659330 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -1659350.875000 Penalty: 3152.427979 Iteration 41Q: 3 clusters Score -1659351 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -1659366.125000 Penalty: 3152.427979 Iteration 42Q: 3 clusters Score -1659366 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 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Iteration 70Q: 3 clusters Score -1659832 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 11544 members Entering Unmasked Estep Score: -1659836.625000 Penalty: 3152.427979 Iteration 71Q: 3 clusters Score -1659837 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -1659837.125000 Penalty: 3152.427979 Iteration 72Q: 3 clusters Score -1659837 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -1659842.875000 Penalty: 3152.427979 Iteration 73Q: 3 clusters Score -1659843 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -1659848.375000 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Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 13531 members Entering Unmasked Estep Score: -1660212.750000 Penalty: 3152.427979 Iteration 106Q: 3 clusters Score -1660213 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 13594 members Entering Unmasked Estep Score: -1660227.625000 Penalty: 3152.427979 Iteration 107Q: 3 clusters Score -1660228 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 13647 members Entering Unmasked Estep Score: -1660243.750000 Penalty: 3152.427979 Iteration 108Q: 3 clusters Score -1660244 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 13696 members Entering Unmasked Estep Score: -1660257.125000 Penalty: 3152.427979 Iteration 109Q: 3 clusters Score -1660257 nChanged 48 Entering 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nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 13969 members Entering Unmasked Estep Score: -1660321.750000 Penalty: 3152.427979 Iteration 114Q: 3 clusters Score -1660322 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -1660334.000000 Penalty: 3152.427979 Iteration 115Q: 3 clusters Score -1660334 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 14056 members Entering Unmasked Estep Score: -1660348.000000 Penalty: 3152.427979 Iteration 116Q: 3 clusters Score -1660348 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 14099 members Entering Unmasked Estep Score: -1660361.375000 Penalty: 3152.427979 Iteration 117Q: 3 clusters Score -1660361 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 14140 members Entering Unmasked Estep Score: -1660372.375000 Penalty: 3152.427979 Iteration 118Q: 3 clusters Score -1660372 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 14180 members Entering Unmasked Estep Score: -1660381.000000 Penalty: 3152.427979 Iteration 119Q: 3 clusters Score -1660381 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 14228 members Entering Unmasked Estep Score: -1660391.000000 Penalty: 3152.427979 Iteration 120F: 3 clusters Score -1660391 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 14259 members Entering Unmasked Estep Score: -1660402.375000 Penalty: 3152.427979 Iteration 121Q: 3 clusters Score -1660402 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 14286 members Entering Unmasked Estep Score: -1660410.875000 Penalty: 3152.427979 Iteration 122Q: 3 clusters Score -1660411 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 14318 members Entering Unmasked Estep Score: -1660417.000000 Penalty: 3152.427979 Iteration 123Q: 3 clusters Score -1660417 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -1660430.375000 Penalty: 3152.427979 Iteration 124Q: 3 clusters Score -1660430 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 14384 members Entering Unmasked Estep Score: -1660448.125000 Penalty: 3152.427979 Iteration 125Q: 3 clusters Score -1660448 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 14420 members Entering Unmasked Estep Score: -1660464.250000 Penalty: 3152.427979 Iteration 126Q: 3 clusters Score -1660464 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 14462 members Entering Unmasked Estep Score: -1660489.125000 Penalty: 3152.427979 Iteration 127Q: 3 clusters Score -1660489 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 14508 members Entering Unmasked Estep Score: -1660517.750000 Penalty: 3152.427979 Iteration 128Q: 3 clusters Score -1660518 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 14541 members Entering Unmasked Estep Score: -1660547.125000 Penalty: 3152.427979 Iteration 129Q: 3 clusters Score -1660547 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 14588 members Entering Unmasked Estep Score: -1660590.000000 Penalty: 3152.427979 Iteration 130Q: 3 clusters Score -1660590 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 14633 members Entering Unmasked Estep Score: -1660628.500000 Penalty: 3152.427979 Iteration 131Q: 3 clusters Score -1660628 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 14687 members Entering Unmasked Estep Score: -1660692.375000 Penalty: 3152.427979 Iteration 132Q: 3 clusters Score -1660692 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 14745 members Entering Unmasked Estep Score: -1660748.625000 Penalty: 3152.427979 Iteration 133Q: 3 clusters Score -1660749 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 14780 members Entering Unmasked Estep Score: -1660796.500000 Penalty: 3152.427979 Iteration 134Q: 3 clusters Score -1660796 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 14818 members Entering Unmasked Estep Score: -1660846.625000 Penalty: 3152.427979 Iteration 135Q: 3 clusters Score -1660847 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 14862 members Entering Unmasked Estep Score: -1660890.000000 Penalty: 3152.427979 Iteration 136Q: 3 clusters Score -1660890 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 14886 members Entering Unmasked Estep Score: -1660917.125000 Penalty: 3152.427979 Iteration 137Q: 3 clusters Score -1660917 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 14905 members Entering Unmasked Estep Score: -1660931.250000 Penalty: 3152.427979 Iteration 138Q: 3 clusters Score -1660931 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 14927 members Entering Unmasked Estep Score: -1660949.125000 Penalty: 3152.427979 Iteration 139Q: 3 clusters Score -1660949 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 14949 members Entering Unmasked Estep Score: -1660970.000000 Penalty: 3152.427979 Iteration 140F: 3 clusters Score -1660970 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 14963 members Entering Unmasked Estep Score: -1660980.250000 Penalty: 3152.427979 Iteration 141Q: 3 clusters Score -1660980 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 14972 members Entering Unmasked Estep Score: -1660991.250000 Penalty: 3152.427979 Iteration 142Q: 3 clusters Score -1660991 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 14985 members Entering Unmasked Estep Score: -1661006.125000 Penalty: 3152.427979 Iteration 143Q: 3 clusters Score -1661006 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 14996 members Entering Unmasked Estep Score: -1661014.000000 Penalty: 3152.427979 Iteration 144Q: 3 clusters Score -1661014 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -1661024.625000 Penalty: 3152.427979 Iteration 145Q: 3 clusters Score -1661025 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 15016 members Entering Unmasked Estep Score: -1661031.250000 Penalty: 3152.427979 Iteration 146Q: 3 clusters Score -1661031 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 15012 members Entering Unmasked Estep Score: -1661038.000000 Penalty: 3152.427979 Iteration 147Q: 3 clusters Score -1661038 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 15014 members Entering Unmasked Estep Score: -1661042.250000 Penalty: 3152.427979 Iteration 148Q: 3 clusters Score -1661042 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 15019 members Entering Unmasked Estep Score: -1661046.125000 Penalty: 3152.427979 Iteration 149Q: 3 clusters Score -1661046 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 15023 members Entering Unmasked Estep Score: -1661046.500000 Penalty: 3152.427979 Iteration 150Q: 3 clusters Score -1661046 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 15024 members Entering Unmasked Estep Score: -1661049.250000 Penalty: 3152.427979 Iteration 151Q: 3 clusters Score -1661049 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 15028 members Entering Unmasked Estep Score: -1661048.125000 Penalty: 3152.427979 Iteration 152Q: 3 clusters Score -1661048 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 15030 members Entering Unmasked Estep Score: -1661049.375000 Penalty: 3152.427979 Iteration 153Q: 3 clusters Score -1661049 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 15033 members Entering Unmasked Estep Score: -1661050.000000 Penalty: 3152.427979 Iteration 154Q: 3 clusters Score -1661050 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 15037 members Entering Unmasked Estep Score: -1661055.125000 Penalty: 3152.427979 Iteration 155Q: 3 clusters Score -1661055 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 15040 members Entering Unmasked Estep Score: -1661058.375000 Penalty: 3152.427979 Iteration 156Q: 3 clusters Score -1661058 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 15042 members Entering Unmasked Estep Score: -1661060.000000 Penalty: 3152.427979 Iteration 157Q: 3 clusters Score -1661060 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 15042 members Entering Unmasked Estep Score: -1661060.875000 Penalty: 3152.427979 Iteration 158Q: 3 clusters Score -1661061 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 15043 members Entering Unmasked Estep Score: -1661061.625000 Penalty: 3152.427979 Iteration 159Q: 3 clusters Score -1661062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 15044 members Entering Unmasked Estep Score: -1661061.625000 Penalty: 3152.427979 Iteration 160F: 3 clusters Score -1661062 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Entering Unmasked Estep Score: -63043.359375 Penalty: 1065.014160 Iteration 0F: 2 clusters Score -63043.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -61826.250000 Penalty: 2130.028320 Iteration 0F: 3 clusters Score -61826.25 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -62073.636719 Penalty: 2130.028320 Iteration 1F: 3 clusters Score -62073.64 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -62167.261719 Penalty: 2130.028320 Iteration 2F: 3 clusters Score -62167.26 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -62226.031250 Penalty: 2130.028320 Iteration 3Q: 3 clusters Score -62226.03 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -62259.476562 Penalty: 2130.028320 Iteration 4Q: 3 clusters Score -62259.48 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -62324.296875 Penalty: 2130.028320 Iteration 5Q: 3 clusters Score -62324.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -62377.761719 Penalty: 2130.028320 Iteration 6Q: 3 clusters Score -62377.76 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -62457.023438 Penalty: 2130.028320 Iteration 7Q: 3 clusters Score -62457.02 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -62496.261719 Penalty: 2130.028320 Iteration 8Q: 3 clusters Score -62496.26 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -62541.636719 Penalty: 2130.028320 Iteration 9Q: 3 clusters Score -62541.64 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -62592.632812 Penalty: 2130.028320 Iteration 10Q: 3 clusters Score -62592.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -62619.445312 Penalty: 2130.028320 Iteration 11Q: 3 clusters Score -62619.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -62634.066406 Penalty: 2130.028320 Iteration 12Q: 3 clusters Score -62634.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -62640.625000 Penalty: 2130.028320 Iteration 13Q: 3 clusters Score -62640.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -62641.988281 Penalty: 2130.028320 Iteration 14Q: 3 clusters Score -62641.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -62647.917969 Penalty: 2130.028320 Iteration 15Q: 3 clusters Score -62647.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -62650.464844 Penalty: 2130.028320 Iteration 16Q: 3 clusters Score -62650.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -62654.964844 Penalty: 2130.028320 Iteration 17Q: 3 clusters Score -62654.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -62655.531250 Penalty: 2130.028320 Iteration 18Q: 3 clusters Score -62655.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -62657.589844 Penalty: 2130.028320 Iteration 19F: 3 clusters Score -62657.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -62664.332031 Penalty: 2130.028320 Iteration 20F: 3 clusters Score -62664.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -62669.382812 Penalty: 2130.028320 Iteration 21Q: 3 clusters Score -62669.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -62670.082031 Penalty: 2130.028320 Iteration 22Q: 3 clusters Score -62670.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -62670.082031 Penalty: 2130.028320 Iteration 23F: 3 clusters Score -62670.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Entering Unmasked Estep Score: -366460.843750 Penalty: 1341.064819 Iteration 0F: 2 clusters Score -366460.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -363247.125000 Penalty: 2682.129639 Iteration 0F: 3 clusters Score -363247.1 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -364109.093750 Penalty: 2682.129639 Iteration 1F: 3 clusters Score -364109.1 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -364393.750000 Penalty: 2682.129639 Iteration 2F: 3 clusters Score -364393.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -364699.750000 Penalty: 2682.129639 Iteration 3F: 3 clusters Score -364699.8 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -364963.750000 Penalty: 2682.129639 Iteration 4F: 3 clusters Score -364963.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -365148.937500 Penalty: 2682.129639 Iteration 5F: 3 clusters Score -365148.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -365301.750000 Penalty: 2682.129639 Iteration 6F: 3 clusters Score -365301.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -365409.750000 Penalty: 2682.129639 Iteration 7Q: 3 clusters Score -365409.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -365508.031250 Penalty: 2682.129639 Iteration 8Q: 3 clusters Score -365508 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -365574.968750 Penalty: 2682.129639 Iteration 9Q: 3 clusters Score -365575 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -365621.750000 Penalty: 2682.129639 Iteration 10Q: 3 clusters Score -365621.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -365651.875000 Penalty: 2682.129639 Iteration 11Q: 3 clusters Score -365651.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -365676.906250 Penalty: 2682.129639 Iteration 12Q: 3 clusters Score -365676.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -365699.000000 Penalty: 2682.129639 Iteration 13Q: 3 clusters Score -365699 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -365720.781250 Penalty: 2682.129639 Iteration 14Q: 3 clusters Score -365720.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -365737.125000 Penalty: 2682.129639 Iteration 15Q: 3 clusters Score -365737.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -365747.781250 Penalty: 2682.129639 Iteration 16Q: 3 clusters Score -365747.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -365758.718750 Penalty: 2682.129639 Iteration 17Q: 3 clusters Score -365758.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -365771.781250 Penalty: 2682.129639 Iteration 18Q: 3 clusters Score -365771.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -365785.750000 Penalty: 2682.129639 Iteration 19Q: 3 clusters Score -365785.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -365796.062500 Penalty: 2682.129639 Iteration 20F: 3 clusters Score -365796.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -365811.781250 Penalty: 2682.129639 Iteration 21Q: 3 clusters Score -365811.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -365820.375000 Penalty: 2682.129639 Iteration 22Q: 3 clusters Score -365820.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -365832.062500 Penalty: 2682.129639 Iteration 23Q: 3 clusters Score -365832.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -365837.375000 Penalty: 2682.129639 Iteration 24Q: 3 clusters Score -365837.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -365842.312500 Penalty: 2682.129639 Iteration 25Q: 3 clusters Score -365842.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -365848.093750 Penalty: 2682.129639 Iteration 26Q: 3 clusters Score -365848.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -365850.812500 Penalty: 2682.129639 Iteration 27Q: 3 clusters Score -365850.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -365852.687500 Penalty: 2682.129639 Iteration 28Q: 3 clusters Score -365852.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -365852.625000 Penalty: 2682.129639 Iteration 29Q: 3 clusters Score -365852.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -365852.625000 Penalty: 2682.129639 Iteration 30F: 3 clusters Score -365852.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4496 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Entering Unmasked Estep Score: -452337.906250 Penalty: 1366.778198 Iteration 0F: 2 clusters Score -452337.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -448662.781250 Penalty: 2733.556396 Iteration 0F: 3 clusters Score -448662.8 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -449667.718750 Penalty: 2733.556396 Iteration 1F: 3 clusters Score -449667.7 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -449856.562500 Penalty: 2733.556396 Iteration 2F: 3 clusters Score -449856.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -449996.593750 Penalty: 2733.556396 Iteration 3F: 3 clusters Score -449996.6 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -450119.375000 Penalty: 2733.556396 Iteration 4F: 3 clusters Score -450119.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -450233.968750 Penalty: 2733.556396 Iteration 5Q: 3 clusters Score -450234 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -450346.312500 Penalty: 2733.556396 Iteration 6Q: 3 clusters Score -450346.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -450455.468750 Penalty: 2733.556396 Iteration 7Q: 3 clusters Score -450455.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -450543.000000 Penalty: 2733.556396 Iteration 8Q: 3 clusters Score -450543 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -450609.062500 Penalty: 2733.556396 Iteration 9Q: 3 clusters Score -450609.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -450683.125000 Penalty: 2733.556396 Iteration 10Q: 3 clusters Score -450683.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -450756.812500 Penalty: 2733.556396 Iteration 11Q: 3 clusters Score -450756.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -450821.843750 Penalty: 2733.556396 Iteration 12Q: 3 clusters Score -450821.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -450875.343750 Penalty: 2733.556396 Iteration 13Q: 3 clusters Score -450875.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -450924.968750 Penalty: 2733.556396 Iteration 14Q: 3 clusters Score -450925 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -450964.031250 Penalty: 2733.556396 Iteration 15Q: 3 clusters Score -450964 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -450999.500000 Penalty: 2733.556396 Iteration 16Q: 3 clusters Score -450999.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -451032.562500 Penalty: 2733.556396 Iteration 17Q: 3 clusters Score -451032.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -451061.218750 Penalty: 2733.556396 Iteration 18Q: 3 clusters Score -451061.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -451078.875000 Penalty: 2733.556396 Iteration 19Q: 3 clusters Score -451078.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -451095.187500 Penalty: 2733.556396 Iteration 20F: 3 clusters Score -451095.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -451110.750000 Penalty: 2733.556396 Iteration 21Q: 3 clusters Score -451110.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -451121.687500 Penalty: 2733.556396 Iteration 22Q: 3 clusters Score -451121.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -451129.875000 Penalty: 2733.556396 Iteration 23Q: 3 clusters Score -451129.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -451135.843750 Penalty: 2733.556396 Iteration 24Q: 3 clusters Score -451135.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -451138.531250 Penalty: 2733.556396 Iteration 25Q: 3 clusters Score -451138.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -451142.906250 Penalty: 2733.556396 Iteration 26Q: 3 clusters Score -451142.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -451148.906250 Penalty: 2733.556396 Iteration 27Q: 3 clusters Score -451148.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -451152.750000 Penalty: 2733.556396 Iteration 28Q: 3 clusters Score -451152.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -451154.500000 Penalty: 2733.556396 Iteration 29Q: 3 clusters Score -451154.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -451156.906250 Penalty: 2733.556396 Iteration 30Q: 3 clusters Score -451156.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -451160.343750 Penalty: 2733.556396 Iteration 31Q: 3 clusters Score -451160.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -451163.062500 Penalty: 2733.556396 Iteration 32Q: 3 clusters Score -451163.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -451167.187500 Penalty: 2733.556396 Iteration 33Q: 3 clusters Score -451167.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -451168.906250 Penalty: 2733.556396 Iteration 34Q: 3 clusters Score -451168.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -451174.156250 Penalty: 2733.556396 Iteration 35Q: 3 clusters Score -451174.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -451177.031250 Penalty: 2733.556396 Iteration 36Q: 3 clusters Score -451177 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -451179.343750 Penalty: 2733.556396 Iteration 37Q: 3 clusters Score -451179.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -451182.187500 Penalty: 2733.556396 Iteration 38Q: 3 clusters Score -451182.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -451183.531250 Penalty: 2733.556396 Iteration 39Q: 3 clusters Score -451183.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -451184.875000 Penalty: 2733.556396 Iteration 40F: 3 clusters Score -451184.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -451185.593750 Penalty: 2733.556396 Iteration 41Q: 3 clusters Score -451185.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -451186.281250 Penalty: 2733.556396 Iteration 42Q: 3 clusters Score -451186.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -451187.656250 Penalty: 2733.556396 Iteration 43Q: 3 clusters Score -451187.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -451190.156250 Penalty: 2733.556396 Iteration 44Q: 3 clusters Score -451190.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -451191.093750 Penalty: 2733.556396 Iteration 45Q: 3 clusters Score -451191.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -451191.093750 Penalty: 2733.556396 Iteration 46F: 3 clusters Score -451191.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (70662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70662 members Entering Unmasked Estep Score: -6954838.000000 Penalty: 1814.420166 Iteration 0F: 2 clusters Score -6954838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34983 members Mstep: Class 2 contains 35679 members Entering Unmasked Estep Score: -6907762.500000 Penalty: 3628.840332 Iteration 0F: 3 clusters Score -6907762 nChanged 33482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31241 members Mstep: Class 2 contains 39421 members Entering Unmasked Estep Score: -6927383.500000 Penalty: 3628.840332 Iteration 1F: 3 clusters Score -6927384 nChanged 3056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28883 members Mstep: Class 2 contains 41779 members Entering Unmasked Estep Score: -6928648.500000 Penalty: 3628.840332 Iteration 2Q: 3 clusters Score -6928648 nChanged 3734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25453 members Mstep: Class 2 contains 45209 members Entering Unmasked Estep Score: -6930640.000000 Penalty: 3628.840332 Iteration 3F: 3 clusters Score -6930640 nChanged 4789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20756 members Mstep: Class 2 contains 49906 members Entering Unmasked Estep Score: -6933916.000000 Penalty: 3628.840332 Iteration 4F: 3 clusters Score -6933916 nChanged 5895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14893 members Mstep: Class 2 contains 55769 members Entering Unmasked Estep Score: -6938842.000000 Penalty: 3628.840332 Iteration 5F: 3 clusters Score -6938842 nChanged 6207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 61976 members Entering Unmasked Estep Score: -6944760.500000 Penalty: 3628.840332 Iteration 6F: 3 clusters Score -6944760 nChanged 4888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 66864 members Entering Unmasked Estep Score: -6949710.500000 Penalty: 3628.840332 Iteration 7F: 3 clusters Score -6949710 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 69324 members Entering Unmasked Estep Score: -6952028.500000 Penalty: 3628.840332 Iteration 8Q: 3 clusters Score -6952028 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 70165 members Entering Unmasked Estep Score: -6952804.500000 Penalty: 3628.840332 Iteration 9Q: 3 clusters Score -6952804 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 70410 members Entering Unmasked Estep Score: -6953047.500000 Penalty: 3628.840332 Iteration 10Q: 3 clusters Score -6953048 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 70478 members Entering Unmasked Estep Score: -6953132.500000 Penalty: 3628.840332 Iteration 11Q: 3 clusters Score -6953132 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 70498 members Entering Unmasked Estep Score: -6953173.000000 Penalty: 3628.840332 Iteration 12Q: 3 clusters Score -6953173 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 70507 members Entering Unmasked Estep Score: -6953191.500000 Penalty: 3628.840332 Iteration 13Q: 3 clusters Score -6953192 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 70507 members Entering Unmasked Estep Score: -6953204.000000 Penalty: 3628.840332 Iteration 14Q: 3 clusters Score -6953204 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 70512 members Entering Unmasked Estep Score: -6953226.000000 Penalty: 3628.840332 Iteration 15Q: 3 clusters Score -6953226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 70514 members Entering Unmasked Estep Score: -6953237.000000 Penalty: 3628.840332 Iteration 16Q: 3 clusters Score -6953237 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 70514 members Entering Unmasked Estep Score: -6953238.000000 Penalty: 3628.840332 Iteration 17Q: 3 clusters Score -6953238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 70514 members Entering Unmasked Estep Score: -6953244.500000 Penalty: 3628.840332 Iteration 18Q: 3 clusters Score -6953244 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 70516 members Entering Unmasked Estep Score: -6953252.500000 Penalty: 3628.840332 Iteration 19Q: 3 clusters Score -6953252 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 70517 members Entering Unmasked Estep Score: -6953249.500000 Penalty: 3628.840332 Iteration 20F: 3 clusters Score -6953250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 70516 members Entering Unmasked Estep Score: -6953254.000000 Penalty: 3628.840332 Iteration 21Q: 3 clusters Score -6953254 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 70516 members Entering Unmasked Estep Score: -6953254.000000 Penalty: 3628.840332 Iteration 22F: 3 clusters Score -6953254 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (672 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Entering Unmasked Estep Score: -64936.214844 Penalty: 1057.916992 Iteration 0F: 2 clusters Score -64936.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -63758.644531 Penalty: 2115.833984 Iteration 0F: 3 clusters Score -63758.64 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -64005.468750 Penalty: 2115.833984 Iteration 1F: 3 clusters Score -64005.47 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -64092.878906 Penalty: 2115.833984 Iteration 2F: 3 clusters Score -64092.88 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -64142.246094 Penalty: 2115.833984 Iteration 3Q: 3 clusters Score -64142.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -64195.222656 Penalty: 2115.833984 Iteration 4Q: 3 clusters Score -64195.22 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -64253.824219 Penalty: 2115.833984 Iteration 5Q: 3 clusters Score -64253.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -64342.597656 Penalty: 2115.833984 Iteration 6Q: 3 clusters Score -64342.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -64387.007812 Penalty: 2115.833984 Iteration 7Q: 3 clusters Score -64387.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -64427.222656 Penalty: 2115.833984 Iteration 8Q: 3 clusters Score -64427.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -64448.332031 Penalty: 2115.833984 Iteration 9Q: 3 clusters Score -64448.33 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -64463.843750 Penalty: 2115.833984 Iteration 10Q: 3 clusters Score -64463.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -64479.453125 Penalty: 2115.833984 Iteration 11Q: 3 clusters Score -64479.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -64503.656250 Penalty: 2115.833984 Iteration 12Q: 3 clusters Score -64503.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -64519.320312 Penalty: 2115.833984 Iteration 13Q: 3 clusters Score -64519.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -64521.757812 Penalty: 2115.833984 Iteration 14Q: 3 clusters Score -64521.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -64545.585938 Penalty: 2115.833984 Iteration 15F: 3 clusters Score -64545.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -64666.179688 Penalty: 2115.833984 Iteration 16Q: 3 clusters Score -64666.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -64712.238281 Penalty: 2115.833984 Iteration 17Q: 3 clusters Score -64712.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -64734.437500 Penalty: 2115.833984 Iteration 18Q: 3 clusters Score -64734.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -64741.523438 Penalty: 2115.833984 Iteration 19Q: 3 clusters Score -64741.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -64751.578125 Penalty: 2115.833984 Iteration 20F: 3 clusters Score -64751.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -64764.078125 Penalty: 2115.833984 Iteration 21Q: 3 clusters Score -64764.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -64764.078125 Penalty: 2115.833984 Iteration 22F: 3 clusters Score -64764.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (17495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17495 members Entering Unmasked Estep Score: -1681760.875000 Penalty: 1587.571411 Iteration 0F: 2 clusters Score -1681761 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8820 members Mstep: Class 2 contains 8675 members Entering Unmasked Estep Score: -1669750.250000 Penalty: 3175.142822 Iteration 0F: 3 clusters Score -1669750 nChanged 7879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9245 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -1673995.750000 Penalty: 3175.142822 Iteration 1F: 3 clusters Score -1673996 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9542 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -1674295.750000 Penalty: 3175.142822 Iteration 2Q: 3 clusters Score -1674296 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -1674590.875000 Penalty: 3175.142822 Iteration 3Q: 3 clusters Score -1674591 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -1674916.000000 Penalty: 3175.142822 Iteration 4Q: 3 clusters Score -1674916 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11156 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1675299.500000 Penalty: 3175.142822 Iteration 5Q: 3 clusters Score -1675300 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11966 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -1675799.625000 Penalty: 3175.142822 Iteration 6F: 3 clusters Score -1675800 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12969 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1676532.875000 Penalty: 3175.142822 Iteration 7F: 3 clusters Score -1676533 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -1677444.250000 Penalty: 3175.142822 Iteration 8F: 3 clusters Score -1677444 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15173 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -1678377.125000 Penalty: 3175.142822 Iteration 9F: 3 clusters Score -1678377 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1679136.125000 Penalty: 3175.142822 Iteration 10Q: 3 clusters Score -1679136 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16618 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -1679687.375000 Penalty: 3175.142822 Iteration 11Q: 3 clusters Score -1679687 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16952 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1679989.250000 Penalty: 3175.142822 Iteration 12Q: 3 clusters Score -1679989 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1680176.375000 Penalty: 3175.142822 Iteration 13Q: 3 clusters Score -1680176 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17216 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -1680260.875000 Penalty: 3175.142822 Iteration 14Q: 3 clusters Score -1680261 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17248 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -1680289.250000 Penalty: 3175.142822 Iteration 15Q: 3 clusters Score -1680289 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17271 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1680316.375000 Penalty: 3175.142822 Iteration 16Q: 3 clusters Score -1680316 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17285 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -1680330.875000 Penalty: 3175.142822 Iteration 17Q: 3 clusters Score -1680331 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17295 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -1680337.750000 Penalty: 3175.142822 Iteration 18Q: 3 clusters Score -1680338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17298 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -1680344.875000 Penalty: 3175.142822 Iteration 19Q: 3 clusters Score -1680345 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17303 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -1680351.000000 Penalty: 3175.142822 Iteration 20F: 3 clusters Score -1680351 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17308 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -1680358.125000 Penalty: 3175.142822 Iteration 21Q: 3 clusters Score -1680358 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17312 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -1680365.875000 Penalty: 3175.142822 Iteration 22Q: 3 clusters Score -1680366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17312 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -1680366.375000 Penalty: 3175.142822 Iteration 23Q: 3 clusters Score -1680366 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17313 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -1680367.500000 Penalty: 3175.142822 Iteration 24Q: 3 clusters Score -1680368 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17313 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -1680367.500000 Penalty: 3175.142822 Iteration 25F: 3 clusters Score -1680368 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Entering Unmasked Estep Score: -30333.326172 Penalty: 950.982910 Iteration 0F: 2 clusters Score -30333.33 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 168 members Entering Unmasked Estep Score: -29449.548828 Penalty: 1901.965820 Iteration 0F: 3 clusters Score -29449.55 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -29634.445312 Penalty: 1901.965820 Iteration 1F: 3 clusters Score -29634.45 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -29745.470703 Penalty: 1901.965820 Iteration 2F: 3 clusters Score -29745.47 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -29821.767578 Penalty: 1901.965820 Iteration 3F: 3 clusters Score -29821.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -29847.369141 Penalty: 1901.965820 Iteration 4Q: 3 clusters Score -29847.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -29922.035156 Penalty: 1901.965820 Iteration 5Q: 3 clusters Score -29922.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -29971.802734 Penalty: 1901.965820 Iteration 6Q: 3 clusters Score -29971.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -29994.853516 Penalty: 1901.965820 Iteration 7Q: 3 clusters Score -29994.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -30003.021484 Penalty: 1901.965820 Iteration 8Q: 3 clusters Score -30003.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -30007.841797 Penalty: 1901.965820 Iteration 9Q: 3 clusters Score -30007.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -30007.841797 Penalty: 1901.965820 Iteration 10F: 3 clusters Score -30007.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Entering Unmasked Estep Score: -282310.687500 Penalty: 1296.753784 Iteration 0F: 2 clusters Score -282310.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -279667.250000 Penalty: 2593.507568 Iteration 0F: 3 clusters Score -279667.2 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -280306.875000 Penalty: 2593.507568 Iteration 1F: 3 clusters Score -280306.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -280481.500000 Penalty: 2593.507568 Iteration 2F: 3 clusters Score -280481.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -280605.500000 Penalty: 2593.507568 Iteration 3F: 3 clusters Score -280605.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -280691.343750 Penalty: 2593.507568 Iteration 4Q: 3 clusters Score -280691.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -280799.187500 Penalty: 2593.507568 Iteration 5Q: 3 clusters Score -280799.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -280913.718750 Penalty: 2593.507568 Iteration 6Q: 3 clusters Score -280913.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -281039.312500 Penalty: 2593.507568 Iteration 7Q: 3 clusters Score -281039.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -281211.187500 Penalty: 2593.507568 Iteration 8F: 3 clusters Score -281211.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -281345.093750 Penalty: 2593.507568 Iteration 9Q: 3 clusters Score -281345.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -281456.125000 Penalty: 2593.507568 Iteration 10Q: 3 clusters Score -281456.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -281548.000000 Penalty: 2593.507568 Iteration 11Q: 3 clusters Score -281548 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -281622.000000 Penalty: 2593.507568 Iteration 12Q: 3 clusters Score -281622 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -281690.593750 Penalty: 2593.507568 Iteration 13Q: 3 clusters Score -281690.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -281737.687500 Penalty: 2593.507568 Iteration 14Q: 3 clusters Score -281737.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -281764.937500 Penalty: 2593.507568 Iteration 15Q: 3 clusters Score -281764.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -281783.531250 Penalty: 2593.507568 Iteration 16Q: 3 clusters Score -281783.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -281798.437500 Penalty: 2593.507568 Iteration 17Q: 3 clusters Score -281798.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -281810.562500 Penalty: 2593.507568 Iteration 18Q: 3 clusters Score -281810.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -281820.718750 Penalty: 2593.507568 Iteration 19Q: 3 clusters Score -281820.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -281827.218750 Penalty: 2593.507568 Iteration 20F: 3 clusters Score -281827.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -281836.750000 Penalty: 2593.507568 Iteration 21Q: 3 clusters Score -281836.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -281849.843750 Penalty: 2593.507568 Iteration 22Q: 3 clusters Score -281849.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -281863.875000 Penalty: 2593.507568 Iteration 23Q: 3 clusters Score -281863.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -281873.843750 Penalty: 2593.507568 Iteration 24Q: 3 clusters Score -281873.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -281878.687500 Penalty: 2593.507568 Iteration 25Q: 3 clusters Score -281878.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -281888.500000 Penalty: 2593.507568 Iteration 26Q: 3 clusters Score -281888.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -281893.812500 Penalty: 2593.507568 Iteration 27Q: 3 clusters Score -281893.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -281899.906250 Penalty: 2593.507568 Iteration 28Q: 3 clusters Score -281899.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -281903.750000 Penalty: 2593.507568 Iteration 29Q: 3 clusters Score -281903.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -281908.343750 Penalty: 2593.507568 Iteration 30Q: 3 clusters Score -281908.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -281912.031250 Penalty: 2593.507568 Iteration 31Q: 3 clusters Score -281912 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -281913.968750 Penalty: 2593.507568 Iteration 32Q: 3 clusters Score -281914 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -281918.437500 Penalty: 2593.507568 Iteration 33Q: 3 clusters Score -281918.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -281920.937500 Penalty: 2593.507568 Iteration 34Q: 3 clusters Score -281920.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -281922.031250 Penalty: 2593.507568 Iteration 35Q: 3 clusters Score -281922 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -281922.906250 Penalty: 2593.507568 Iteration 36Q: 3 clusters Score -281922.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -281922.875000 Penalty: 2593.507568 Iteration 37Q: 3 clusters Score -281922.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -281924.000000 Penalty: 2593.507568 Iteration 38Q: 3 clusters Score -281924 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -281924.656250 Penalty: 2593.507568 Iteration 39Q: 3 clusters Score -281924.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -281925.812500 Penalty: 2593.507568 Iteration 40F: 3 clusters Score -281925.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -281927.156250 Penalty: 2593.507568 Iteration 41Q: 3 clusters Score -281927.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -281929.031250 Penalty: 2593.507568 Iteration 42Q: 3 clusters Score -281929 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -281930.375000 Penalty: 2593.507568 Iteration 43Q: 3 clusters Score -281930.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -281931.093750 Penalty: 2593.507568 Iteration 44Q: 3 clusters Score -281931.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -281931.750000 Penalty: 2593.507568 Iteration 45Q: 3 clusters Score -281931.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -281931.687500 Penalty: 2593.507568 Iteration 46Q: 3 clusters Score -281931.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -281931.687500 Penalty: 2593.507568 Iteration 47F: 3 clusters Score -281931.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5792 members Entering Unmasked Estep Score: -577370.812500 Penalty: 1407.937866 Iteration 0F: 2 clusters Score -577370.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -572922.312500 Penalty: 2815.875732 Iteration 0F: 3 clusters Score -572922.3 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -574151.750000 Penalty: 2815.875732 Iteration 1F: 3 clusters Score -574151.8 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -574329.500000 Penalty: 2815.875732 Iteration 2F: 3 clusters Score -574329.5 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -574462.687500 Penalty: 2815.875732 Iteration 3F: 3 clusters Score -574462.7 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -574569.625000 Penalty: 2815.875732 Iteration 4Q: 3 clusters Score -574569.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -574675.125000 Penalty: 2815.875732 Iteration 5Q: 3 clusters Score -574675.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -574771.125000 Penalty: 2815.875732 Iteration 6Q: 3 clusters Score -574771.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -574855.812500 Penalty: 2815.875732 Iteration 7Q: 3 clusters Score -574855.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -574935.062500 Penalty: 2815.875732 Iteration 8Q: 3 clusters Score -574935.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -575005.437500 Penalty: 2815.875732 Iteration 9Q: 3 clusters Score -575005.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -575076.312500 Penalty: 2815.875732 Iteration 10Q: 3 clusters Score -575076.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -575139.562500 Penalty: 2815.875732 Iteration 11Q: 3 clusters Score -575139.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -575209.625000 Penalty: 2815.875732 Iteration 12Q: 3 clusters Score -575209.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -575285.500000 Penalty: 2815.875732 Iteration 13Q: 3 clusters Score -575285.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -575355.625000 Penalty: 2815.875732 Iteration 14Q: 3 clusters Score -575355.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -575422.125000 Penalty: 2815.875732 Iteration 15Q: 3 clusters Score -575422.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -575493.250000 Penalty: 2815.875732 Iteration 16Q: 3 clusters Score -575493.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -575563.875000 Penalty: 2815.875732 Iteration 17Q: 3 clusters Score -575563.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -575623.187500 Penalty: 2815.875732 Iteration 18Q: 3 clusters Score -575623.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -575676.125000 Penalty: 2815.875732 Iteration 19Q: 3 clusters Score -575676.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -575714.750000 Penalty: 2815.875732 Iteration 20F: 3 clusters Score -575714.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -575752.875000 Penalty: 2815.875732 Iteration 21Q: 3 clusters Score -575752.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -575786.250000 Penalty: 2815.875732 Iteration 22Q: 3 clusters Score -575786.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -575827.312500 Penalty: 2815.875732 Iteration 23Q: 3 clusters Score -575827.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -575873.375000 Penalty: 2815.875732 Iteration 24Q: 3 clusters Score -575873.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -575920.312500 Penalty: 2815.875732 Iteration 25Q: 3 clusters Score -575920.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -575969.625000 Penalty: 2815.875732 Iteration 26Q: 3 clusters Score -575969.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -576013.687500 Penalty: 2815.875732 Iteration 27Q: 3 clusters Score -576013.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -576057.937500 Penalty: 2815.875732 Iteration 28Q: 3 clusters Score -576057.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -576092.562500 Penalty: 2815.875732 Iteration 29Q: 3 clusters Score -576092.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -576111.000000 Penalty: 2815.875732 Iteration 30Q: 3 clusters Score -576111 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -576133.437500 Penalty: 2815.875732 Iteration 31Q: 3 clusters Score -576133.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -576159.187500 Penalty: 2815.875732 Iteration 32Q: 3 clusters Score -576159.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -576177.937500 Penalty: 2815.875732 Iteration 33Q: 3 clusters Score -576177.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -576188.312500 Penalty: 2815.875732 Iteration 34Q: 3 clusters Score -576188.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -576194.250000 Penalty: 2815.875732 Iteration 35Q: 3 clusters Score -576194.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -576203.750000 Penalty: 2815.875732 Iteration 36Q: 3 clusters Score -576203.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -576212.500000 Penalty: 2815.875732 Iteration 37Q: 3 clusters Score -576212.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -576221.000000 Penalty: 2815.875732 Iteration 38Q: 3 clusters Score -576221 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -576225.812500 Penalty: 2815.875732 Iteration 39Q: 3 clusters Score -576225.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -576230.125000 Penalty: 2815.875732 Iteration 40F: 3 clusters Score -576230.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -576231.875000 Penalty: 2815.875732 Iteration 41Q: 3 clusters Score -576231.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -576233.937500 Penalty: 2815.875732 Iteration 42Q: 3 clusters Score -576233.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -576236.125000 Penalty: 2815.875732 Iteration 43Q: 3 clusters Score -576236.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -576237.562500 Penalty: 2815.875732 Iteration 44Q: 3 clusters Score -576237.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -576239.000000 Penalty: 2815.875732 Iteration 45Q: 3 clusters Score -576239 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -576240.250000 Penalty: 2815.875732 Iteration 46Q: 3 clusters Score -576240.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -576241.812500 Penalty: 2815.875732 Iteration 47Q: 3 clusters Score -576241.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -576242.875000 Penalty: 2815.875732 Iteration 48Q: 3 clusters Score -576242.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -576244.687500 Penalty: 2815.875732 Iteration 49Q: 3 clusters Score -576244.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -576245.000000 Penalty: 2815.875732 Iteration 50Q: 3 clusters Score -576245 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -576245.750000 Penalty: 2815.875732 Iteration 51Q: 3 clusters Score -576245.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -576246.125000 Penalty: 2815.875732 Iteration 52Q: 3 clusters Score -576246.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -576246.625000 Penalty: 2815.875732 Iteration 53Q: 3 clusters Score -576246.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -576249.062500 Penalty: 2815.875732 Iteration 54Q: 3 clusters Score -576249.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -576254.312500 Penalty: 2815.875732 Iteration 55Q: 3 clusters Score -576254.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -576257.750000 Penalty: 2815.875732 Iteration 56Q: 3 clusters Score -576257.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -576259.437500 Penalty: 2815.875732 Iteration 57Q: 3 clusters Score -576259.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -576258.687500 Penalty: 2815.875732 Iteration 58Q: 3 clusters Score -576258.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -576258.687500 Penalty: 2815.875732 Iteration 59F: 3 clusters Score -576258.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Entering Unmasked Estep Score: -190000.421875 Penalty: 1229.777710 Iteration 0F: 2 clusters Score -190000.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -187904.234375 Penalty: 2459.555420 Iteration 0F: 3 clusters Score -187904.2 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -188380.125000 Penalty: 2459.555420 Iteration 1F: 3 clusters Score -188380.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -188493.203125 Penalty: 2459.555420 Iteration 2F: 3 clusters Score -188493.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -188578.390625 Penalty: 2459.555420 Iteration 3F: 3 clusters Score -188578.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -188647.140625 Penalty: 2459.555420 Iteration 4Q: 3 clusters Score -188647.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -188704.625000 Penalty: 2459.555420 Iteration 5Q: 3 clusters Score -188704.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -188760.453125 Penalty: 2459.555420 Iteration 6Q: 3 clusters Score -188760.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -188823.828125 Penalty: 2459.555420 Iteration 7Q: 3 clusters Score -188823.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -188887.062500 Penalty: 2459.555420 Iteration 8Q: 3 clusters Score -188887.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -188946.171875 Penalty: 2459.555420 Iteration 9Q: 3 clusters Score -188946.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -188986.109375 Penalty: 2459.555420 Iteration 10Q: 3 clusters Score -188986.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -189015.343750 Penalty: 2459.555420 Iteration 11Q: 3 clusters Score -189015.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -189029.781250 Penalty: 2459.555420 Iteration 12Q: 3 clusters Score -189029.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -189040.015625 Penalty: 2459.555420 Iteration 13Q: 3 clusters Score -189040 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -189047.156250 Penalty: 2459.555420 Iteration 14Q: 3 clusters Score -189047.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -189053.781250 Penalty: 2459.555420 Iteration 15Q: 3 clusters Score -189053.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -189065.890625 Penalty: 2459.555420 Iteration 16Q: 3 clusters Score -189065.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -189072.890625 Penalty: 2459.555420 Iteration 17Q: 3 clusters Score -189072.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -189080.765625 Penalty: 2459.555420 Iteration 18Q: 3 clusters Score -189080.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -189085.937500 Penalty: 2459.555420 Iteration 19Q: 3 clusters Score -189085.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -189091.562500 Penalty: 2459.555420 Iteration 20F: 3 clusters Score -189091.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -189098.875000 Penalty: 2459.555420 Iteration 21Q: 3 clusters Score -189098.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -189105.781250 Penalty: 2459.555420 Iteration 22Q: 3 clusters Score -189105.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -189111.031250 Penalty: 2459.555420 Iteration 23Q: 3 clusters Score -189111 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -189117.703125 Penalty: 2459.555420 Iteration 24Q: 3 clusters Score -189117.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -189128.968750 Penalty: 2459.555420 Iteration 25Q: 3 clusters Score -189129 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -189143.562500 Penalty: 2459.555420 Iteration 26Q: 3 clusters Score -189143.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -189165.000000 Penalty: 2459.555420 Iteration 27Q: 3 clusters Score -189165 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -189181.250000 Penalty: 2459.555420 Iteration 28Q: 3 clusters Score -189181.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -189194.812500 Penalty: 2459.555420 Iteration 29Q: 3 clusters Score -189194.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -189206.968750 Penalty: 2459.555420 Iteration 30Q: 3 clusters Score -189207 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -189217.156250 Penalty: 2459.555420 Iteration 31Q: 3 clusters Score -189217.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -189228.281250 Penalty: 2459.555420 Iteration 32Q: 3 clusters Score -189228.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -189241.203125 Penalty: 2459.555420 Iteration 33Q: 3 clusters Score -189241.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -189245.546875 Penalty: 2459.555420 Iteration 34Q: 3 clusters Score -189245.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -189250.125000 Penalty: 2459.555420 Iteration 35Q: 3 clusters Score -189250.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -189253.078125 Penalty: 2459.555420 Iteration 36Q: 3 clusters Score -189253.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -189255.093750 Penalty: 2459.555420 Iteration 37Q: 3 clusters Score -189255.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -189257.984375 Penalty: 2459.555420 Iteration 38Q: 3 clusters Score -189258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -189261.984375 Penalty: 2459.555420 Iteration 39Q: 3 clusters Score -189262 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -189264.046875 Penalty: 2459.555420 Iteration 40F: 3 clusters Score -189264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -189265.531250 Penalty: 2459.555420 Iteration 41Q: 3 clusters Score -189265.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -189270.750000 Penalty: 2459.555420 Iteration 42Q: 3 clusters Score -189270.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -189278.453125 Penalty: 2459.555420 Iteration 43Q: 3 clusters Score -189278.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -189290.703125 Penalty: 2459.555420 Iteration 44Q: 3 clusters Score -189290.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -189305.484375 Penalty: 2459.555420 Iteration 45Q: 3 clusters Score -189305.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -189324.406250 Penalty: 2459.555420 Iteration 46Q: 3 clusters Score -189324.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -189337.109375 Penalty: 2459.555420 Iteration 47Q: 3 clusters Score -189337.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -189345.046875 Penalty: 2459.555420 Iteration 48Q: 3 clusters Score -189345 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -189350.796875 Penalty: 2459.555420 Iteration 49Q: 3 clusters Score -189350.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -189353.750000 Penalty: 2459.555420 Iteration 50Q: 3 clusters Score -189353.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -189356.281250 Penalty: 2459.555420 Iteration 51Q: 3 clusters Score -189356.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -189358.078125 Penalty: 2459.555420 Iteration 52Q: 3 clusters Score -189358.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -189360.562500 Penalty: 2459.555420 Iteration 53Q: 3 clusters Score -189360.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -189362.453125 Penalty: 2459.555420 Iteration 54Q: 3 clusters Score -189362.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -189362.656250 Penalty: 2459.555420 Iteration 55Q: 3 clusters Score -189362.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -189362.656250 Penalty: 2459.555420 Iteration 56F: 3 clusters Score -189362.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Entering Unmasked Estep Score: -114730.937500 Penalty: 1149.956299 Iteration 0F: 2 clusters Score -114730.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -113177.796875 Penalty: 2299.912598 Iteration 0F: 3 clusters Score -113177.8 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -113512.164062 Penalty: 2299.912598 Iteration 1F: 3 clusters Score -113512.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -113634.117188 Penalty: 2299.912598 Iteration 2F: 3 clusters Score -113634.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -113708.750000 Penalty: 2299.912598 Iteration 3F: 3 clusters Score -113708.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -113754.937500 Penalty: 2299.912598 Iteration 4Q: 3 clusters Score -113754.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -113788.632812 Penalty: 2299.912598 Iteration 5Q: 3 clusters Score -113788.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -113853.796875 Penalty: 2299.912598 Iteration 6Q: 3 clusters Score -113853.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -114001.640625 Penalty: 2299.912598 Iteration 7Q: 3 clusters Score -114001.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -114210.140625 Penalty: 2299.912598 Iteration 8F: 3 clusters Score -114210.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -114356.156250 Penalty: 2299.912598 Iteration 9F: 3 clusters Score -114356.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -114433.039062 Penalty: 2299.912598 Iteration 10Q: 3 clusters Score -114433 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -114471.257812 Penalty: 2299.912598 Iteration 11Q: 3 clusters Score -114471.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -114489.882812 Penalty: 2299.912598 Iteration 12Q: 3 clusters Score -114489.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -114496.554688 Penalty: 2299.912598 Iteration 13Q: 3 clusters Score -114496.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -114503.773438 Penalty: 2299.912598 Iteration 14Q: 3 clusters Score -114503.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -114506.484375 Penalty: 2299.912598 Iteration 15Q: 3 clusters Score -114506.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -114509.007812 Penalty: 2299.912598 Iteration 16Q: 3 clusters Score -114509 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -114512.492188 Penalty: 2299.912598 Iteration 17Q: 3 clusters Score -114512.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -114514.375000 Penalty: 2299.912598 Iteration 18Q: 3 clusters Score -114514.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -114515.789062 Penalty: 2299.912598 Iteration 19Q: 3 clusters Score -114515.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -114517.679688 Penalty: 2299.912598 Iteration 20F: 3 clusters Score -114517.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Entering Unmasked Estep Score: -140849.796875 Penalty: 1188.723022 Iteration 0F: 2 clusters Score -140849.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -139063.796875 Penalty: 2377.446045 Iteration 0F: 3 clusters Score -139063.8 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -139379.328125 Penalty: 2377.446045 Iteration 1F: 3 clusters Score -139379.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -139441.640625 Penalty: 2377.446045 Iteration 2F: 3 clusters Score -139441.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -139489.046875 Penalty: 2377.446045 Iteration 3Q: 3 clusters Score -139489 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -139516.875000 Penalty: 2377.446045 Iteration 4Q: 3 clusters Score -139516.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -139538.875000 Penalty: 2377.446045 Iteration 5Q: 3 clusters Score -139538.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -139554.796875 Penalty: 2377.446045 Iteration 6Q: 3 clusters Score -139554.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -139569.171875 Penalty: 2377.446045 Iteration 7Q: 3 clusters Score -139569.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -139579.531250 Penalty: 2377.446045 Iteration 8Q: 3 clusters Score -139579.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -139592.093750 Penalty: 2377.446045 Iteration 9Q: 3 clusters Score -139592.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -139606.015625 Penalty: 2377.446045 Iteration 10Q: 3 clusters Score -139606 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -139619.343750 Penalty: 2377.446045 Iteration 11Q: 3 clusters Score -139619.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -139642.750000 Penalty: 2377.446045 Iteration 12Q: 3 clusters Score -139642.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -139671.718750 Penalty: 2377.446045 Iteration 13Q: 3 clusters Score -139671.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -139701.828125 Penalty: 2377.446045 Iteration 14Q: 3 clusters Score -139701.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -139736.656250 Penalty: 2377.446045 Iteration 15Q: 3 clusters Score -139736.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -139778.000000 Penalty: 2377.446045 Iteration 16Q: 3 clusters Score -139778 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -139822.515625 Penalty: 2377.446045 Iteration 17Q: 3 clusters Score -139822.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -139870.609375 Penalty: 2377.446045 Iteration 18Q: 3 clusters Score -139870.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -139916.859375 Penalty: 2377.446045 Iteration 19Q: 3 clusters Score -139916.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -139985.812500 Penalty: 2377.446045 Iteration 20F: 3 clusters Score -139985.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -140053.718750 Penalty: 2377.446045 Iteration 21Q: 3 clusters Score -140053.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -140137.546875 Penalty: 2377.446045 Iteration 22Q: 3 clusters Score -140137.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -140214.500000 Penalty: 2377.446045 Iteration 23Q: 3 clusters Score -140214.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -140287.921875 Penalty: 2377.446045 Iteration 24Q: 3 clusters Score -140287.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -140351.875000 Penalty: 2377.446045 Iteration 25Q: 3 clusters Score -140351.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -140413.093750 Penalty: 2377.446045 Iteration 26Q: 3 clusters Score -140413.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -140469.984375 Penalty: 2377.446045 Iteration 27Q: 3 clusters Score -140470 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -140510.140625 Penalty: 2377.446045 Iteration 28Q: 3 clusters Score -140510.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -140524.250000 Penalty: 2377.446045 Iteration 29Q: 3 clusters Score -140524.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -140525.390625 Penalty: 2377.446045 Iteration 30Q: 3 clusters Score -140525.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -140525.390625 Penalty: 2377.446045 Iteration 31F: 3 clusters Score -140525.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12826 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12826 members Entering Unmasked Estep Score: -1302797.375000 Penalty: 1537.124756 Iteration 0F: 2 clusters Score -1302797 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -1293882.500000 Penalty: 3074.249512 Iteration 0F: 3 clusters Score -1293882 nChanged 5625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 6548 members Entering Unmasked Estep Score: -1296872.750000 Penalty: 3074.249512 Iteration 1F: 3 clusters Score -1296873 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -1297149.500000 Penalty: 3074.249512 Iteration 2F: 3 clusters Score -1297150 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -1297353.625000 Penalty: 3074.249512 Iteration 3Q: 3 clusters Score -1297354 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -1297566.750000 Penalty: 3074.249512 Iteration 4Q: 3 clusters Score -1297567 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1297774.875000 Penalty: 3074.249512 Iteration 5Q: 3 clusters Score -1297775 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -1297996.375000 Penalty: 3074.249512 Iteration 6Q: 3 clusters Score -1297996 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -1298267.375000 Penalty: 3074.249512 Iteration 7Q: 3 clusters Score -1298267 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -1298576.750000 Penalty: 3074.249512 Iteration 8Q: 3 clusters Score -1298577 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -1298944.125000 Penalty: 3074.249512 Iteration 9Q: 3 clusters Score -1298944 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -1299343.250000 Penalty: 3074.249512 Iteration 10Q: 3 clusters Score -1299343 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -1299716.625000 Penalty: 3074.249512 Iteration 11Q: 3 clusters Score -1299717 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 8251 members Entering Unmasked Estep Score: -1300008.000000 Penalty: 3074.249512 Iteration 12Q: 3 clusters Score -1300008 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -1300210.875000 Penalty: 3074.249512 Iteration 13Q: 3 clusters Score -1300211 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -1300362.125000 Penalty: 3074.249512 Iteration 14Q: 3 clusters Score -1300362 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 8757 members Entering Unmasked Estep Score: -1300478.375000 Penalty: 3074.249512 Iteration 15Q: 3 clusters Score -1300478 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 8885 members Entering Unmasked Estep Score: -1300559.625000 Penalty: 3074.249512 Iteration 16Q: 3 clusters Score -1300560 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -1300630.250000 Penalty: 3074.249512 Iteration 17Q: 3 clusters Score -1300630 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -1300681.625000 Penalty: 3074.249512 Iteration 18Q: 3 clusters Score -1300682 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -1300731.875000 Penalty: 3074.249512 Iteration 19Q: 3 clusters Score -1300732 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 9252 members Entering Unmasked Estep Score: -1300766.875000 Penalty: 3074.249512 Iteration 20F: 3 clusters Score -1300767 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -1300807.500000 Penalty: 3074.249512 Iteration 21Q: 3 clusters Score -1300808 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 9429 members Entering Unmasked Estep Score: -1300840.750000 Penalty: 3074.249512 Iteration 22Q: 3 clusters Score -1300841 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -1300867.500000 Penalty: 3074.249512 Iteration 23Q: 3 clusters Score -1300868 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -1300894.375000 Penalty: 3074.249512 Iteration 24Q: 3 clusters Score -1300894 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 9643 members Entering Unmasked Estep Score: -1300913.875000 Penalty: 3074.249512 Iteration 25Q: 3 clusters Score -1300914 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 9706 members Entering Unmasked Estep Score: -1300934.000000 Penalty: 3074.249512 Iteration 26Q: 3 clusters Score -1300934 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -1300953.875000 Penalty: 3074.249512 Iteration 27Q: 3 clusters Score -1300954 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 9819 members Entering Unmasked Estep Score: -1300960.500000 Penalty: 3074.249512 Iteration 28Q: 3 clusters Score -1300960 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -1300973.250000 Penalty: 3074.249512 Iteration 29Q: 3 clusters Score -1300973 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 9898 members Entering Unmasked Estep Score: -1300982.250000 Penalty: 3074.249512 Iteration 30Q: 3 clusters Score -1300982 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -1300990.625000 Penalty: 3074.249512 Iteration 31Q: 3 clusters Score -1300991 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 9983 members Entering Unmasked Estep Score: -1301002.125000 Penalty: 3074.249512 Iteration 32Q: 3 clusters Score -1301002 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -1301011.500000 Penalty: 3074.249512 Iteration 33Q: 3 clusters Score -1301012 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 10056 members Entering Unmasked Estep Score: -1301015.750000 Penalty: 3074.249512 Iteration 34Q: 3 clusters Score -1301016 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -1301027.750000 Penalty: 3074.249512 Iteration 35Q: 3 clusters Score -1301028 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -1301033.375000 Penalty: 3074.249512 Iteration 36Q: 3 clusters Score -1301033 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 10171 members Entering Unmasked Estep Score: -1301042.375000 Penalty: 3074.249512 Iteration 37Q: 3 clusters Score -1301042 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 10197 members Entering Unmasked Estep Score: -1301047.750000 Penalty: 3074.249512 Iteration 38Q: 3 clusters Score -1301048 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 10227 members Entering Unmasked Estep Score: -1301053.000000 Penalty: 3074.249512 Iteration 39Q: 3 clusters Score -1301053 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -1301059.875000 Penalty: 3074.249512 Iteration 40F: 3 clusters Score -1301060 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -1301065.125000 Penalty: 3074.249512 Iteration 41Q: 3 clusters Score -1301065 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -1301069.625000 Penalty: 3074.249512 Iteration 42Q: 3 clusters Score -1301070 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 10343 members Entering Unmasked Estep Score: -1301076.500000 Penalty: 3074.249512 Iteration 43Q: 3 clusters Score -1301076 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 10369 members Entering Unmasked Estep Score: -1301085.000000 Penalty: 3074.249512 Iteration 44Q: 3 clusters Score -1301085 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -1301090.375000 Penalty: 3074.249512 Iteration 45Q: 3 clusters Score -1301090 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -1301095.375000 Penalty: 3074.249512 Iteration 46Q: 3 clusters Score -1301095 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -1301100.375000 Penalty: 3074.249512 Iteration 47Q: 3 clusters Score -1301100 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 10490 members Entering Unmasked Estep Score: -1301108.125000 Penalty: 3074.249512 Iteration 48Q: 3 clusters Score -1301108 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -1301118.875000 Penalty: 3074.249512 Iteration 49Q: 3 clusters Score -1301119 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 10563 members Entering Unmasked Estep Score: -1301129.125000 Penalty: 3074.249512 Iteration 50Q: 3 clusters Score -1301129 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 10597 members Entering Unmasked Estep Score: -1301135.000000 Penalty: 3074.249512 Iteration 51Q: 3 clusters Score -1301135 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 10626 members Entering Unmasked Estep Score: -1301141.000000 Penalty: 3074.249512 Iteration 52Q: 3 clusters Score -1301141 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 10655 members Entering Unmasked Estep Score: -1301148.625000 Penalty: 3074.249512 Iteration 53Q: 3 clusters Score -1301149 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 10689 members Entering Unmasked Estep Score: -1301157.875000 Penalty: 3074.249512 Iteration 54Q: 3 clusters Score -1301158 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 10717 members Entering Unmasked Estep Score: -1301162.500000 Penalty: 3074.249512 Iteration 55Q: 3 clusters Score -1301162 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -1301164.250000 Penalty: 3074.249512 Iteration 56Q: 3 clusters Score -1301164 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 10752 members Entering Unmasked Estep Score: -1301169.875000 Penalty: 3074.249512 Iteration 57Q: 3 clusters Score -1301170 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 10772 members Entering Unmasked Estep Score: -1301170.250000 Penalty: 3074.249512 Iteration 58Q: 3 clusters Score -1301170 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 10796 members Entering Unmasked Estep Score: -1301174.250000 Penalty: 3074.249512 Iteration 59Q: 3 clusters Score -1301174 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 10817 members Entering Unmasked Estep Score: -1301178.750000 Penalty: 3074.249512 Iteration 60F: 3 clusters Score -1301179 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 10848 members Entering Unmasked Estep Score: -1301187.000000 Penalty: 3074.249512 Iteration 61Q: 3 clusters Score -1301187 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 10880 members Entering Unmasked Estep Score: -1301194.125000 Penalty: 3074.249512 Iteration 62Q: 3 clusters Score -1301194 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 10910 members Entering Unmasked Estep Score: -1301201.500000 Penalty: 3074.249512 Iteration 63Q: 3 clusters Score -1301202 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 10941 members Entering Unmasked Estep Score: -1301209.500000 Penalty: 3074.249512 Iteration 64Q: 3 clusters Score -1301210 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 10984 members Entering Unmasked Estep Score: -1301220.000000 Penalty: 3074.249512 Iteration 65Q: 3 clusters Score -1301220 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 11020 members Entering Unmasked Estep Score: -1301226.250000 Penalty: 3074.249512 Iteration 66Q: 3 clusters Score -1301226 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 11046 members Entering Unmasked Estep Score: -1301236.500000 Penalty: 3074.249512 Iteration 67Q: 3 clusters Score -1301236 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 11080 members Entering Unmasked Estep Score: -1301245.625000 Penalty: 3074.249512 Iteration 68Q: 3 clusters Score -1301246 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 11118 members Entering Unmasked Estep Score: -1301252.625000 Penalty: 3074.249512 Iteration 69Q: 3 clusters Score -1301253 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 11155 members Entering Unmasked Estep Score: -1301261.000000 Penalty: 3074.249512 Iteration 70Q: 3 clusters Score -1301261 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -1301270.000000 Penalty: 3074.249512 Iteration 71Q: 3 clusters Score -1301270 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 11217 members Entering Unmasked Estep Score: -1301282.375000 Penalty: 3074.249512 Iteration 72Q: 3 clusters Score -1301282 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -1301291.375000 Penalty: 3074.249512 Iteration 73Q: 3 clusters Score -1301291 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 11267 members Entering Unmasked Estep Score: -1301295.875000 Penalty: 3074.249512 Iteration 74Q: 3 clusters Score -1301296 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 11290 members Entering Unmasked Estep Score: -1301299.625000 Penalty: 3074.249512 Iteration 75Q: 3 clusters Score -1301300 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -1301309.500000 Penalty: 3074.249512 Iteration 76Q: 3 clusters Score -1301310 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 11358 members Entering Unmasked Estep Score: -1301318.625000 Penalty: 3074.249512 Iteration 77Q: 3 clusters Score -1301319 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 11395 members Entering Unmasked Estep Score: -1301332.750000 Penalty: 3074.249512 Iteration 78Q: 3 clusters Score -1301333 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 11433 members Entering Unmasked Estep Score: -1301345.000000 Penalty: 3074.249512 Iteration 79Q: 3 clusters Score -1301345 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 11473 members Entering Unmasked Estep Score: -1301353.875000 Penalty: 3074.249512 Iteration 80F: 3 clusters Score -1301354 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 11499 members Entering Unmasked Estep Score: -1301360.000000 Penalty: 3074.249512 Iteration 81Q: 3 clusters Score -1301360 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 11526 members Entering Unmasked Estep Score: -1301367.750000 Penalty: 3074.249512 Iteration 82Q: 3 clusters Score -1301368 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 11552 members Entering Unmasked Estep Score: -1301375.625000 Penalty: 3074.249512 Iteration 83Q: 3 clusters Score -1301376 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -1301384.000000 Penalty: 3074.249512 Iteration 84Q: 3 clusters Score -1301384 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 11597 members Entering Unmasked Estep Score: -1301388.125000 Penalty: 3074.249512 Iteration 85Q: 3 clusters Score -1301388 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 11619 members Entering Unmasked Estep Score: -1301395.750000 Penalty: 3074.249512 Iteration 86Q: 3 clusters Score -1301396 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -1301403.875000 Penalty: 3074.249512 Iteration 87Q: 3 clusters Score -1301404 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 11654 members Entering Unmasked Estep Score: -1301410.750000 Penalty: 3074.249512 Iteration 88Q: 3 clusters Score -1301411 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 11674 members Entering Unmasked Estep Score: -1301416.125000 Penalty: 3074.249512 Iteration 89Q: 3 clusters Score -1301416 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 11706 members Entering Unmasked Estep Score: -1301427.750000 Penalty: 3074.249512 Iteration 90Q: 3 clusters Score -1301428 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 11734 members Entering Unmasked Estep Score: -1301442.500000 Penalty: 3074.249512 Iteration 91Q: 3 clusters Score -1301442 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 11768 members Entering Unmasked Estep Score: -1301457.875000 Penalty: 3074.249512 Iteration 92Q: 3 clusters Score -1301458 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 11793 members Entering Unmasked Estep Score: -1301462.625000 Penalty: 3074.249512 Iteration 93Q: 3 clusters Score -1301463 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -1301467.875000 Penalty: 3074.249512 Iteration 94Q: 3 clusters Score -1301468 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep Score: -1301472.000000 Penalty: 3074.249512 Iteration 95Q: 3 clusters Score -1301472 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 11840 members Entering Unmasked Estep Score: -1301479.250000 Penalty: 3074.249512 Iteration 96Q: 3 clusters Score -1301479 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 11854 members Entering Unmasked Estep Score: -1301484.500000 Penalty: 3074.249512 Iteration 97Q: 3 clusters Score -1301484 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 11857 members Entering Unmasked Estep Score: -1301486.500000 Penalty: 3074.249512 Iteration 98Q: 3 clusters Score -1301486 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 11868 members Entering Unmasked Estep Score: -1301490.625000 Penalty: 3074.249512 Iteration 99Q: 3 clusters Score -1301491 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -1301495.000000 Penalty: 3074.249512 Iteration 100F: 3 clusters Score -1301495 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 11882 members Entering Unmasked Estep Score: -1301494.000000 Penalty: 3074.249512 Iteration 101Q: 3 clusters Score -1301494 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -1301499.375000 Penalty: 3074.249512 Iteration 102Q: 3 clusters Score -1301499 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -1301501.375000 Penalty: 3074.249512 Iteration 103Q: 3 clusters Score -1301501 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 11902 members Entering Unmasked Estep Score: -1301505.125000 Penalty: 3074.249512 Iteration 104Q: 3 clusters Score -1301505 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -1301507.625000 Penalty: 3074.249512 Iteration 105Q: 3 clusters Score -1301508 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -1301510.125000 Penalty: 3074.249512 Iteration 106Q: 3 clusters Score -1301510 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 11932 members Entering Unmasked Estep Score: -1301514.500000 Penalty: 3074.249512 Iteration 107Q: 3 clusters Score -1301514 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 11938 members Entering Unmasked Estep Score: -1301517.250000 Penalty: 3074.249512 Iteration 108Q: 3 clusters Score -1301517 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 11946 members Entering Unmasked Estep Score: -1301520.000000 Penalty: 3074.249512 Iteration 109Q: 3 clusters Score -1301520 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 11954 members Entering Unmasked Estep Score: -1301524.500000 Penalty: 3074.249512 Iteration 110Q: 3 clusters Score -1301524 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 11961 members Entering Unmasked Estep Score: -1301528.125000 Penalty: 3074.249512 Iteration 111Q: 3 clusters Score -1301528 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 11968 members Entering Unmasked Estep Score: -1301529.500000 Penalty: 3074.249512 Iteration 112Q: 3 clusters Score -1301530 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 11975 members Entering Unmasked Estep Score: -1301534.000000 Penalty: 3074.249512 Iteration 113Q: 3 clusters Score -1301534 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -1301535.625000 Penalty: 3074.249512 Iteration 114Q: 3 clusters Score -1301536 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 11982 members Entering Unmasked Estep Score: -1301536.500000 Penalty: 3074.249512 Iteration 115Q: 3 clusters Score -1301536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 11983 members Entering Unmasked Estep Score: -1301536.750000 Penalty: 3074.249512 Iteration 116Q: 3 clusters Score -1301537 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -1301537.000000 Penalty: 3074.249512 Iteration 117Q: 3 clusters Score -1301537 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 11985 members Entering Unmasked Estep Score: -1301536.250000 Penalty: 3074.249512 Iteration 118Q: 3 clusters Score -1301536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 11985 members Entering Unmasked Estep Score: -1301536.250000 Penalty: 3074.249512 Iteration 119F: 3 clusters Score -1301536 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Entering Unmasked Estep Score: -75536.820312 Penalty: 1081.509033 Iteration 0F: 2 clusters Score -75536.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -74266.328125 Penalty: 2163.018066 Iteration 0F: 3 clusters Score -74266.33 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -74478.976562 Penalty: 2163.018066 Iteration 1F: 3 clusters Score -74478.98 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -74541.195312 Penalty: 2163.018066 Iteration 2F: 3 clusters Score -74541.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -74578.414062 Penalty: 2163.018066 Iteration 3Q: 3 clusters Score -74578.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -74594.406250 Penalty: 2163.018066 Iteration 4Q: 3 clusters Score -74594.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -74600.835938 Penalty: 2163.018066 Iteration 5Q: 3 clusters Score -74600.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -74601.750000 Penalty: 2163.018066 Iteration 6Q: 3 clusters Score -74601.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -74601.750000 Penalty: 2163.018066 Iteration 7F: 3 clusters Score -74601.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Entering Unmasked Estep Score: -533746.437500 Penalty: 1392.805786 Iteration 0F: 2 clusters Score -533746.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -529637.062500 Penalty: 2785.611572 Iteration 0F: 3 clusters Score -529637.1 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -530829.062500 Penalty: 2785.611572 Iteration 1F: 3 clusters Score -530829.1 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -531043.125000 Penalty: 2785.611572 Iteration 2F: 3 clusters Score -531043.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -531200.750000 Penalty: 2785.611572 Iteration 3F: 3 clusters Score -531200.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -531324.250000 Penalty: 2785.611572 Iteration 4Q: 3 clusters Score -531324.2 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -531435.750000 Penalty: 2785.611572 Iteration 5Q: 3 clusters Score -531435.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -531522.625000 Penalty: 2785.611572 Iteration 6Q: 3 clusters Score -531522.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -531610.000000 Penalty: 2785.611572 Iteration 7Q: 3 clusters Score -531610 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -531691.625000 Penalty: 2785.611572 Iteration 8Q: 3 clusters Score -531691.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -531780.125000 Penalty: 2785.611572 Iteration 9Q: 3 clusters Score -531780.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -531866.125000 Penalty: 2785.611572 Iteration 10Q: 3 clusters Score -531866.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -531947.187500 Penalty: 2785.611572 Iteration 11Q: 3 clusters Score -531947.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -532031.375000 Penalty: 2785.611572 Iteration 12Q: 3 clusters Score -532031.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -532099.875000 Penalty: 2785.611572 Iteration 13Q: 3 clusters Score -532099.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -532162.625000 Penalty: 2785.611572 Iteration 14Q: 3 clusters Score -532162.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -532218.812500 Penalty: 2785.611572 Iteration 15Q: 3 clusters Score -532218.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -532259.375000 Penalty: 2785.611572 Iteration 16Q: 3 clusters Score -532259.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -532298.937500 Penalty: 2785.611572 Iteration 17Q: 3 clusters Score -532298.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -532327.375000 Penalty: 2785.611572 Iteration 18Q: 3 clusters Score -532327.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -532344.125000 Penalty: 2785.611572 Iteration 19Q: 3 clusters Score -532344.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -532358.125000 Penalty: 2785.611572 Iteration 20F: 3 clusters Score -532358.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -532370.625000 Penalty: 2785.611572 Iteration 21Q: 3 clusters Score -532370.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -532380.812500 Penalty: 2785.611572 Iteration 22Q: 3 clusters Score -532380.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -532390.750000 Penalty: 2785.611572 Iteration 23Q: 3 clusters Score -532390.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -532401.187500 Penalty: 2785.611572 Iteration 24Q: 3 clusters Score -532401.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -532409.062500 Penalty: 2785.611572 Iteration 25Q: 3 clusters Score -532409.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -532414.937500 Penalty: 2785.611572 Iteration 26Q: 3 clusters Score -532414.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -532419.500000 Penalty: 2785.611572 Iteration 27Q: 3 clusters Score -532419.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -532423.250000 Penalty: 2785.611572 Iteration 28Q: 3 clusters Score -532423.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -532425.000000 Penalty: 2785.611572 Iteration 29Q: 3 clusters Score -532425 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -532427.812500 Penalty: 2785.611572 Iteration 30Q: 3 clusters Score -532427.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -532428.375000 Penalty: 2785.611572 Iteration 31Q: 3 clusters Score -532428.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -532432.125000 Penalty: 2785.611572 Iteration 32Q: 3 clusters Score -532432.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -532432.750000 Penalty: 2785.611572 Iteration 33Q: 3 clusters Score -532432.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -532434.125000 Penalty: 2785.611572 Iteration 34Q: 3 clusters Score -532434.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -532434.375000 Penalty: 2785.611572 Iteration 35Q: 3 clusters Score -532434.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -532436.625000 Penalty: 2785.611572 Iteration 36Q: 3 clusters Score -532436.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -532436.250000 Penalty: 2785.611572 Iteration 37Q: 3 clusters Score -532436.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -532436.812500 Penalty: 2785.611572 Iteration 38Q: 3 clusters Score -532436.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -532437.000000 Penalty: 2785.611572 Iteration 39Q: 3 clusters Score -532437 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -532437.187500 Penalty: 2785.611572 Iteration 40F: 3 clusters Score -532437.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -532437.750000 Penalty: 2785.611572 Iteration 41Q: 3 clusters Score -532437.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -532437.625000 Penalty: 2785.611572 Iteration 42Q: 3 clusters Score -532437.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -532437.687500 Penalty: 2785.611572 Iteration 43Q: 3 clusters Score -532437.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -532439.625000 Penalty: 2785.611572 Iteration 44Q: 3 clusters Score -532439.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -532439.937500 Penalty: 2785.611572 Iteration 45Q: 3 clusters Score -532439.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -532440.937500 Penalty: 2785.611572 Iteration 46Q: 3 clusters Score -532440.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -532442.062500 Penalty: 2785.611572 Iteration 47Q: 3 clusters Score -532442.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -532441.625000 Penalty: 2785.611572 Iteration 48Q: 3 clusters Score -532441.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -532444.125000 Penalty: 2785.611572 Iteration 49Q: 3 clusters Score -532444.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -532444.437500 Penalty: 2785.611572 Iteration 50Q: 3 clusters Score -532444.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -532445.062500 Penalty: 2785.611572 Iteration 51Q: 3 clusters Score -532445.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -532446.500000 Penalty: 2785.611572 Iteration 52Q: 3 clusters Score -532446.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -532448.500000 Penalty: 2785.611572 Iteration 53Q: 3 clusters Score -532448.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -532448.750000 Penalty: 2785.611572 Iteration 54Q: 3 clusters Score -532448.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -532448.687500 Penalty: 2785.611572 Iteration 55Q: 3 clusters Score -532448.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -532449.875000 Penalty: 2785.611572 Iteration 56Q: 3 clusters Score -532449.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -532449.812500 Penalty: 2785.611572 Iteration 57Q: 3 clusters Score -532449.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -532449.750000 Penalty: 2785.611572 Iteration 58Q: 3 clusters Score -532449.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -532449.750000 Penalty: 2785.611572 Iteration 59F: 3 clusters Score -532449.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (12989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12989 members Entering Unmasked Estep Score: -1315465.500000 Penalty: 1539.176880 Iteration 0F: 2 clusters Score -1315466 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -1306365.500000 Penalty: 3078.353760 Iteration 0F: 3 clusters Score -1306366 nChanged 5753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -1309563.375000 Penalty: 3078.353760 Iteration 1F: 3 clusters Score -1309563 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -1309997.500000 Penalty: 3078.353760 Iteration 2F: 3 clusters Score -1309998 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7498 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -1310444.500000 Penalty: 3078.353760 Iteration 3F: 3 clusters Score -1310444 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -1310882.000000 Penalty: 3078.353760 Iteration 4F: 3 clusters Score -1310882 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1311341.250000 Penalty: 3078.353760 Iteration 5F: 3 clusters Score -1311341 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -1311793.500000 Penalty: 3078.353760 Iteration 6F: 3 clusters Score -1311794 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -1312227.375000 Penalty: 3078.353760 Iteration 7Q: 3 clusters Score -1312227 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -1312625.250000 Penalty: 3078.353760 Iteration 8Q: 3 clusters Score -1312625 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1312964.875000 Penalty: 3078.353760 Iteration 9Q: 3 clusters Score -1312965 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9074 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -1313221.875000 Penalty: 3078.353760 Iteration 10Q: 3 clusters Score -1313222 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1313378.250000 Penalty: 3078.353760 Iteration 11Q: 3 clusters Score -1313378 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9150 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1313478.000000 Penalty: 3078.353760 Iteration 12Q: 3 clusters Score -1313478 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9214 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -1313555.875000 Penalty: 3078.353760 Iteration 13Q: 3 clusters Score -1313556 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9285 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1313615.250000 Penalty: 3078.353760 Iteration 14Q: 3 clusters Score -1313615 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -1313652.125000 Penalty: 3078.353760 Iteration 15Q: 3 clusters Score -1313652 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9376 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1313684.375000 Penalty: 3078.353760 Iteration 16Q: 3 clusters Score -1313684 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1313704.875000 Penalty: 3078.353760 Iteration 17Q: 3 clusters Score -1313705 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9463 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -1313722.875000 Penalty: 3078.353760 Iteration 18Q: 3 clusters Score -1313723 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1313745.250000 Penalty: 3078.353760 Iteration 19Q: 3 clusters Score -1313745 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1313762.875000 Penalty: 3078.353760 Iteration 20F: 3 clusters Score -1313763 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1313772.875000 Penalty: 3078.353760 Iteration 21Q: 3 clusters Score -1313773 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9605 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -1313786.125000 Penalty: 3078.353760 Iteration 22Q: 3 clusters Score -1313786 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1313791.125000 Penalty: 3078.353760 Iteration 23Q: 3 clusters Score -1313791 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -1313795.500000 Penalty: 3078.353760 Iteration 24Q: 3 clusters Score -1313796 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9654 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -1313794.500000 Penalty: 3078.353760 Iteration 25Q: 3 clusters Score -1313794 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9667 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -1313797.000000 Penalty: 3078.353760 Iteration 26Q: 3 clusters Score -1313797 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9677 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1313801.750000 Penalty: 3078.353760 Iteration 27Q: 3 clusters Score -1313802 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9685 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -1313805.125000 Penalty: 3078.353760 Iteration 28Q: 3 clusters Score -1313805 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9695 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1313807.000000 Penalty: 3078.353760 Iteration 29Q: 3 clusters Score -1313807 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9709 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -1313808.875000 Penalty: 3078.353760 Iteration 30Q: 3 clusters Score -1313809 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9723 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1313810.125000 Penalty: 3078.353760 Iteration 31Q: 3 clusters Score -1313810 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1313813.250000 Penalty: 3078.353760 Iteration 32Q: 3 clusters Score -1313813 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1313816.500000 Penalty: 3078.353760 Iteration 33Q: 3 clusters Score -1313816 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9760 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -1313815.500000 Penalty: 3078.353760 Iteration 34Q: 3 clusters Score -1313816 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1313816.750000 Penalty: 3078.353760 Iteration 35Q: 3 clusters Score -1313817 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1313816.875000 Penalty: 3078.353760 Iteration 36Q: 3 clusters Score -1313817 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1313816.625000 Penalty: 3078.353760 Iteration 37Q: 3 clusters Score -1313817 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -1313814.875000 Penalty: 3078.353760 Iteration 38Q: 3 clusters Score -1313815 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1313817.500000 Penalty: 3078.353760 Iteration 39Q: 3 clusters Score -1313818 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -1313815.750000 Penalty: 3078.353760 Iteration 40F: 3 clusters Score -1313816 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -1313817.375000 Penalty: 3078.353760 Iteration 41Q: 3 clusters Score -1313817 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -1313815.875000 Penalty: 3078.353760 Iteration 42Q: 3 clusters Score -1313816 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -1313816.875000 Penalty: 3078.353760 Iteration 43Q: 3 clusters Score -1313817 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -1313817.500000 Penalty: 3078.353760 Iteration 44Q: 3 clusters Score -1313818 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -1313818.375000 Penalty: 3078.353760 Iteration 45Q: 3 clusters Score -1313818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1313820.375000 Penalty: 3078.353760 Iteration 46Q: 3 clusters Score -1313820 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1313821.875000 Penalty: 3078.353760 Iteration 47Q: 3 clusters Score -1313822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -1313820.000000 Penalty: 3078.353760 Iteration 48Q: 3 clusters Score -1313820 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -1313819.000000 Penalty: 3078.353760 Iteration 49Q: 3 clusters Score -1313819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -1313817.625000 Penalty: 3078.353760 Iteration 50Q: 3 clusters Score -1313818 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -1313818.875000 Penalty: 3078.353760 Iteration 51Q: 3 clusters Score -1313819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -1313818.250000 Penalty: 3078.353760 Iteration 52Q: 3 clusters Score -1313818 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9817 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -1313819.625000 Penalty: 3078.353760 Iteration 53Q: 3 clusters Score -1313820 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -1313819.625000 Penalty: 3078.353760 Iteration 54Q: 3 clusters Score -1313820 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -1313819.625000 Penalty: 3078.353760 Iteration 55F: 3 clusters Score -1313820 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Entering Unmasked Estep Score: -44755.261719 Penalty: 1000.852966 Iteration 0F: 2 clusters Score -44755.26 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 224 members Entering Unmasked Estep Score: -43727.578125 Penalty: 2001.705933 Iteration 0F: 3 clusters Score -43727.58 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -43875.578125 Penalty: 2001.705933 Iteration 1F: 3 clusters Score -43875.58 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -43914.210938 Penalty: 2001.705933 Iteration 2F: 3 clusters Score -43914.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -43930.550781 Penalty: 2001.705933 Iteration 3Q: 3 clusters Score -43930.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -43934.441406 Penalty: 2001.705933 Iteration 4Q: 3 clusters Score -43934.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -43935.960938 Penalty: 2001.705933 Iteration 5Q: 3 clusters Score -43935.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -43942.085938 Penalty: 2001.705933 Iteration 6Q: 3 clusters Score -43942.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -43946.625000 Penalty: 2001.705933 Iteration 7Q: 3 clusters Score -43946.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -43949.722656 Penalty: 2001.705933 Iteration 8Q: 3 clusters Score -43949.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -43954.089844 Penalty: 2001.705933 Iteration 9Q: 3 clusters Score -43954.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -43954.726562 Penalty: 2001.705933 Iteration 10Q: 3 clusters Score -43954.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -43954.726562 Penalty: 2001.705933 Iteration 11F: 3 clusters Score -43954.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (3465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Entering Unmasked Estep Score: -319076.250000 Penalty: 1324.451050 Iteration 0F: 2 clusters Score -319076.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -316127.000000 Penalty: 2648.902100 Iteration 0F: 3 clusters Score -316127 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -317229.281250 Penalty: 2648.902100 Iteration 1F: 3 clusters Score -317229.3 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -317707.687500 Penalty: 2648.902100 Iteration 2F: 3 clusters Score -317707.7 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -318080.875000 Penalty: 2648.902100 Iteration 3F: 3 clusters Score -318080.9 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -318365.468750 Penalty: 2648.902100 Iteration 4F: 3 clusters Score -318365.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -318553.750000 Penalty: 2648.902100 Iteration 5F: 3 clusters Score -318553.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -318683.281250 Penalty: 2648.902100 Iteration 6Q: 3 clusters Score -318683.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -318747.375000 Penalty: 2648.902100 Iteration 7Q: 3 clusters Score -318747.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -318775.156250 Penalty: 2648.902100 Iteration 8Q: 3 clusters Score -318775.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -318789.156250 Penalty: 2648.902100 Iteration 9Q: 3 clusters Score -318789.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -318797.593750 Penalty: 2648.902100 Iteration 10Q: 3 clusters Score -318797.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -318803.406250 Penalty: 2648.902100 Iteration 11Q: 3 clusters Score -318803.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -318808.406250 Penalty: 2648.902100 Iteration 12Q: 3 clusters Score -318808.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -318812.937500 Penalty: 2648.902100 Iteration 13Q: 3 clusters Score -318812.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -318817.031250 Penalty: 2648.902100 Iteration 14Q: 3 clusters Score -318817 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -318818.343750 Penalty: 2648.902100 Iteration 15Q: 3 clusters Score -318818.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -318819.437500 Penalty: 2648.902100 Iteration 16Q: 3 clusters Score -318819.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -318820.250000 Penalty: 2648.902100 Iteration 17Q: 3 clusters Score -318820.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -318821.093750 Penalty: 2648.902100 Iteration 18Q: 3 clusters Score -318821.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -318821.375000 Penalty: 2648.902100 Iteration 19Q: 3 clusters Score -318821.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -318823.500000 Penalty: 2648.902100 Iteration 20F: 3 clusters Score -318823.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -318823.968750 Penalty: 2648.902100 Iteration 21Q: 3 clusters Score -318824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -318824.593750 Penalty: 2648.902100 Iteration 22Q: 3 clusters Score -318824.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -318826.656250 Penalty: 2648.902100 Iteration 23Q: 3 clusters Score -318826.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -318829.437500 Penalty: 2648.902100 Iteration 24Q: 3 clusters Score -318829.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -318830.812500 Penalty: 2648.902100 Iteration 25Q: 3 clusters Score -318830.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -318831.500000 Penalty: 2648.902100 Iteration 26Q: 3 clusters Score -318831.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -318831.906250 Penalty: 2648.902100 Iteration 27Q: 3 clusters Score -318831.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -318831.906250 Penalty: 2648.902100 Iteration 28F: 3 clusters Score -318831.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (4625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Entering Unmasked Estep Score: -467707.093750 Penalty: 1371.375122 Iteration 0F: 2 clusters Score -467707.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -463919.218750 Penalty: 2742.750244 Iteration 0F: 3 clusters Score -463919.2 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -464967.218750 Penalty: 2742.750244 Iteration 1F: 3 clusters Score -464967.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -465136.031250 Penalty: 2742.750244 Iteration 2F: 3 clusters Score -465136 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -465250.156250 Penalty: 2742.750244 Iteration 3F: 3 clusters Score -465250.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -465322.875000 Penalty: 2742.750244 Iteration 4Q: 3 clusters Score -465322.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -465382.500000 Penalty: 2742.750244 Iteration 5Q: 3 clusters Score -465382.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -465426.406250 Penalty: 2742.750244 Iteration 6Q: 3 clusters Score -465426.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -465473.750000 Penalty: 2742.750244 Iteration 7Q: 3 clusters Score -465473.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -465514.125000 Penalty: 2742.750244 Iteration 8Q: 3 clusters Score -465514.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -465540.562500 Penalty: 2742.750244 Iteration 9Q: 3 clusters Score -465540.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -465564.906250 Penalty: 2742.750244 Iteration 10Q: 3 clusters Score -465564.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -465593.062500 Penalty: 2742.750244 Iteration 11Q: 3 clusters Score -465593.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -465625.250000 Penalty: 2742.750244 Iteration 12Q: 3 clusters Score -465625.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -465665.500000 Penalty: 2742.750244 Iteration 13Q: 3 clusters Score -465665.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -465731.781250 Penalty: 2742.750244 Iteration 14Q: 3 clusters Score -465731.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -465851.281250 Penalty: 2742.750244 Iteration 15Q: 3 clusters Score -465851.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -466047.250000 Penalty: 2742.750244 Iteration 16Q: 3 clusters Score -466047.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -466322.843750 Penalty: 2742.750244 Iteration 17Q: 3 clusters Score -466322.8 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -466682.500000 Penalty: 2742.750244 Iteration 18F: 3 clusters Score -466682.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -467082.968750 Penalty: 2742.750244 Iteration 19F: 3 clusters Score -467083 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -467378.562500 Penalty: 2742.750244 Iteration 20F: 3 clusters Score -467378.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -467621.656250 Penalty: 2742.750244 Iteration 21Q: 3 clusters Score -467621.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -467848.281250 Penalty: 2742.750244 Iteration 22Q: 3 clusters Score -467848.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -468035.562500 Penalty: 2742.750244 Iteration 23Q: 3 clusters Score -468035.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -468132.218750 Penalty: 2742.750244 Iteration 24Q: 3 clusters Score -468132.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -468170.843750 Penalty: 2742.750244 Iteration 25Q: 3 clusters Score -468170.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -468188.187500 Penalty: 2742.750244 Iteration 26Q: 3 clusters Score -468188.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -468195.250000 Penalty: 2742.750244 Iteration 27Q: 3 clusters Score -468195.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -468198.156250 Penalty: 2742.750244 Iteration 28Q: 3 clusters Score -468198.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -468198.875000 Penalty: 2742.750244 Iteration 29Q: 3 clusters Score -468198.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -468199.687500 Penalty: 2742.750244 Iteration 30Q: 3 clusters Score -468199.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -468200.375000 Penalty: 2742.750244 Iteration 31Q: 3 clusters Score -468200.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -468200.937500 Penalty: 2742.750244 Iteration 32Q: 3 clusters Score -468200.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -468201.531250 Penalty: 2742.750244 Iteration 33Q: 3 clusters Score -468201.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -468201.531250 Penalty: 2742.750244 Iteration 34F: 3 clusters Score -468201.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 12021 members Mstep: Class 3 contains 161 members Mstep: Class 4 contains 937 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2772 members Mstep: Class 7 contains 3441 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 16314 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 3838 members Mstep: Class 12 contains 4496 members Mstep: Class 13 contains 70662 members Mstep: Class 14 contains 672 members Mstep: Class 15 contains 17495 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 5792 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 1184 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 12826 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 5277 members Mstep: Class 25 contains 12989 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 3465 members Mstep: Class 28 contains 2305 members Mstep: Class 29 contains 4813 members Mstep: Class 30 contains 2320 members Entering Unmasked Estep Score: -22266432.000000 Penalty: 60212.980469 Splitting cluster 28 changes total score from -22266544.000000 to -22266432.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 29 (4813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Entering Unmasked Estep Score: -486671.343750 Penalty: 1377.849731 Iteration 0F: 2 clusters Score -486671.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -482813.906250 Penalty: 2755.699463 Iteration 0F: 3 clusters Score -482813.9 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -483875.000000 Penalty: 2755.699463 Iteration 1F: 3 clusters Score -483875 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -484047.468750 Penalty: 2755.699463 Iteration 2F: 3 clusters Score -484047.5 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -484180.218750 Penalty: 2755.699463 Iteration 3F: 3 clusters Score -484180.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -484294.312500 Penalty: 2755.699463 Iteration 4Q: 3 clusters Score -484294.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -484386.250000 Penalty: 2755.699463 Iteration 5Q: 3 clusters Score -484386.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -484457.062500 Penalty: 2755.699463 Iteration 6Q: 3 clusters Score -484457.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -484530.156250 Penalty: 2755.699463 Iteration 7Q: 3 clusters Score -484530.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -484613.281250 Penalty: 2755.699463 Iteration 8Q: 3 clusters Score -484613.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -484698.843750 Penalty: 2755.699463 Iteration 9Q: 3 clusters Score -484698.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -484794.968750 Penalty: 2755.699463 Iteration 10Q: 3 clusters Score -484795 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -484877.500000 Penalty: 2755.699463 Iteration 11Q: 3 clusters Score -484877.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -484952.875000 Penalty: 2755.699463 Iteration 12Q: 3 clusters Score -484952.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -485028.906250 Penalty: 2755.699463 Iteration 13Q: 3 clusters Score -485028.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -485100.625000 Penalty: 2755.699463 Iteration 14Q: 3 clusters Score -485100.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -485154.437500 Penalty: 2755.699463 Iteration 15Q: 3 clusters Score -485154.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -485206.437500 Penalty: 2755.699463 Iteration 16Q: 3 clusters Score -485206.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -485244.812500 Penalty: 2755.699463 Iteration 17Q: 3 clusters Score -485244.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -485278.093750 Penalty: 2755.699463 Iteration 18Q: 3 clusters Score -485278.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -485311.468750 Penalty: 2755.699463 Iteration 19Q: 3 clusters Score -485311.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -485334.781250 Penalty: 2755.699463 Iteration 20F: 3 clusters Score -485334.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -485348.656250 Penalty: 2755.699463 Iteration 21Q: 3 clusters Score -485348.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -485362.406250 Penalty: 2755.699463 Iteration 22Q: 3 clusters Score -485362.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -485371.906250 Penalty: 2755.699463 Iteration 23Q: 3 clusters Score -485371.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -485385.406250 Penalty: 2755.699463 Iteration 24Q: 3 clusters Score -485385.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -485392.531250 Penalty: 2755.699463 Iteration 25Q: 3 clusters Score -485392.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -485399.281250 Penalty: 2755.699463 Iteration 26Q: 3 clusters Score -485399.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -485404.343750 Penalty: 2755.699463 Iteration 27Q: 3 clusters Score -485404.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -485411.406250 Penalty: 2755.699463 Iteration 28Q: 3 clusters Score -485411.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -485416.750000 Penalty: 2755.699463 Iteration 29Q: 3 clusters Score -485416.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -485418.906250 Penalty: 2755.699463 Iteration 30Q: 3 clusters Score -485418.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -485423.750000 Penalty: 2755.699463 Iteration 31Q: 3 clusters Score -485423.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -485430.843750 Penalty: 2755.699463 Iteration 32Q: 3 clusters Score -485430.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -485435.312500 Penalty: 2755.699463 Iteration 33Q: 3 clusters Score -485435.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -485441.031250 Penalty: 2755.699463 Iteration 34Q: 3 clusters Score -485441 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -485445.812500 Penalty: 2755.699463 Iteration 35Q: 3 clusters Score -485445.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -485449.750000 Penalty: 2755.699463 Iteration 36Q: 3 clusters Score -485449.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -485452.937500 Penalty: 2755.699463 Iteration 37Q: 3 clusters Score -485452.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -485454.781250 Penalty: 2755.699463 Iteration 38Q: 3 clusters Score -485454.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -485458.375000 Penalty: 2755.699463 Iteration 39Q: 3 clusters Score -485458.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -485458.187500 Penalty: 2755.699463 Iteration 40F: 3 clusters Score -485458.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -485459.312500 Penalty: 2755.699463 Iteration 41Q: 3 clusters Score -485459.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -485460.375000 Penalty: 2755.699463 Iteration 42Q: 3 clusters Score -485460.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -485461.375000 Penalty: 2755.699463 Iteration 43Q: 3 clusters Score -485461.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -485461.375000 Penalty: 2755.699463 Iteration 44F: 3 clusters Score -485461.4 nChanged 0 --- Evaluating fit on full set of 693839 points --- Entering Unmasked Estep Score: -66878532.000000 Penalty: 63383.101562 20->30 Clusters: Score -66878532.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 231279 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 11717 members Mstep: Class 3 contains 11534 members Mstep: Class 4 contains 11337 members Mstep: Class 5 contains 11632 members Mstep: Class 6 contains 11348 members Mstep: Class 7 contains 11382 members Mstep: Class 8 contains 11537 members Mstep: Class 9 contains 11544 members Mstep: Class 10 contains 11579 members Mstep: Class 11 contains 11614 members Mstep: Class 12 contains 11332 members Mstep: Class 13 contains 11708 members Mstep: Class 14 contains 11576 members Mstep: Class 15 contains 11558 members Mstep: Class 16 contains 11733 members Mstep: Class 17 contains 11569 members Mstep: Class 18 contains 11544 members Mstep: Class 19 contains 11711 members Mstep: Class 20 contains 11846 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 370.548523 but Gain 2007.097656 Score: -20953742.000000 Penalty: 38134.886719 Iteration 0F: 20 clusters Score -2.095374e+07 nChanged 217932 Entering Unmasked Mstep Mstep: Class 0 contains 243 members Mstep: Class 1 contains 10102 members Mstep: Class 2 contains 20046 members Mstep: Class 3 contains 7151 members Mstep: Class 4 contains 12578 members Mstep: Class 5 contains 8366 members Mstep: Class 7 contains 9941 members Mstep: Class 8 contains 19198 members Mstep: Class 9 contains 8527 members Mstep: Class 10 contains 9413 members Mstep: Class 11 contains 14963 members Mstep: Class 12 contains 12695 members Mstep: Class 13 contains 11451 members Mstep: Class 14 contains 18749 members Mstep: Class 15 contains 10663 members Mstep: Class 16 contains 11983 members Mstep: Class 17 contains 9335 members Mstep: Class 18 contains 15301 members Mstep: Class 19 contains 12951 members Mstep: Class 20 contains 7623 members Entering Unmasked Estep ConsiderDeletion Score: -21669864.000000 Penalty: 38134.886719 Iteration 1F: 20 clusters Score -2.166986e+07 nChanged 86280 Entering Unmasked Mstep Mstep: Class 0 contains 198 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 25754 members Mstep: Class 3 contains 5785 members Mstep: Class 4 contains 9436 members Mstep: Class 5 contains 7144 members Mstep: Class 7 contains 10790 members Mstep: Class 8 contains 24201 members Mstep: Class 9 contains 8834 members Mstep: Class 10 contains 9185 members Mstep: Class 11 contains 16396 members Mstep: Class 12 contains 9749 members Mstep: Class 13 contains 14600 members Mstep: Class 14 contains 24472 members Mstep: Class 15 contains 7321 members Mstep: Class 16 contains 7978 members Mstep: Class 17 contains 7654 members Mstep: Class 18 contains 18142 members Mstep: Class 19 contains 13005 members Mstep: Class 20 contains 2684 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 1676.831055 but Gain 2007.097656 Score: -21849882.000000 Penalty: 36127.789062 Iteration 2F: 19 clusters Score -2.184988e+07 nChanged 59979 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 30942 members Mstep: Class 3 contains 3767 members Mstep: Class 4 contains 6433 members Mstep: Class 5 contains 7349 members Mstep: Class 7 contains 11204 members Mstep: Class 8 contains 29074 members Mstep: Class 9 contains 7493 members Mstep: Class 10 contains 11681 members Mstep: Class 11 contains 13818 members Mstep: Class 12 contains 7607 members Mstep: Class 13 contains 17369 members Mstep: Class 14 contains 27177 members Mstep: Class 15 contains 5828 members Mstep: Class 16 contains 6862 members Mstep: Class 17 contains 5875 members Mstep: Class 18 contains 19627 members Mstep: Class 19 contains 12064 members Entering Unmasked Estep ConsiderDeletion Score: -21947436.000000 Penalty: 36127.789062 Iteration 3F: 19 clusters Score -2.194744e+07 nChanged 44234 Entering Unmasked Mstep Mstep: Class 0 contains 136 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 35896 members Mstep: Class 3 contains 2215 members Mstep: Class 4 contains 3900 members Mstep: Class 5 contains 9122 members Mstep: Class 7 contains 10829 members Mstep: Class 8 contains 38220 members Mstep: Class 9 contains 7137 members Mstep: Class 10 contains 11092 members Mstep: Class 11 contains 10181 members Mstep: Class 12 contains 6424 members Mstep: Class 13 contains 17924 members Mstep: Class 14 contains 28196 members Mstep: Class 15 contains 4747 members Mstep: Class 16 contains 6216 members Mstep: Class 17 contains 4272 members Mstep: Class 18 contains 18687 members Mstep: Class 19 contains 9888 members Entering Unmasked Estep ConsiderDeletion Score: -22011136.000000 Penalty: 36127.789062 Iteration 4F: 19 clusters Score -2.201114e+07 nChanged 36985 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 40419 members Mstep: Class 3 contains 1255 members Mstep: Class 4 contains 2368 members Mstep: Class 5 contains 10889 members Mstep: Class 7 contains 9997 members Mstep: Class 8 contains 48492 members Mstep: Class 9 contains 8350 members Mstep: Class 10 contains 9190 members Mstep: Class 11 contains 7240 members Mstep: Class 12 contains 5742 members Mstep: Class 13 contains 17552 members Mstep: Class 14 contains 27646 members Mstep: Class 15 contains 4146 members Mstep: Class 16 contains 5693 members Mstep: Class 17 contains 3118 members Mstep: Class 18 contains 16090 members Mstep: Class 19 contains 7582 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1143.563232 but Gain 2007.101562 Score: -22057516.000000 Penalty: 34120.687500 Iteration 5F: 18 clusters Score -2.205752e+07 nChanged 29422 Entering Unmasked Mstep Mstep: Class 0 contains 93 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 44519 members Mstep: Class 4 contains 1608 members Mstep: Class 5 contains 11684 members Mstep: Class 7 contains 9704 members Mstep: Class 8 contains 56712 members Mstep: Class 9 contains 9678 members Mstep: Class 10 contains 7618 members Mstep: Class 11 contains 5847 members Mstep: Class 12 contains 5517 members Mstep: Class 13 contains 16924 members Mstep: Class 14 contains 25716 members Mstep: Class 15 contains 3587 members Mstep: Class 16 contains 5261 members Mstep: Class 17 contains 2595 members Mstep: Class 18 contains 13827 members Mstep: Class 19 contains 5696 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 1651.119019 but Gain 2007.097656 Score: -22090548.000000 Penalty: 32113.589844 Iteration 6F: 17 clusters Score -2.209055e+07 nChanged 23943 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 48379 members Mstep: Class 5 contains 11562 members Mstep: Class 7 contains 10190 members Mstep: Class 8 contains 62420 members Mstep: Class 9 contains 10835 members Mstep: Class 10 contains 6826 members Mstep: Class 11 contains 4978 members Mstep: Class 12 contains 5768 members Mstep: Class 13 contains 16123 members Mstep: Class 14 contains 22805 members Mstep: Class 15 contains 3225 members Mstep: Class 16 contains 4971 members Mstep: Class 17 contains 2193 members Mstep: Class 18 contains 12555 members Mstep: Class 19 contains 4246 members Entering Unmasked Estep ConsiderDeletion Score: -22112678.000000 Penalty: 32113.589844 Iteration 7F: 17 clusters Score -2.211268e+07 nChanged 18853 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 51413 members Mstep: Class 5 contains 10974 members Mstep: Class 7 contains 10807 members Mstep: Class 8 contains 65989 members Mstep: Class 9 contains 11879 members Mstep: Class 10 contains 6433 members Mstep: Class 11 contains 4328 members Mstep: Class 12 contains 5901 members Mstep: Class 13 contains 15341 members Mstep: Class 14 contains 19322 members Mstep: Class 15 contains 3270 members Mstep: Class 16 contains 4519 members Mstep: Class 17 contains 2103 members Mstep: Class 18 contains 12114 members Mstep: Class 19 contains 3248 members Entering Unmasked Estep ConsiderDeletion Score: -22129074.000000 Penalty: 32113.589844 Iteration 8F: 17 clusters Score -2.212907e+07 nChanged 16785 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 53987 members Mstep: Class 5 contains 10230 members Mstep: Class 7 contains 11389 members Mstep: Class 8 contains 68190 members Mstep: Class 9 contains 12865 members Mstep: Class 10 contains 6239 members Mstep: Class 11 contains 3940 members Mstep: Class 12 contains 6070 members Mstep: Class 13 contains 14613 members Mstep: Class 14 contains 15786 members Mstep: Class 15 contains 3635 members Mstep: Class 16 contains 4059 members Mstep: Class 17 contains 2046 members Mstep: Class 18 contains 12437 members Mstep: Class 19 contains 2584 members Entering Unmasked Estep ConsiderDeletion Score: -22144652.000000 Penalty: 32113.589844 Iteration 9F: 17 clusters Score -2.214465e+07 nChanged 15304 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 55338 members Mstep: Class 5 contains 9380 members Mstep: Class 7 contains 11949 members Mstep: Class 8 contains 69496 members Mstep: Class 9 contains 13747 members Mstep: Class 10 contains 6144 members Mstep: Class 11 contains 3809 members Mstep: Class 12 contains 6185 members Mstep: Class 13 contains 14016 members Mstep: Class 14 contains 12209 members Mstep: Class 15 contains 4208 members Mstep: Class 16 contains 3555 members Mstep: Class 17 contains 2024 members Mstep: Class 18 contains 14202 members Mstep: Class 19 contains 2121 members Entering Unmasked Estep ConsiderDeletion Score: -22158780.000000 Penalty: 32113.589844 Iteration 10F: 17 clusters Score -2.215878e+07 nChanged 13949 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 55035 members Mstep: Class 5 contains 8559 members Mstep: Class 7 contains 12373 members Mstep: Class 8 contains 70245 members Mstep: Class 9 contains 14525 members Mstep: Class 10 contains 6097 members Mstep: Class 11 contains 3840 members Mstep: Class 12 contains 6274 members Mstep: Class 13 contains 13600 members Mstep: Class 14 contains 8973 members Mstep: Class 15 contains 4797 members Mstep: Class 16 contains 3065 members Mstep: Class 17 contains 2014 members Mstep: Class 18 contains 17274 members Mstep: Class 19 contains 1821 members Entering Unmasked Estep ConsiderDeletion Score: -22169020.000000 Penalty: 32113.589844 Iteration 11F: 17 clusters Score -2.216902e+07 nChanged 12222 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 53354 members Mstep: Class 5 contains 7873 members Mstep: Class 7 contains 12700 members Mstep: Class 8 contains 70898 members Mstep: Class 9 contains 15162 members Mstep: Class 10 contains 6106 members Mstep: Class 11 contains 3948 members Mstep: Class 12 contains 6340 members Mstep: Class 13 contains 13303 members Mstep: Class 14 contains 6437 members Mstep: Class 15 contains 5462 members Mstep: Class 16 contains 2593 members Mstep: Class 17 contains 1998 members Mstep: Class 18 contains 20656 members Mstep: Class 19 contains 1642 members Entering Unmasked Estep ConsiderDeletion Score: -22177198.000000 Penalty: 32113.589844 Iteration 12F: 17 clusters Score -2.21772e+07 nChanged 10499 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 50660 members Mstep: Class 5 contains 7322 members Mstep: Class 7 contains 12831 members Mstep: Class 8 contains 71610 members Mstep: Class 9 contains 15679 members Mstep: Class 10 contains 6109 members Mstep: Class 11 contains 4131 members Mstep: Class 12 contains 6419 members Mstep: Class 13 contains 13116 members Mstep: Class 14 contains 4647 members Mstep: Class 15 contains 6137 members Mstep: Class 16 contains 2178 members Mstep: Class 17 contains 1978 members Mstep: Class 18 contains 24045 members Mstep: Class 19 contains 1536 members Entering Unmasked Estep ConsiderDeletion Score: -22184124.000000 Penalty: 32113.589844 Iteration 13Q: 17 clusters Score -2.218412e+07 nChanged 9578 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 47062 members Mstep: Class 5 contains 6889 members Mstep: Class 7 contains 12824 members Mstep: Class 8 contains 72543 members Mstep: Class 9 contains 16055 members Mstep: Class 10 contains 6109 members Mstep: Class 11 contains 4335 members Mstep: Class 12 contains 6473 members Mstep: Class 13 contains 12993 members Mstep: Class 14 contains 3428 members Mstep: Class 15 contains 6781 members Mstep: Class 16 contains 1826 members Mstep: Class 17 contains 1971 members Mstep: Class 18 contains 27527 members Mstep: Class 19 contains 1465 members Entering Unmasked Estep ConsiderDeletion Score: -22190400.000000 Penalty: 32113.589844 Iteration 14Q: 17 clusters Score -2.21904e+07 nChanged 8750 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 42852 members Mstep: Class 5 contains 6582 members Mstep: Class 7 contains 12763 members Mstep: Class 8 contains 73712 members Mstep: Class 9 contains 16330 members Mstep: Class 10 contains 6111 members Mstep: Class 11 contains 4564 members Mstep: Class 12 contains 6515 members Mstep: Class 13 contains 12899 members Mstep: Class 14 contains 2680 members Mstep: Class 15 contains 7399 members Mstep: Class 16 contains 1507 members Mstep: Class 17 contains 1955 members Mstep: Class 18 contains 30838 members Mstep: Class 19 contains 1453 members Entering Unmasked Estep ConsiderDeletion Score: -22195830.000000 Penalty: 32113.589844 Iteration 15Q: 17 clusters Score -2.219583e+07 nChanged 7996 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 38504 members Mstep: Class 5 contains 6425 members Mstep: Class 7 contains 12620 members Mstep: Class 8 contains 75147 members Mstep: Class 9 contains 16535 members Mstep: Class 10 contains 6103 members Mstep: Class 11 contains 4801 members Mstep: Class 12 contains 6538 members Mstep: Class 13 contains 12843 members Mstep: Class 14 contains 2184 members Mstep: Class 15 contains 7968 members Mstep: Class 16 contains 1275 members Mstep: Class 17 contains 1948 members Mstep: Class 18 contains 33799 members Mstep: Class 19 contains 1422 members Entering Unmasked Estep ConsiderDeletion Score: -22200286.000000 Penalty: 32113.589844 Iteration 16Q: 17 clusters Score -2.220029e+07 nChanged 7033 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 34626 members Mstep: Class 5 contains 6306 members Mstep: Class 7 contains 12407 members Mstep: Class 8 contains 76682 members Mstep: Class 9 contains 16712 members Mstep: Class 10 contains 6110 members Mstep: Class 11 contains 5048 members Mstep: Class 12 contains 6579 members Mstep: Class 13 contains 12800 members Mstep: Class 14 contains 1885 members Mstep: Class 15 contains 8482 members Mstep: Class 16 contains 1082 members Mstep: Class 17 contains 1932 members Mstep: Class 18 contains 36086 members Mstep: Class 19 contains 1382 members Entering Unmasked Estep ConsiderDeletion Score: -22203750.000000 Penalty: 32113.589844 Iteration 17Q: 17 clusters Score -2.220375e+07 nChanged 5878 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 31429 members Mstep: Class 5 contains 6225 members Mstep: Class 7 contains 12203 members Mstep: Class 8 contains 78153 members Mstep: Class 9 contains 16861 members Mstep: Class 10 contains 6105 members Mstep: Class 11 contains 5283 members Mstep: Class 12 contains 6627 members Mstep: Class 13 contains 12767 members Mstep: Class 14 contains 1736 members Mstep: Class 15 contains 8955 members Mstep: Class 16 contains 968 members Mstep: Class 17 contains 1918 members Mstep: Class 18 contains 37609 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -22206222.000000 Penalty: 32113.589844 Iteration 18Q: 17 clusters Score -2.220622e+07 nChanged 4816 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 28898 members Mstep: Class 5 contains 6166 members Mstep: Class 7 contains 11956 members Mstep: Class 8 contains 79554 members Mstep: Class 9 contains 16965 members Mstep: Class 10 contains 6106 members Mstep: Class 11 contains 5506 members Mstep: Class 12 contains 6671 members Mstep: Class 13 contains 12751 members Mstep: Class 14 contains 1632 members Mstep: Class 15 contains 9371 members Mstep: Class 16 contains 890 members Mstep: Class 17 contains 1913 members Mstep: Class 18 contains 38545 members Mstep: Class 19 contains 1326 members Entering Unmasked Estep ConsiderDeletion Score: -22207974.000000 Penalty: 32113.589844 Iteration 19Q: 17 clusters Score -2.220797e+07 nChanged 3996 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 26873 members Mstep: Class 5 contains 6136 members Mstep: Class 7 contains 11722 members Mstep: Class 8 contains 80708 members Mstep: Class 9 contains 17063 members Mstep: Class 10 contains 6098 members Mstep: Class 11 contains 5742 members Mstep: Class 12 contains 6684 members Mstep: Class 13 contains 12737 members Mstep: Class 14 contains 1590 members Mstep: Class 15 contains 9761 members Mstep: Class 16 contains 853 members Mstep: Class 17 contains 1904 members Mstep: Class 18 contains 39119 members Mstep: Class 19 contains 1303 members Entering Unmasked Estep ConsiderDeletion Score: -22210116.000000 Penalty: 32113.589844 Iteration 20F: 17 clusters Score -2.221012e+07 nChanged 3588 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 25220 members Mstep: Class 5 contains 6112 members Mstep: Class 7 contains 11486 members Mstep: Class 8 contains 81616 members Mstep: Class 9 contains 17172 members Mstep: Class 10 contains 6059 members Mstep: Class 11 contains 5950 members Mstep: Class 12 contains 6659 members Mstep: Class 13 contains 12738 members Mstep: Class 14 contains 1556 members Mstep: Class 15 contains 10109 members Mstep: Class 16 contains 846 members Mstep: Class 17 contains 1880 members Mstep: Class 18 contains 39645 members Mstep: Class 19 contains 1294 members Entering Unmasked Estep ConsiderDeletion Score: -22212534.000000 Penalty: 32113.589844 Iteration 21Q: 17 clusters Score -2.221253e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 23948 members Mstep: Class 5 contains 6112 members Mstep: Class 7 contains 11282 members Mstep: Class 8 contains 82346 members Mstep: Class 9 contains 17277 members Mstep: Class 10 contains 6017 members Mstep: Class 11 contains 6153 members Mstep: Class 12 contains 6660 members Mstep: Class 13 contains 12746 members Mstep: Class 14 contains 1513 members Mstep: Class 15 contains 10413 members Mstep: Class 16 contains 746 members Mstep: Class 17 contains 1843 members Mstep: Class 18 contains 40008 members Mstep: Class 19 contains 1294 members Entering Unmasked Estep ConsiderDeletion Score: -22213890.000000 Penalty: 32113.589844 Iteration 22Q: 17 clusters Score -2.221389e+07 nChanged 2798 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 22900 members Mstep: Class 5 contains 6103 members Mstep: Class 7 contains 11100 members Mstep: Class 8 contains 82954 members Mstep: Class 9 contains 17355 members Mstep: Class 10 contains 5992 members Mstep: Class 11 contains 6342 members Mstep: Class 12 contains 6657 members Mstep: Class 13 contains 12742 members Mstep: Class 14 contains 1512 members Mstep: Class 15 contains 10687 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 1801 members Mstep: Class 18 contains 40247 members Mstep: Class 19 contains 1311 members Entering Unmasked Estep ConsiderDeletion Score: -22215118.000000 Penalty: 32113.589844 Iteration 23Q: 17 clusters Score -2.221512e+07 nChanged 2373 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 22055 members Mstep: Class 5 contains 6094 members Mstep: Class 7 contains 10934 members Mstep: Class 8 contains 83425 members Mstep: Class 9 contains 17451 members Mstep: Class 10 contains 5979 members Mstep: Class 11 contains 6487 members Mstep: Class 12 contains 6650 members Mstep: Class 13 contains 12733 members Mstep: Class 14 contains 1513 members Mstep: Class 15 contains 10921 members Mstep: Class 16 contains 677 members Mstep: Class 17 contains 1764 members Mstep: Class 18 contains 40428 members Mstep: Class 19 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -22216012.000000 Penalty: 32113.589844 Iteration 24Q: 17 clusters Score -2.221601e+07 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 21336 members Mstep: Class 5 contains 6090 members Mstep: Class 7 contains 10812 members Mstep: Class 8 contains 83789 members Mstep: Class 9 contains 17548 members Mstep: Class 10 contains 5965 members Mstep: Class 11 contains 6627 members Mstep: Class 12 contains 6620 members Mstep: Class 13 contains 12715 members Mstep: Class 14 contains 1522 members Mstep: Class 15 contains 11124 members Mstep: Class 16 contains 669 members Mstep: Class 17 contains 1722 members Mstep: Class 18 contains 40602 members Mstep: Class 19 contains 1308 members Entering Unmasked Estep ConsiderDeletion Score: -22216716.000000 Penalty: 32113.589844 Iteration 25Q: 17 clusters Score -2.221672e+07 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 20736 members Mstep: Class 5 contains 6093 members Mstep: Class 7 contains 10692 members Mstep: Class 8 contains 84052 members Mstep: Class 9 contains 17619 members Mstep: Class 10 contains 5957 members Mstep: Class 11 contains 6759 members Mstep: Class 12 contains 6574 members Mstep: Class 13 contains 12706 members Mstep: Class 14 contains 1541 members Mstep: Class 15 contains 11345 members Mstep: Class 16 contains 667 members Mstep: Class 17 contains 1711 members Mstep: Class 18 contains 40740 members Mstep: Class 19 contains 1274 members Entering Unmasked Estep ConsiderDeletion Score: -22217212.000000 Penalty: 32113.589844 Iteration 26Q: 17 clusters Score -2.221721e+07 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 20278 members Mstep: Class 5 contains 6075 members Mstep: Class 7 contains 10606 members Mstep: Class 8 contains 84251 members Mstep: Class 9 contains 17686 members Mstep: Class 10 contains 5948 members Mstep: Class 11 contains 6860 members Mstep: Class 12 contains 6555 members Mstep: Class 13 contains 12689 members Mstep: Class 14 contains 1552 members Mstep: Class 15 contains 11538 members Mstep: Class 16 contains 669 members Mstep: Class 17 contains 1700 members Mstep: Class 18 contains 40826 members Mstep: Class 19 contains 1256 members Entering Unmasked Estep ConsiderDeletion Score: -22217684.000000 Penalty: 32113.589844 Iteration 27Q: 17 clusters Score -2.221768e+07 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 19921 members Mstep: Class 5 contains 6086 members Mstep: Class 7 contains 10542 members Mstep: Class 8 contains 84314 members Mstep: Class 9 contains 17728 members Mstep: Class 10 contains 5946 members Mstep: Class 11 contains 6945 members Mstep: Class 12 contains 6534 members Mstep: Class 13 contains 12679 members Mstep: Class 14 contains 1579 members Mstep: Class 15 contains 11734 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 1688 members Mstep: Class 18 contains 40890 members Mstep: Class 19 contains 1247 members Entering Unmasked Estep ConsiderDeletion Score: -22218004.000000 Penalty: 32113.589844 Iteration 28Q: 17 clusters Score -2.2218e+07 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 19646 members Mstep: Class 5 contains 6059 members Mstep: Class 7 contains 10509 members Mstep: Class 8 contains 84324 members Mstep: Class 9 contains 17750 members Mstep: Class 10 contains 5947 members Mstep: Class 11 contains 7019 members Mstep: Class 12 contains 6518 members Mstep: Class 13 contains 12680 members Mstep: Class 14 contains 1611 members Mstep: Class 15 contains 11937 members Mstep: Class 16 contains 670 members Mstep: Class 17 contains 1684 members Mstep: Class 18 contains 40935 members Mstep: Class 19 contains 1236 members Entering Unmasked Estep ConsiderDeletion Score: -22218166.000000 Penalty: 32113.589844 Iteration 29Q: 17 clusters Score -2.221817e+07 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 19386 members Mstep: Class 5 contains 6014 members Mstep: Class 7 contains 10485 members Mstep: Class 8 contains 84345 members Mstep: Class 9 contains 17775 members Mstep: Class 10 contains 5945 members Mstep: Class 11 contains 7077 members Mstep: Class 12 contains 6505 members Mstep: Class 13 contains 12682 members Mstep: Class 14 contains 1655 members Mstep: Class 15 contains 12118 members Mstep: Class 16 contains 669 members Mstep: Class 17 contains 1683 members Mstep: Class 18 contains 40967 members Mstep: Class 19 contains 1240 members Entering Unmasked Estep ConsiderDeletion Score: -22218338.000000 Penalty: 32113.589844 Iteration 30Q: 17 clusters Score -2.221834e+07 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 19145 members Mstep: Class 5 contains 5970 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 84302 members Mstep: Class 9 contains 17798 members Mstep: Class 10 contains 5943 members Mstep: Class 11 contains 7129 members Mstep: Class 12 contains 6543 members Mstep: Class 13 contains 12677 members Mstep: Class 14 contains 1717 members Mstep: Class 15 contains 12282 members Mstep: Class 16 contains 669 members Mstep: Class 17 contains 1679 members Mstep: Class 18 contains 40991 members Mstep: Class 19 contains 1235 members Entering Unmasked Estep ConsiderDeletion Score: -22218650.000000 Penalty: 32113.589844 Iteration 31Q: 17 clusters Score -2.221865e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 18932 members Mstep: Class 5 contains 5938 members Mstep: Class 7 contains 10464 members Mstep: Class 8 contains 84275 members Mstep: Class 9 contains 17819 members Mstep: Class 10 contains 5942 members Mstep: Class 11 contains 7166 members Mstep: Class 12 contains 6582 members Mstep: Class 13 contains 12686 members Mstep: Class 14 contains 1777 members Mstep: Class 15 contains 12433 members Mstep: Class 16 contains 667 members Mstep: Class 17 contains 1678 members Mstep: Class 18 contains 41016 members Mstep: Class 19 contains 1223 members Entering Unmasked Estep ConsiderDeletion Score: -22218896.000000 Penalty: 32113.589844 Iteration 32Q: 17 clusters Score -2.22189e+07 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 18716 members Mstep: Class 5 contains 5896 members Mstep: Class 7 contains 10471 members Mstep: Class 8 contains 84243 members Mstep: Class 9 contains 17848 members Mstep: Class 10 contains 5936 members Mstep: Class 11 contains 7188 members Mstep: Class 12 contains 6606 members Mstep: Class 13 contains 12682 members Mstep: Class 14 contains 1845 members Mstep: Class 15 contains 12593 members Mstep: Class 16 contains 667 members Mstep: Class 17 contains 1678 members Mstep: Class 18 contains 41034 members Mstep: Class 19 contains 1210 members Entering Unmasked Estep ConsiderDeletion Score: -22219232.000000 Penalty: 32113.589844 Iteration 33Q: 17 clusters Score -2.221923e+07 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 18527 members Mstep: Class 5 contains 5826 members Mstep: Class 7 contains 10509 members Mstep: Class 8 contains 84211 members Mstep: Class 9 contains 17860 members Mstep: Class 10 contains 5933 members Mstep: Class 11 contains 7199 members Mstep: Class 12 contains 6627 members Mstep: Class 13 contains 12677 members Mstep: Class 14 contains 1914 members Mstep: Class 15 contains 12744 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 1678 members Mstep: Class 18 contains 41053 members Mstep: Class 19 contains 1201 members Entering Unmasked Estep ConsiderDeletion Score: -22219442.000000 Penalty: 32113.589844 Iteration 34Q: 17 clusters Score -2.221944e+07 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 18379 members Mstep: Class 5 contains 5754 members Mstep: Class 7 contains 10538 members Mstep: Class 8 contains 84150 members Mstep: Class 9 contains 17863 members Mstep: Class 10 contains 5929 members Mstep: Class 11 contains 7208 members Mstep: Class 12 contains 6649 members Mstep: Class 13 contains 12677 members Mstep: Class 14 contains 1960 members Mstep: Class 15 contains 12914 members Mstep: Class 16 contains 665 members Mstep: Class 17 contains 1677 members Mstep: Class 18 contains 41069 members Mstep: Class 19 contains 1200 members Entering Unmasked Estep ConsiderDeletion Score: -22219690.000000 Penalty: 32113.589844 Iteration 35Q: 17 clusters Score -2.221969e+07 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 18236 members Mstep: Class 5 contains 5686 members Mstep: Class 7 contains 10567 members Mstep: Class 8 contains 84088 members Mstep: Class 9 contains 17863 members Mstep: Class 10 contains 5921 members Mstep: Class 11 contains 7221 members Mstep: Class 12 contains 6661 members Mstep: Class 13 contains 12672 members Mstep: Class 14 contains 2008 members Mstep: Class 15 contains 13088 members Mstep: Class 16 contains 670 members Mstep: Class 17 contains 1675 members Mstep: Class 18 contains 41080 members Mstep: Class 19 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -22220076.000000 Penalty: 32113.589844 Iteration 36Q: 17 clusters Score -2.222008e+07 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 18108 members Mstep: Class 5 contains 5608 members Mstep: Class 7 contains 10611 members Mstep: Class 8 contains 84050 members Mstep: Class 9 contains 17859 members Mstep: Class 10 contains 5915 members Mstep: Class 11 contains 7209 members Mstep: Class 12 contains 6663 members Mstep: Class 13 contains 12673 members Mstep: Class 14 contains 2064 members Mstep: Class 15 contains 13250 members Mstep: Class 16 contains 673 members Mstep: Class 17 contains 1675 members Mstep: Class 18 contains 41090 members Mstep: Class 19 contains 1195 members Entering Unmasked Estep ConsiderDeletion Score: -22220252.000000 Penalty: 32113.589844 Iteration 37Q: 17 clusters Score -2.222025e+07 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 17982 members Mstep: Class 5 contains 5543 members Mstep: Class 7 contains 10637 members Mstep: Class 8 contains 83999 members Mstep: Class 9 contains 17852 members Mstep: Class 10 contains 5907 members Mstep: Class 11 contains 7200 members Mstep: Class 12 contains 6673 members Mstep: Class 13 contains 12665 members Mstep: Class 14 contains 2132 members Mstep: Class 15 contains 13420 members Mstep: Class 16 contains 676 members Mstep: Class 17 contains 1674 members Mstep: Class 18 contains 41101 members Mstep: Class 19 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -22220442.000000 Penalty: 32113.589844 Iteration 38Q: 17 clusters Score -2.222044e+07 nChanged 728 Entering ConstructFrom: Score: -22220442.000000 Penalty: 32113.589844 Entering ConstructFrom: Trying to split cluster 1 (2578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Entering Unmasked Estep Score: -244236.218750 Penalty: 1276.400024 Iteration 0F: 2 clusters Score -244236.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -241786.578125 Penalty: 2552.800049 Iteration 0F: 3 clusters Score -241786.6 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -242349.656250 Penalty: 2552.800049 Iteration 1F: 3 clusters Score -242349.7 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -242509.515625 Penalty: 2552.800049 Iteration 2F: 3 clusters Score -242509.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -242606.984375 Penalty: 2552.800049 Iteration 3F: 3 clusters Score -242607 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -242687.265625 Penalty: 2552.800049 Iteration 4Q: 3 clusters Score -242687.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -242759.312500 Penalty: 2552.800049 Iteration 5Q: 3 clusters Score -242759.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -242821.937500 Penalty: 2552.800049 Iteration 6Q: 3 clusters Score -242821.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -242899.562500 Penalty: 2552.800049 Iteration 7Q: 3 clusters Score -242899.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -242980.343750 Penalty: 2552.800049 Iteration 8Q: 3 clusters Score -242980.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -243056.015625 Penalty: 2552.800049 Iteration 9Q: 3 clusters Score -243056 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -243116.390625 Penalty: 2552.800049 Iteration 10Q: 3 clusters Score -243116.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -243163.953125 Penalty: 2552.800049 Iteration 11Q: 3 clusters Score -243164 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -243225.031250 Penalty: 2552.800049 Iteration 12Q: 3 clusters Score -243225 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -243264.015625 Penalty: 2552.800049 Iteration 13Q: 3 clusters Score -243264 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -243296.953125 Penalty: 2552.800049 Iteration 14Q: 3 clusters Score -243297 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -243319.062500 Penalty: 2552.800049 Iteration 15Q: 3 clusters Score -243319.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -243338.312500 Penalty: 2552.800049 Iteration 16Q: 3 clusters Score -243338.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -243346.625000 Penalty: 2552.800049 Iteration 17Q: 3 clusters Score -243346.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -243351.046875 Penalty: 2552.800049 Iteration 18Q: 3 clusters Score -243351 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -243357.312500 Penalty: 2552.800049 Iteration 19Q: 3 clusters Score -243357.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -243364.218750 Penalty: 2552.800049 Iteration 20F: 3 clusters Score -243364.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -243368.828125 Penalty: 2552.800049 Iteration 21Q: 3 clusters Score -243368.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -243370.593750 Penalty: 2552.800049 Iteration 22Q: 3 clusters Score -243370.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -243371.953125 Penalty: 2552.800049 Iteration 23Q: 3 clusters Score -243372 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -243372.296875 Penalty: 2552.800049 Iteration 24Q: 3 clusters Score -243372.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -243374.062500 Penalty: 2552.800049 Iteration 25Q: 3 clusters Score -243374.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -243376.359375 Penalty: 2552.800049 Iteration 26Q: 3 clusters Score -243376.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -243378.031250 Penalty: 2552.800049 Iteration 27Q: 3 clusters Score -243378 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -243378.812500 Penalty: 2552.800049 Iteration 28Q: 3 clusters Score -243378.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -243378.812500 Penalty: 2552.800049 Iteration 29F: 3 clusters Score -243378.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (17854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17854 members Entering Unmasked Estep Score: -1670504.250000 Penalty: 1590.872192 Iteration 0F: 2 clusters Score -1670504 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -1658244.250000 Penalty: 3181.744385 Iteration 0F: 3 clusters Score -1658244 nChanged 7991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9336 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -1662615.000000 Penalty: 3181.744385 Iteration 1F: 3 clusters Score -1662615 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -1663249.250000 Penalty: 3181.744385 Iteration 2F: 3 clusters Score -1663249 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -1664269.750000 Penalty: 3181.744385 Iteration 3F: 3 clusters Score -1664270 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 7127 members Entering Unmasked Estep Score: -1666213.875000 Penalty: 3181.744385 Iteration 4F: 3 clusters Score -1666214 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11724 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -1669282.625000 Penalty: 3181.744385 Iteration 5F: 3 clusters Score -1669283 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12678 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -1672134.750000 Penalty: 3181.744385 Iteration 6F: 3 clusters Score -1672135 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13126 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1673088.000000 Penalty: 3181.744385 Iteration 7F: 3 clusters Score -1673088 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13114 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1673344.000000 Penalty: 3181.744385 Iteration 8Q: 3 clusters Score -1673344 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13005 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -1673430.500000 Penalty: 3181.744385 Iteration 9Q: 3 clusters Score -1673430 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12885 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -1673469.500000 Penalty: 3181.744385 Iteration 10Q: 3 clusters Score -1673470 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -1673499.500000 Penalty: 3181.744385 Iteration 11Q: 3 clusters Score -1673500 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12697 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -1673523.750000 Penalty: 3181.744385 Iteration 12Q: 3 clusters Score -1673524 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12619 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -1673534.750000 Penalty: 3181.744385 Iteration 13Q: 3 clusters Score -1673535 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12565 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -1673544.875000 Penalty: 3181.744385 Iteration 14Q: 3 clusters Score -1673545 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12522 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -1673552.000000 Penalty: 3181.744385 Iteration 15Q: 3 clusters Score -1673552 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12483 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -1673555.625000 Penalty: 3181.744385 Iteration 16Q: 3 clusters Score -1673556 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12457 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1673560.500000 Penalty: 3181.744385 Iteration 17Q: 3 clusters Score -1673560 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12431 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -1673558.125000 Penalty: 3181.744385 Iteration 18Q: 3 clusters Score -1673558 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12398 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -1673564.250000 Penalty: 3181.744385 Iteration 19Q: 3 clusters Score -1673564 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12374 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -1673565.875000 Penalty: 3181.744385 Iteration 20F: 3 clusters Score -1673566 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -1673574.125000 Penalty: 3181.744385 Iteration 21Q: 3 clusters Score -1673574 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12342 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -1673575.125000 Penalty: 3181.744385 Iteration 22Q: 3 clusters Score -1673575 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12333 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -1673575.750000 Penalty: 3181.744385 Iteration 23Q: 3 clusters Score -1673576 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12326 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -1673576.125000 Penalty: 3181.744385 Iteration 24Q: 3 clusters Score -1673576 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12318 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -1673579.625000 Penalty: 3181.744385 Iteration 25Q: 3 clusters Score -1673580 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12310 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -1673578.625000 Penalty: 3181.744385 Iteration 26Q: 3 clusters Score -1673579 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1673573.875000 Penalty: 3181.744385 Iteration 27Q: 3 clusters Score -1673574 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12288 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -1673575.875000 Penalty: 3181.744385 Iteration 28Q: 3 clusters Score -1673576 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12276 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1673576.625000 Penalty: 3181.744385 Iteration 29Q: 3 clusters Score -1673577 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -1673579.625000 Penalty: 3181.744385 Iteration 30Q: 3 clusters Score -1673580 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12260 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -1673585.000000 Penalty: 3181.744385 Iteration 31Q: 3 clusters Score -1673585 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -1673580.375000 Penalty: 3181.744385 Iteration 32Q: 3 clusters Score -1673580 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -1673579.750000 Penalty: 3181.744385 Iteration 33Q: 3 clusters Score -1673580 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12248 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -1673579.625000 Penalty: 3181.744385 Iteration 34Q: 3 clusters Score -1673580 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12247 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -1673581.250000 Penalty: 3181.744385 Iteration 35Q: 3 clusters Score -1673581 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1673581.375000 Penalty: 3181.744385 Iteration 36Q: 3 clusters Score -1673581 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1673581.375000 Penalty: 3181.744385 Iteration 37F: 3 clusters Score -1673581 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 12246 members Mstep: Class 3 contains 5608 members Mstep: Class 5 contains 5529 members Mstep: Class 7 contains 10608 members Mstep: Class 8 contains 83970 members Mstep: Class 9 contains 17844 members Mstep: Class 10 contains 5902 members Mstep: Class 11 contains 7193 members Mstep: Class 12 contains 6671 members Mstep: Class 13 contains 12653 members Mstep: Class 14 contains 2191 members Mstep: Class 15 contains 13593 members Mstep: Class 16 contains 677 members Mstep: Class 17 contains 1674 members Mstep: Class 18 contains 41107 members Mstep: Class 19 contains 1193 members Entering Unmasked Estep Score: -22223252.000000 Penalty: 34120.687500 Splitting cluster 2 changes total score from -22220442.000000 to -22223252.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 5 (5529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Entering Unmasked Estep Score: -543641.250000 Penalty: 1400.386475 Iteration 0F: 2 clusters Score -543641.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -539356.187500 Penalty: 2800.772949 Iteration 0F: 3 clusters Score -539356.2 nChanged 2263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -540933.250000 Penalty: 2800.772949 Iteration 1F: 3 clusters Score -540933.2 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -541522.750000 Penalty: 2800.772949 Iteration 2F: 3 clusters Score -541522.8 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -542214.187500 Penalty: 2800.772949 Iteration 3F: 3 clusters Score -542214.2 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -542878.750000 Penalty: 2800.772949 Iteration 4F: 3 clusters Score -542878.8 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -543387.875000 Penalty: 2800.772949 Iteration 5F: 3 clusters Score -543387.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -543766.750000 Penalty: 2800.772949 Iteration 6F: 3 clusters Score -543766.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -544122.937500 Penalty: 2800.772949 Iteration 7Q: 3 clusters Score -544122.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -544386.375000 Penalty: 2800.772949 Iteration 8Q: 3 clusters Score -544386.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -544464.750000 Penalty: 2800.772949 Iteration 9Q: 3 clusters Score -544464.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -544487.875000 Penalty: 2800.772949 Iteration 10Q: 3 clusters Score -544487.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -544495.750000 Penalty: 2800.772949 Iteration 11Q: 3 clusters Score -544495.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -544499.937500 Penalty: 2800.772949 Iteration 12Q: 3 clusters Score -544499.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -544504.375000 Penalty: 2800.772949 Iteration 13Q: 3 clusters Score -544504.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -544507.000000 Penalty: 2800.772949 Iteration 14Q: 3 clusters Score -544507 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -544507.312500 Penalty: 2800.772949 Iteration 15Q: 3 clusters Score -544507.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -544507.437500 Penalty: 2800.772949 Iteration 16Q: 3 clusters Score -544507.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -544507.937500 Penalty: 2800.772949 Iteration 17Q: 3 clusters Score -544507.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -544507.937500 Penalty: 2800.772949 Iteration 18F: 3 clusters Score -544507.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 12246 members Mstep: Class 3 contains 5608 members Mstep: Class 4 contains 1681 members Mstep: Class 5 contains 3848 members Mstep: Class 7 contains 10608 members Mstep: Class 8 contains 83970 members Mstep: Class 9 contains 17844 members Mstep: Class 10 contains 5902 members Mstep: Class 11 contains 7193 members Mstep: Class 12 contains 6671 members Mstep: Class 13 contains 12653 members Mstep: Class 14 contains 2191 members Mstep: Class 15 contains 13593 members Mstep: Class 16 contains 677 members Mstep: Class 17 contains 1674 members Mstep: Class 18 contains 41107 members Mstep: Class 19 contains 1193 members Entering Unmasked Estep Score: -22223478.000000 Penalty: 36127.789062 Splitting cluster 5 changes total score from -22220442.000000 to -22223478.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 7 (10608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10608 members Entering Unmasked Estep Score: -1052356.500000 Penalty: 1506.271606 Iteration 0F: 2 clusters Score -1052356 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -1044690.937500 Penalty: 3012.543213 Iteration 0F: 3 clusters Score -1044691 nChanged 4663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1047398.250000 Penalty: 3012.543213 Iteration 1F: 3 clusters Score -1047398 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1047810.937500 Penalty: 3012.543213 Iteration 2F: 3 clusters Score -1047811 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -1048248.937500 Penalty: 3012.543213 Iteration 3F: 3 clusters Score -1048249 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -1048743.500000 Penalty: 3012.543213 Iteration 4F: 3 clusters Score -1048744 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1049241.750000 Penalty: 3012.543213 Iteration 5F: 3 clusters Score -1049242 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -1049675.875000 Penalty: 3012.543213 Iteration 6F: 3 clusters Score -1049676 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1049999.125000 Penalty: 3012.543213 Iteration 7Q: 3 clusters Score -1049999 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1050229.875000 Penalty: 3012.543213 Iteration 8Q: 3 clusters Score -1050230 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -1050390.125000 Penalty: 3012.543213 Iteration 9Q: 3 clusters Score -1050390 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1050509.625000 Penalty: 3012.543213 Iteration 10Q: 3 clusters Score -1050510 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1050602.625000 Penalty: 3012.543213 Iteration 11Q: 3 clusters Score -1050603 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -1050672.625000 Penalty: 3012.543213 Iteration 12Q: 3 clusters Score -1050673 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -1050725.250000 Penalty: 3012.543213 Iteration 13Q: 3 clusters Score -1050725 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1050752.875000 Penalty: 3012.543213 Iteration 14Q: 3 clusters Score -1050753 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1050777.875000 Penalty: 3012.543213 Iteration 15Q: 3 clusters Score -1050778 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -1050788.750000 Penalty: 3012.543213 Iteration 16Q: 3 clusters Score -1050789 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -1050798.500000 Penalty: 3012.543213 Iteration 17Q: 3 clusters Score -1050798 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -1050808.500000 Penalty: 3012.543213 Iteration 18Q: 3 clusters Score -1050808 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -1050826.875000 Penalty: 3012.543213 Iteration 19Q: 3 clusters Score -1050827 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1050841.000000 Penalty: 3012.543213 Iteration 20F: 3 clusters Score -1050841 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -1050866.125000 Penalty: 3012.543213 Iteration 21Q: 3 clusters Score -1050866 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -1050884.875000 Penalty: 3012.543213 Iteration 22Q: 3 clusters Score -1050885 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1050906.000000 Penalty: 3012.543213 Iteration 23Q: 3 clusters Score -1050906 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1050920.750000 Penalty: 3012.543213 Iteration 24Q: 3 clusters Score -1050921 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -1050939.750000 Penalty: 3012.543213 Iteration 25Q: 3 clusters Score -1050940 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1050963.250000 Penalty: 3012.543213 Iteration 26Q: 3 clusters Score -1050963 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1050987.625000 Penalty: 3012.543213 Iteration 27Q: 3 clusters Score -1050988 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1051009.750000 Penalty: 3012.543213 Iteration 28Q: 3 clusters Score -1051010 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1051032.500000 Penalty: 3012.543213 Iteration 29Q: 3 clusters Score -1051032 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -1051050.250000 Penalty: 3012.543213 Iteration 30Q: 3 clusters Score -1051050 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -1051064.875000 Penalty: 3012.543213 Iteration 31Q: 3 clusters Score -1051065 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1051082.000000 Penalty: 3012.543213 Iteration 32Q: 3 clusters Score -1051082 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -1051093.000000 Penalty: 3012.543213 Iteration 33Q: 3 clusters Score -1051093 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1051101.000000 Penalty: 3012.543213 Iteration 34Q: 3 clusters Score -1051101 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -1051112.375000 Penalty: 3012.543213 Iteration 35Q: 3 clusters Score -1051112 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -1051121.625000 Penalty: 3012.543213 Iteration 36Q: 3 clusters Score -1051122 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -1051137.500000 Penalty: 3012.543213 Iteration 37Q: 3 clusters Score -1051138 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1051147.250000 Penalty: 3012.543213 Iteration 38Q: 3 clusters Score -1051147 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1051164.375000 Penalty: 3012.543213 Iteration 39Q: 3 clusters Score -1051164 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1051175.625000 Penalty: 3012.543213 Iteration 40F: 3 clusters Score -1051176 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -1051183.875000 Penalty: 3012.543213 Iteration 41Q: 3 clusters Score -1051184 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1051188.625000 Penalty: 3012.543213 Iteration 42Q: 3 clusters Score -1051189 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1051189.375000 Penalty: 3012.543213 Iteration 43Q: 3 clusters Score -1051189 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1051197.375000 Penalty: 3012.543213 Iteration 44Q: 3 clusters Score -1051197 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -1051203.375000 Penalty: 3012.543213 Iteration 45Q: 3 clusters Score -1051203 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -1051210.750000 Penalty: 3012.543213 Iteration 46Q: 3 clusters Score -1051211 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -1051216.000000 Penalty: 3012.543213 Iteration 47Q: 3 clusters Score -1051216 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1051219.125000 Penalty: 3012.543213 Iteration 48Q: 3 clusters Score -1051219 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -1051224.375000 Penalty: 3012.543213 Iteration 49Q: 3 clusters Score -1051224 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -1051224.750000 Penalty: 3012.543213 Iteration 50Q: 3 clusters Score -1051225 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -1051229.000000 Penalty: 3012.543213 Iteration 51Q: 3 clusters Score -1051229 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1051228.625000 Penalty: 3012.543213 Iteration 52Q: 3 clusters Score -1051229 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1051230.000000 Penalty: 3012.543213 Iteration 53Q: 3 clusters Score -1051230 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -1051229.625000 Penalty: 3012.543213 Iteration 54Q: 3 clusters Score -1051230 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -1051230.375000 Penalty: 3012.543213 Iteration 55Q: 3 clusters Score -1051230 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -1051231.375000 Penalty: 3012.543213 Iteration 56Q: 3 clusters Score -1051231 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -1051235.500000 Penalty: 3012.543213 Iteration 57Q: 3 clusters Score -1051236 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -1051236.125000 Penalty: 3012.543213 Iteration 58Q: 3 clusters Score -1051236 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -1051238.375000 Penalty: 3012.543213 Iteration 59Q: 3 clusters Score -1051238 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1051240.250000 Penalty: 3012.543213 Iteration 60F: 3 clusters Score -1051240 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1051239.375000 Penalty: 3012.543213 Iteration 61Q: 3 clusters Score -1051239 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -1051242.000000 Penalty: 3012.543213 Iteration 62Q: 3 clusters Score -1051242 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -1051241.500000 Penalty: 3012.543213 Iteration 63Q: 3 clusters Score -1051242 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -1051241.500000 Penalty: 3012.543213 Iteration 64Q: 3 clusters Score -1051242 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1051242.750000 Penalty: 3012.543213 Iteration 65Q: 3 clusters Score -1051243 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1051242.500000 Penalty: 3012.543213 Iteration 66Q: 3 clusters Score -1051242 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -1051244.625000 Penalty: 3012.543213 Iteration 67Q: 3 clusters Score -1051245 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1051245.875000 Penalty: 3012.543213 Iteration 68Q: 3 clusters Score -1051246 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1051245.500000 Penalty: 3012.543213 Iteration 69Q: 3 clusters Score -1051246 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1051247.000000 Penalty: 3012.543213 Iteration 70Q: 3 clusters Score -1051247 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -1051247.125000 Penalty: 3012.543213 Iteration 71Q: 3 clusters Score -1051247 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1051245.625000 Penalty: 3012.543213 Iteration 72Q: 3 clusters Score -1051246 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1051247.250000 Penalty: 3012.543213 Iteration 73Q: 3 clusters Score -1051247 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1051248.000000 Penalty: 3012.543213 Iteration 74Q: 3 clusters Score -1051248 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -1051247.875000 Penalty: 3012.543213 Iteration 75Q: 3 clusters Score -1051248 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1051247.125000 Penalty: 3012.543213 Iteration 76Q: 3 clusters Score -1051247 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1051247.125000 Penalty: 3012.543213 Iteration 77F: 3 clusters Score -1051247 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (83970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83970 members Entering Unmasked Estep Score: -8252689.500000 Penalty: 1842.459961 Iteration 0F: 2 clusters Score -8252690 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42057 members Mstep: Class 2 contains 41913 members Entering Unmasked Estep Score: -8196958.000000 Penalty: 3684.919922 Iteration 0F: 3 clusters Score -8196958 nChanged 39713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42900 members Mstep: Class 2 contains 41070 members Entering Unmasked Estep Score: -8220825.000000 Penalty: 3684.919922 Iteration 1F: 3 clusters Score -8220825 nChanged 4394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43634 members Mstep: Class 2 contains 40336 members Entering Unmasked Estep Score: -8223385.500000 Penalty: 3684.919922 Iteration 2F: 3 clusters Score -8223386 nChanged 5457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44919 members Mstep: Class 2 contains 39051 members Entering Unmasked Estep Score: -8227662.000000 Penalty: 3684.919922 Iteration 3F: 3 clusters Score -8227662 nChanged 6638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46841 members Mstep: Class 2 contains 37129 members Entering Unmasked Estep Score: -8234335.000000 Penalty: 3684.919922 Iteration 4F: 3 clusters Score -8234335 nChanged 7418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49403 members Mstep: Class 2 contains 34567 members Entering Unmasked Estep Score: -8242392.500000 Penalty: 3684.919922 Iteration 5F: 3 clusters Score -8242392 nChanged 6335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52324 members Mstep: Class 2 contains 31646 members Entering Unmasked Estep Score: -8247865.000000 Penalty: 3684.919922 Iteration 6F: 3 clusters Score -8247865 nChanged 4400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55114 members Mstep: Class 2 contains 28856 members Entering Unmasked Estep Score: -8250886.000000 Penalty: 3684.919922 Iteration 7F: 3 clusters Score -8250886 nChanged 2960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57702 members Mstep: Class 2 contains 26268 members Entering Unmasked Estep Score: -8252763.500000 Penalty: 3684.919922 Iteration 8Q: 3 clusters Score -8252764 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60097 members Mstep: Class 2 contains 23873 members Entering Unmasked Estep Score: -8254366.000000 Penalty: 3684.919922 Iteration 9Q: 3 clusters Score -8254366 nChanged 2238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62309 members Mstep: Class 2 contains 21661 members Entering Unmasked Estep Score: -8255918.000000 Penalty: 3684.919922 Iteration 10Q: 3 clusters Score -8255918 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64277 members Mstep: Class 2 contains 19693 members Entering Unmasked Estep Score: -8257451.500000 Penalty: 3684.919922 Iteration 11Q: 3 clusters Score -8257452 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65936 members Mstep: Class 2 contains 18034 members Entering Unmasked Estep Score: -8258678.000000 Penalty: 3684.919922 Iteration 12Q: 3 clusters Score -8258678 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67263 members Mstep: Class 2 contains 16707 members Entering Unmasked Estep Score: -8259504.000000 Penalty: 3684.919922 Iteration 13Q: 3 clusters Score -8259504 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68295 members Mstep: Class 2 contains 15675 members Entering Unmasked Estep Score: -8260005.000000 Penalty: 3684.919922 Iteration 14Q: 3 clusters Score -8260005 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69028 members Mstep: Class 2 contains 14942 members Entering Unmasked Estep Score: -8260235.000000 Penalty: 3684.919922 Iteration 15Q: 3 clusters Score -8260235 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69613 members Mstep: Class 2 contains 14357 members Entering Unmasked Estep Score: -8260395.000000 Penalty: 3684.919922 Iteration 16Q: 3 clusters Score -8260395 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70075 members Mstep: Class 2 contains 13895 members Entering Unmasked Estep Score: -8260495.500000 Penalty: 3684.919922 Iteration 17Q: 3 clusters Score -8260496 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70468 members Mstep: Class 2 contains 13502 members Entering Unmasked Estep Score: -8260599.500000 Penalty: 3684.919922 Iteration 18Q: 3 clusters Score -8260600 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70778 members Mstep: Class 2 contains 13192 members Entering Unmasked Estep Score: -8260609.000000 Penalty: 3684.919922 Iteration 19Q: 3 clusters Score -8260609 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70982 members Mstep: Class 2 contains 12988 members Entering Unmasked Estep Score: -8260634.000000 Penalty: 3684.919922 Iteration 20F: 3 clusters Score -8260634 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71172 members Mstep: Class 2 contains 12798 members Entering Unmasked Estep Score: -8260650.000000 Penalty: 3684.919922 Iteration 21Q: 3 clusters Score -8260650 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71336 members Mstep: Class 2 contains 12634 members Entering Unmasked Estep Score: -8260684.000000 Penalty: 3684.919922 Iteration 22Q: 3 clusters Score -8260684 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71485 members Mstep: Class 2 contains 12485 members Entering Unmasked Estep Score: -8260697.000000 Penalty: 3684.919922 Iteration 23Q: 3 clusters Score -8260697 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71609 members Mstep: Class 2 contains 12361 members Entering Unmasked Estep Score: -8260700.500000 Penalty: 3684.919922 Iteration 24Q: 3 clusters Score -8260700 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71700 members Mstep: Class 2 contains 12270 members Entering Unmasked Estep Score: -8260704.500000 Penalty: 3684.919922 Iteration 25Q: 3 clusters Score -8260704 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71780 members Mstep: Class 2 contains 12190 members Entering Unmasked Estep Score: -8260717.500000 Penalty: 3684.919922 Iteration 26Q: 3 clusters Score -8260718 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71853 members Mstep: Class 2 contains 12117 members Entering Unmasked Estep Score: -8260730.500000 Penalty: 3684.919922 Iteration 27Q: 3 clusters Score -8260730 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71907 members Mstep: Class 2 contains 12063 members Entering Unmasked Estep Score: -8260727.000000 Penalty: 3684.919922 Iteration 28Q: 3 clusters Score -8260727 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71955 members Mstep: Class 2 contains 12015 members Entering Unmasked Estep Score: -8260741.000000 Penalty: 3684.919922 Iteration 29Q: 3 clusters Score -8260741 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71987 members Mstep: Class 2 contains 11983 members Entering Unmasked Estep Score: -8260746.500000 Penalty: 3684.919922 Iteration 30Q: 3 clusters Score -8260746 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72009 members Mstep: Class 2 contains 11961 members Entering Unmasked Estep Score: -8260742.000000 Penalty: 3684.919922 Iteration 31Q: 3 clusters Score -8260742 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72025 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -8260736.000000 Penalty: 3684.919922 Iteration 32Q: 3 clusters Score -8260736 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72032 members Mstep: Class 2 contains 11938 members Entering Unmasked Estep Score: -8260739.000000 Penalty: 3684.919922 Iteration 33Q: 3 clusters Score -8260739 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72040 members Mstep: Class 2 contains 11930 members Entering Unmasked Estep Score: -8260742.000000 Penalty: 3684.919922 Iteration 34Q: 3 clusters Score -8260742 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72045 members Mstep: Class 2 contains 11925 members Entering Unmasked Estep Score: -8260745.000000 Penalty: 3684.919922 Iteration 35Q: 3 clusters Score -8260745 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72047 members Mstep: Class 2 contains 11923 members Entering Unmasked Estep Score: -8260747.000000 Penalty: 3684.919922 Iteration 36Q: 3 clusters Score -8260747 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72049 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -8260742.000000 Penalty: 3684.919922 Iteration 37Q: 3 clusters Score -8260742 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72053 members Mstep: Class 2 contains 11917 members Entering Unmasked Estep Score: -8260743.000000 Penalty: 3684.919922 Iteration 38Q: 3 clusters Score -8260743 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72060 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -8260744.500000 Penalty: 3684.919922 Iteration 39Q: 3 clusters Score -8260744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72064 members Mstep: Class 2 contains 11906 members Entering Unmasked Estep Score: -8260747.000000 Penalty: 3684.919922 Iteration 40F: 3 clusters Score -8260747 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72067 members Mstep: Class 2 contains 11903 members Entering Unmasked Estep Score: -8260746.500000 Penalty: 3684.919922 Iteration 41Q: 3 clusters Score -8260746 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72070 members Mstep: Class 2 contains 11900 members Entering Unmasked Estep Score: -8260749.000000 Penalty: 3684.919922 Iteration 42Q: 3 clusters Score -8260749 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72071 members Mstep: Class 2 contains 11899 members Entering Unmasked Estep Score: -8260744.500000 Penalty: 3684.919922 Iteration 43Q: 3 clusters Score -8260744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72072 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -8260746.000000 Penalty: 3684.919922 Iteration 44Q: 3 clusters Score -8260746 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72073 members Mstep: Class 2 contains 11897 members Entering Unmasked Estep Score: -8260748.500000 Penalty: 3684.919922 Iteration 45Q: 3 clusters Score -8260748 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72073 members Mstep: Class 2 contains 11897 members Entering Unmasked Estep Score: -8260748.500000 Penalty: 3684.919922 Iteration 46F: 3 clusters Score -8260748 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 12246 members Mstep: Class 3 contains 5608 members Mstep: Class 4 contains 1681 members Mstep: Class 5 contains 3848 members Mstep: Class 6 contains 11897 members Mstep: Class 7 contains 10608 members Mstep: Class 8 contains 72073 members Mstep: Class 9 contains 17844 members Mstep: Class 10 contains 5902 members Mstep: Class 11 contains 7193 members Mstep: Class 12 contains 6671 members Mstep: Class 13 contains 12653 members Mstep: Class 14 contains 2191 members Mstep: Class 15 contains 13593 members Mstep: Class 16 contains 677 members Mstep: Class 17 contains 1674 members Mstep: Class 18 contains 41107 members Mstep: Class 19 contains 1193 members Entering Unmasked Estep Score: -22231388.000000 Penalty: 38134.886719 Splitting cluster 8 changes total score from -22220442.000000 to -22231388.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 9 (17844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17844 members Entering Unmasked Estep Score: -1803754.625000 Penalty: 1590.781250 Iteration 0F: 2 clusters Score -1803755 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -1791568.625000 Penalty: 3181.562500 Iteration 0F: 3 clusters Score -1791569 nChanged 7998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8722 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -1796589.875000 Penalty: 3181.562500 Iteration 1F: 3 clusters Score -1796590 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 9447 members Entering Unmasked Estep Score: -1797622.250000 Penalty: 3181.562500 Iteration 2F: 3 clusters Score -1797622 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -1798806.250000 Penalty: 3181.562500 Iteration 3F: 3 clusters Score -1798806 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -1800001.125000 Penalty: 3181.562500 Iteration 4F: 3 clusters Score -1800001 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 11022 members Entering Unmasked Estep Score: -1801063.750000 Penalty: 3181.562500 Iteration 5F: 3 clusters Score -1801064 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 11462 members Entering Unmasked Estep Score: -1801929.500000 Penalty: 3181.562500 Iteration 6F: 3 clusters Score -1801930 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 11798 members Entering Unmasked Estep Score: -1802449.125000 Penalty: 3181.562500 Iteration 7Q: 3 clusters Score -1802449 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -1802760.750000 Penalty: 3181.562500 Iteration 8Q: 3 clusters Score -1802761 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 12331 members Entering Unmasked Estep Score: -1802968.125000 Penalty: 3181.562500 Iteration 9Q: 3 clusters Score -1802968 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 12543 members Entering Unmasked Estep Score: -1803090.750000 Penalty: 3181.562500 Iteration 10Q: 3 clusters Score -1803091 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 12745 members Entering Unmasked Estep Score: -1803183.875000 Penalty: 3181.562500 Iteration 11Q: 3 clusters Score -1803184 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 12927 members Entering Unmasked Estep Score: -1803247.125000 Penalty: 3181.562500 Iteration 12Q: 3 clusters Score -1803247 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 13087 members Entering Unmasked Estep Score: -1803307.000000 Penalty: 3181.562500 Iteration 13Q: 3 clusters Score -1803307 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 13255 members Entering Unmasked Estep Score: -1803360.375000 Penalty: 3181.562500 Iteration 14Q: 3 clusters Score -1803360 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 13409 members Entering Unmasked Estep Score: -1803423.625000 Penalty: 3181.562500 Iteration 15Q: 3 clusters Score -1803424 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 13558 members Entering Unmasked Estep Score: -1803457.375000 Penalty: 3181.562500 Iteration 16Q: 3 clusters Score -1803457 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 13694 members Entering Unmasked Estep Score: -1803505.000000 Penalty: 3181.562500 Iteration 17Q: 3 clusters Score -1803505 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 13825 members Entering Unmasked Estep Score: -1803539.000000 Penalty: 3181.562500 Iteration 18Q: 3 clusters Score -1803539 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 13954 members Entering Unmasked Estep Score: -1803584.750000 Penalty: 3181.562500 Iteration 19Q: 3 clusters Score -1803585 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 14074 members Entering Unmasked Estep Score: -1803638.750000 Penalty: 3181.562500 Iteration 20F: 3 clusters Score -1803639 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 14186 members Entering Unmasked Estep Score: -1803678.375000 Penalty: 3181.562500 Iteration 21Q: 3 clusters Score -1803678 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 14277 members Entering Unmasked Estep Score: -1803700.000000 Penalty: 3181.562500 Iteration 22Q: 3 clusters Score -1803700 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 14371 members Entering Unmasked Estep Score: -1803731.750000 Penalty: 3181.562500 Iteration 23Q: 3 clusters Score -1803732 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 14428 members Entering Unmasked Estep Score: -1803744.625000 Penalty: 3181.562500 Iteration 24Q: 3 clusters Score -1803745 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 14501 members Entering Unmasked Estep Score: -1803761.750000 Penalty: 3181.562500 Iteration 25Q: 3 clusters Score -1803762 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 14565 members Entering Unmasked Estep Score: -1803770.625000 Penalty: 3181.562500 Iteration 26Q: 3 clusters Score -1803771 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 14612 members Entering Unmasked Estep Score: -1803777.250000 Penalty: 3181.562500 Iteration 27Q: 3 clusters Score -1803777 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 14659 members Entering Unmasked Estep Score: -1803791.875000 Penalty: 3181.562500 Iteration 28Q: 3 clusters Score -1803792 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 14706 members Entering Unmasked Estep Score: -1803804.500000 Penalty: 3181.562500 Iteration 29Q: 3 clusters Score -1803804 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 14740 members Entering Unmasked Estep Score: -1803801.625000 Penalty: 3181.562500 Iteration 30Q: 3 clusters Score -1803802 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 14770 members Entering Unmasked Estep Score: -1803816.250000 Penalty: 3181.562500 Iteration 31Q: 3 clusters Score -1803816 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 14803 members Entering Unmasked Estep Score: -1803817.250000 Penalty: 3181.562500 Iteration 32Q: 3 clusters Score -1803817 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 14844 members Entering Unmasked Estep Score: -1803824.375000 Penalty: 3181.562500 Iteration 33Q: 3 clusters Score -1803824 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 14874 members Entering Unmasked Estep Score: -1803830.250000 Penalty: 3181.562500 Iteration 34Q: 3 clusters Score -1803830 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 14895 members Entering Unmasked Estep Score: -1803829.000000 Penalty: 3181.562500 Iteration 35Q: 3 clusters Score -1803829 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 14921 members Entering Unmasked Estep Score: -1803835.625000 Penalty: 3181.562500 Iteration 36Q: 3 clusters Score -1803836 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 14938 members Entering Unmasked Estep Score: -1803841.500000 Penalty: 3181.562500 Iteration 37Q: 3 clusters Score -1803842 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 14949 members Entering Unmasked Estep Score: -1803844.375000 Penalty: 3181.562500 Iteration 38Q: 3 clusters Score -1803844 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 14965 members Entering Unmasked Estep Score: -1803846.750000 Penalty: 3181.562500 Iteration 39Q: 3 clusters Score -1803847 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 14981 members Entering Unmasked Estep Score: -1803842.875000 Penalty: 3181.562500 Iteration 40F: 3 clusters Score -1803843 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 14992 members Entering Unmasked Estep Score: -1803851.125000 Penalty: 3181.562500 Iteration 41Q: 3 clusters Score -1803851 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 14993 members Entering Unmasked Estep Score: -1803851.000000 Penalty: 3181.562500 Iteration 42Q: 3 clusters Score -1803851 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 14993 members Entering Unmasked Estep Score: -1803851.000000 Penalty: 3181.562500 Iteration 43F: 3 clusters Score -1803851 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 12246 members Mstep: Class 3 contains 5608 members Mstep: Class 4 contains 1681 members Mstep: Class 5 contains 3848 members Mstep: Class 6 contains 11897 members Mstep: Class 7 contains 10608 members Mstep: Class 8 contains 72073 members Mstep: Class 9 contains 2851 members Mstep: Class 10 contains 5902 members Mstep: Class 11 contains 7193 members Mstep: Class 12 contains 6671 members Mstep: Class 13 contains 12653 members Mstep: Class 14 contains 2191 members Mstep: Class 15 contains 13593 members Mstep: Class 16 contains 677 members Mstep: Class 17 contains 1674 members Mstep: Class 18 contains 41107 members Mstep: Class 19 contains 1193 members Mstep: Class 20 contains 14993 members Entering Unmasked Estep Score: -22231042.000000 Penalty: 40141.984375 Splitting cluster 9 changes total score from -22220442.000000 to -22231042.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 10 (5902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Entering Unmasked Estep Score: -568533.750000 Penalty: 1410.994995 Iteration 0F: 2 clusters Score -568533.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -564005.875000 Penalty: 2821.989990 Iteration 0F: 3 clusters Score -564005.9 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -565362.250000 Penalty: 2821.989990 Iteration 1F: 3 clusters Score -565362.2 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -565620.312500 Penalty: 2821.989990 Iteration 2F: 3 clusters Score -565620.3 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -565831.687500 Penalty: 2821.989990 Iteration 3F: 3 clusters Score -565831.7 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -566010.187500 Penalty: 2821.989990 Iteration 4Q: 3 clusters Score -566010.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -566196.062500 Penalty: 2821.989990 Iteration 5Q: 3 clusters Score -566196.1 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -566413.625000 Penalty: 2821.989990 Iteration 6Q: 3 clusters Score -566413.6 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -566678.312500 Penalty: 2821.989990 Iteration 7F: 3 clusters Score -566678.3 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -566937.375000 Penalty: 2821.989990 Iteration 8Q: 3 clusters Score -566937.4 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -567212.625000 Penalty: 2821.989990 Iteration 9Q: 3 clusters Score -567212.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -567473.187500 Penalty: 2821.989990 Iteration 10Q: 3 clusters Score -567473.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -567675.500000 Penalty: 2821.989990 Iteration 11Q: 3 clusters Score -567675.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -567786.187500 Penalty: 2821.989990 Iteration 12Q: 3 clusters Score -567786.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -567834.812500 Penalty: 2821.989990 Iteration 13Q: 3 clusters Score -567834.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -567867.437500 Penalty: 2821.989990 Iteration 14Q: 3 clusters Score -567867.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -567882.687500 Penalty: 2821.989990 Iteration 15Q: 3 clusters Score -567882.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -567891.750000 Penalty: 2821.989990 Iteration 16Q: 3 clusters Score -567891.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -567898.687500 Penalty: 2821.989990 Iteration 17Q: 3 clusters Score -567898.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -567900.812500 Penalty: 2821.989990 Iteration 18Q: 3 clusters Score -567900.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -567900.375000 Penalty: 2821.989990 Iteration 19Q: 3 clusters Score -567900.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -567919.687500 Penalty: 2821.989990 Iteration 20F: 3 clusters Score -567919.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -567934.937500 Penalty: 2821.989990 Iteration 21Q: 3 clusters Score -567934.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -567937.875000 Penalty: 2821.989990 Iteration 22Q: 3 clusters Score -567937.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -567941.687500 Penalty: 2821.989990 Iteration 23Q: 3 clusters Score -567941.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -567943.687500 Penalty: 2821.989990 Iteration 24Q: 3 clusters Score -567943.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -567944.937500 Penalty: 2821.989990 Iteration 25Q: 3 clusters Score -567944.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -567944.937500 Penalty: 2821.989990 Iteration 26F: 3 clusters Score -567944.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Entering Unmasked Estep Score: -719461.812500 Penalty: 1443.140259 Iteration 0F: 2 clusters Score -719461.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -714050.812500 Penalty: 2886.280518 Iteration 0F: 3 clusters Score -714050.8 nChanged 3030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -715728.125000 Penalty: 2886.280518 Iteration 1F: 3 clusters Score -715728.1 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -715973.375000 Penalty: 2886.280518 Iteration 2F: 3 clusters Score -715973.4 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -716192.750000 Penalty: 2886.280518 Iteration 3F: 3 clusters Score -716192.8 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -716372.562500 Penalty: 2886.280518 Iteration 4Q: 3 clusters Score -716372.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -716514.937500 Penalty: 2886.280518 Iteration 5Q: 3 clusters Score -716514.9 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -716645.437500 Penalty: 2886.280518 Iteration 6Q: 3 clusters Score -716645.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -716774.375000 Penalty: 2886.280518 Iteration 7Q: 3 clusters Score -716774.4 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -716909.687500 Penalty: 2886.280518 Iteration 8Q: 3 clusters Score -716909.7 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -717084.687500 Penalty: 2886.280518 Iteration 9Q: 3 clusters Score -717084.7 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -717268.875000 Penalty: 2886.280518 Iteration 10Q: 3 clusters Score -717268.9 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -717439.375000 Penalty: 2886.280518 Iteration 11Q: 3 clusters Score -717439.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -717652.500000 Penalty: 2886.280518 Iteration 12Q: 3 clusters Score -717652.5 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -717873.750000 Penalty: 2886.280518 Iteration 13Q: 3 clusters Score -717873.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -718032.562500 Penalty: 2886.280518 Iteration 14Q: 3 clusters Score -718032.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -718170.875000 Penalty: 2886.280518 Iteration 15Q: 3 clusters Score -718170.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -718299.437500 Penalty: 2886.280518 Iteration 16Q: 3 clusters Score -718299.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -718416.500000 Penalty: 2886.280518 Iteration 17Q: 3 clusters Score -718416.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -718507.937500 Penalty: 2886.280518 Iteration 18Q: 3 clusters Score -718507.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -718580.062500 Penalty: 2886.280518 Iteration 19Q: 3 clusters Score -718580.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -718626.812500 Penalty: 2886.280518 Iteration 20F: 3 clusters Score -718626.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -718654.562500 Penalty: 2886.280518 Iteration 21Q: 3 clusters Score -718654.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -718673.875000 Penalty: 2886.280518 Iteration 22Q: 3 clusters Score -718673.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -718686.375000 Penalty: 2886.280518 Iteration 23Q: 3 clusters Score -718686.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -718694.062500 Penalty: 2886.280518 Iteration 24Q: 3 clusters Score -718694.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -718700.125000 Penalty: 2886.280518 Iteration 25Q: 3 clusters Score -718700.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -718700.937500 Penalty: 2886.280518 Iteration 26Q: 3 clusters Score -718700.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -718702.125000 Penalty: 2886.280518 Iteration 27Q: 3 clusters Score -718702.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -718703.187500 Penalty: 2886.280518 Iteration 28Q: 3 clusters Score -718703.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -718704.187500 Penalty: 2886.280518 Iteration 29Q: 3 clusters Score -718704.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -718704.937500 Penalty: 2886.280518 Iteration 30Q: 3 clusters Score -718704.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -718704.937500 Penalty: 2886.280518 Iteration 31Q: 3 clusters Score -718704.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -718704.812500 Penalty: 2886.280518 Iteration 32Q: 3 clusters Score -718704.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -718704.812500 Penalty: 2886.280518 Iteration 33F: 3 clusters Score -718704.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (6671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Entering Unmasked Estep Score: -637211.000000 Penalty: 1430.897827 Iteration 0F: 2 clusters Score -637211 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -632227.562500 Penalty: 2861.795654 Iteration 0F: 3 clusters Score -632227.6 nChanged 2826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -634362.250000 Penalty: 2861.795654 Iteration 1F: 3 clusters Score -634362.2 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -635512.250000 Penalty: 2861.795654 Iteration 2F: 3 clusters Score -635512.2 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -636460.437500 Penalty: 2861.795654 Iteration 3F: 3 clusters Score -636460.4 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -637240.250000 Penalty: 2861.795654 Iteration 4F: 3 clusters Score -637240.2 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -637807.562500 Penalty: 2861.795654 Iteration 5F: 3 clusters Score -637807.6 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -638124.500000 Penalty: 2861.795654 Iteration 6Q: 3 clusters Score -638124.5 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -638348.750000 Penalty: 2861.795654 Iteration 7Q: 3 clusters Score -638348.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -638530.125000 Penalty: 2861.795654 Iteration 8Q: 3 clusters Score -638530.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -638736.312500 Penalty: 2861.795654 Iteration 9Q: 3 clusters Score -638736.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -639003.687500 Penalty: 2861.795654 Iteration 10Q: 3 clusters Score -639003.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -639372.250000 Penalty: 2861.795654 Iteration 11Q: 3 clusters Score -639372.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -639842.062500 Penalty: 2861.795654 Iteration 12Q: 3 clusters Score -639842.1 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -640202.625000 Penalty: 2861.795654 Iteration 13Q: 3 clusters Score -640202.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -640364.187500 Penalty: 2861.795654 Iteration 14Q: 3 clusters Score -640364.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -640419.937500 Penalty: 2861.795654 Iteration 15Q: 3 clusters Score -640419.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -640443.750000 Penalty: 2861.795654 Iteration 16Q: 3 clusters Score -640443.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -640452.562500 Penalty: 2861.795654 Iteration 17Q: 3 clusters Score -640452.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -640458.500000 Penalty: 2861.795654 Iteration 18Q: 3 clusters Score -640458.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -640459.875000 Penalty: 2861.795654 Iteration 19Q: 3 clusters Score -640459.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -640463.812500 Penalty: 2861.795654 Iteration 20F: 3 clusters Score -640463.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -640468.062500 Penalty: 2861.795654 Iteration 21Q: 3 clusters Score -640468.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -640469.250000 Penalty: 2861.795654 Iteration 22Q: 3 clusters Score -640469.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -640470.187500 Penalty: 2861.795654 Iteration 23Q: 3 clusters Score -640470.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -640470.437500 Penalty: 2861.795654 Iteration 24Q: 3 clusters Score -640470.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -640470.125000 Penalty: 2861.795654 Iteration 25Q: 3 clusters Score -640470.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -640470.125000 Penalty: 2861.795654 Iteration 26F: 3 clusters Score -640470.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 12246 members Mstep: Class 3 contains 5608 members Mstep: Class 4 contains 1681 members Mstep: Class 5 contains 3848 members Mstep: Class 6 contains 11897 members Mstep: Class 7 contains 10608 members Mstep: Class 8 contains 72073 members Mstep: Class 9 contains 2851 members Mstep: Class 10 contains 5902 members Mstep: Class 11 contains 7193 members Mstep: Class 12 contains 3082 members Mstep: Class 13 contains 12653 members Mstep: Class 14 contains 2191 members Mstep: Class 15 contains 13593 members Mstep: Class 16 contains 677 members Mstep: Class 17 contains 1674 members Mstep: Class 18 contains 41107 members Mstep: Class 19 contains 1193 members Mstep: Class 20 contains 14993 members Mstep: Class 21 contains 3589 members Entering Unmasked Estep Score: -22233760.000000 Penalty: 42149.085938 Splitting cluster 12 changes total score from -22220442.000000 to -22233760.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 13 (12653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12653 members Entering Unmasked Estep Score: -1264965.750000 Penalty: 1534.918091 Iteration 0F: 2 clusters Score -1264966 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -1256027.375000 Penalty: 3069.836182 Iteration 0F: 3 clusters Score -1256027 nChanged 5578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1259289.125000 Penalty: 3069.836182 Iteration 1F: 3 clusters Score -1259289 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -1260194.500000 Penalty: 3069.836182 Iteration 2F: 3 clusters Score -1260194 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7945 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -1261425.125000 Penalty: 3069.836182 Iteration 3F: 3 clusters Score -1261425 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -1262467.375000 Penalty: 3069.836182 Iteration 4F: 3 clusters Score -1262467 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9062 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -1263165.250000 Penalty: 3069.836182 Iteration 5F: 3 clusters Score -1263165 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -1263532.625000 Penalty: 3069.836182 Iteration 6Q: 3 clusters Score -1263533 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9720 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -1263740.250000 Penalty: 3069.836182 Iteration 7Q: 3 clusters Score -1263740 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -1263892.750000 Penalty: 3069.836182 Iteration 8Q: 3 clusters Score -1263893 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -1264008.000000 Penalty: 3069.836182 Iteration 9Q: 3 clusters Score -1264008 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10416 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -1264090.500000 Penalty: 3069.836182 Iteration 10Q: 3 clusters Score -1264090 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10572 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -1264146.500000 Penalty: 3069.836182 Iteration 11Q: 3 clusters Score -1264146 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10692 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -1264181.750000 Penalty: 3069.836182 Iteration 12Q: 3 clusters Score -1264182 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1264205.625000 Penalty: 3069.836182 Iteration 13Q: 3 clusters Score -1264206 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10864 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -1264221.000000 Penalty: 3069.836182 Iteration 14Q: 3 clusters Score -1264221 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10920 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -1264238.125000 Penalty: 3069.836182 Iteration 15Q: 3 clusters Score -1264238 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -1264254.625000 Penalty: 3069.836182 Iteration 16Q: 3 clusters Score -1264255 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11036 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1264264.250000 Penalty: 3069.836182 Iteration 17Q: 3 clusters Score -1264264 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -1264278.625000 Penalty: 3069.836182 Iteration 18Q: 3 clusters Score -1264279 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -1264292.000000 Penalty: 3069.836182 Iteration 19Q: 3 clusters Score -1264292 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11187 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -1264305.500000 Penalty: 3069.836182 Iteration 20F: 3 clusters Score -1264306 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1264318.625000 Penalty: 3069.836182 Iteration 21Q: 3 clusters Score -1264319 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11277 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1264328.875000 Penalty: 3069.836182 Iteration 22Q: 3 clusters Score -1264329 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11311 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -1264342.125000 Penalty: 3069.836182 Iteration 23Q: 3 clusters Score -1264342 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11345 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1264352.125000 Penalty: 3069.836182 Iteration 24Q: 3 clusters Score -1264352 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11374 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1264357.125000 Penalty: 3069.836182 Iteration 25Q: 3 clusters Score -1264357 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1264361.875000 Penalty: 3069.836182 Iteration 26Q: 3 clusters Score -1264362 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1264370.250000 Penalty: 3069.836182 Iteration 27Q: 3 clusters Score -1264370 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -1264376.375000 Penalty: 3069.836182 Iteration 28Q: 3 clusters Score -1264376 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11469 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1264387.375000 Penalty: 3069.836182 Iteration 29Q: 3 clusters Score -1264387 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11485 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1264388.125000 Penalty: 3069.836182 Iteration 30Q: 3 clusters Score -1264388 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1264390.000000 Penalty: 3069.836182 Iteration 31Q: 3 clusters Score -1264390 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11508 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1264393.250000 Penalty: 3069.836182 Iteration 32Q: 3 clusters Score -1264393 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11522 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -1264392.250000 Penalty: 3069.836182 Iteration 33Q: 3 clusters Score -1264392 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -1264395.375000 Penalty: 3069.836182 Iteration 34Q: 3 clusters Score -1264395 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11542 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1264399.500000 Penalty: 3069.836182 Iteration 35Q: 3 clusters Score -1264400 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11551 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1264404.375000 Penalty: 3069.836182 Iteration 36Q: 3 clusters Score -1264404 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11561 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1264405.625000 Penalty: 3069.836182 Iteration 37Q: 3 clusters Score -1264406 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11567 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1264405.250000 Penalty: 3069.836182 Iteration 38Q: 3 clusters Score -1264405 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11572 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1264406.750000 Penalty: 3069.836182 Iteration 39Q: 3 clusters Score -1264407 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11576 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -1264407.875000 Penalty: 3069.836182 Iteration 40F: 3 clusters Score -1264408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11579 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1264408.125000 Penalty: 3069.836182 Iteration 41Q: 3 clusters Score -1264408 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11580 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1264407.125000 Penalty: 3069.836182 Iteration 42Q: 3 clusters Score -1264407 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11580 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1264407.125000 Penalty: 3069.836182 Iteration 43F: 3 clusters Score -1264407 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Entering Unmasked Estep Score: -218099.968750 Penalty: 1249.968384 Iteration 0F: 2 clusters Score -218100 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -215851.484375 Penalty: 2499.936768 Iteration 0F: 3 clusters Score -215851.5 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -216311.625000 Penalty: 2499.936768 Iteration 1F: 3 clusters Score -216311.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -216420.734375 Penalty: 2499.936768 Iteration 2F: 3 clusters Score -216420.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -216483.125000 Penalty: 2499.936768 Iteration 3Q: 3 clusters Score -216483.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -216527.046875 Penalty: 2499.936768 Iteration 4Q: 3 clusters Score -216527 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -216556.765625 Penalty: 2499.936768 Iteration 5Q: 3 clusters Score -216556.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -216582.640625 Penalty: 2499.936768 Iteration 6Q: 3 clusters Score -216582.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -216607.468750 Penalty: 2499.936768 Iteration 7Q: 3 clusters Score -216607.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -216635.437500 Penalty: 2499.936768 Iteration 8Q: 3 clusters Score -216635.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -216654.609375 Penalty: 2499.936768 Iteration 9Q: 3 clusters Score -216654.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -216672.890625 Penalty: 2499.936768 Iteration 10Q: 3 clusters Score -216672.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -216694.125000 Penalty: 2499.936768 Iteration 11Q: 3 clusters Score -216694.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -216714.609375 Penalty: 2499.936768 Iteration 12Q: 3 clusters Score -216714.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -216732.281250 Penalty: 2499.936768 Iteration 13Q: 3 clusters Score -216732.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -216743.390625 Penalty: 2499.936768 Iteration 14Q: 3 clusters Score -216743.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -216755.140625 Penalty: 2499.936768 Iteration 15Q: 3 clusters Score -216755.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -216762.500000 Penalty: 2499.936768 Iteration 16Q: 3 clusters Score -216762.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -216769.140625 Penalty: 2499.936768 Iteration 17Q: 3 clusters Score -216769.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -216778.125000 Penalty: 2499.936768 Iteration 18Q: 3 clusters Score -216778.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -216792.796875 Penalty: 2499.936768 Iteration 19Q: 3 clusters Score -216792.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -216809.703125 Penalty: 2499.936768 Iteration 20F: 3 clusters Score -216809.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -216821.421875 Penalty: 2499.936768 Iteration 21Q: 3 clusters Score -216821.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -216830.421875 Penalty: 2499.936768 Iteration 22Q: 3 clusters Score -216830.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -216838.046875 Penalty: 2499.936768 Iteration 23Q: 3 clusters Score -216838 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -216845.328125 Penalty: 2499.936768 Iteration 24Q: 3 clusters Score -216845.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -216849.546875 Penalty: 2499.936768 Iteration 25Q: 3 clusters Score -216849.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -216853.125000 Penalty: 2499.936768 Iteration 26Q: 3 clusters Score -216853.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -216857.046875 Penalty: 2499.936768 Iteration 27Q: 3 clusters Score -216857 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -216859.703125 Penalty: 2499.936768 Iteration 28Q: 3 clusters Score -216859.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -216860.609375 Penalty: 2499.936768 Iteration 29Q: 3 clusters Score -216860.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -216862.937500 Penalty: 2499.936768 Iteration 30Q: 3 clusters Score -216862.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -216867.515625 Penalty: 2499.936768 Iteration 31Q: 3 clusters Score -216867.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -216870.968750 Penalty: 2499.936768 Iteration 32Q: 3 clusters Score -216871 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -216875.953125 Penalty: 2499.936768 Iteration 33Q: 3 clusters Score -216876 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -216884.593750 Penalty: 2499.936768 Iteration 34Q: 3 clusters Score -216884.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -216894.500000 Penalty: 2499.936768 Iteration 35Q: 3 clusters Score -216894.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -216900.046875 Penalty: 2499.936768 Iteration 36Q: 3 clusters Score -216900 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -216904.265625 Penalty: 2499.936768 Iteration 37Q: 3 clusters Score -216904.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -216907.828125 Penalty: 2499.936768 Iteration 38Q: 3 clusters Score -216907.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -216910.421875 Penalty: 2499.936768 Iteration 39Q: 3 clusters Score -216910.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -216912.296875 Penalty: 2499.936768 Iteration 40F: 3 clusters Score -216912.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -216912.968750 Penalty: 2499.936768 Iteration 41Q: 3 clusters Score -216913 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -216913.578125 Penalty: 2499.936768 Iteration 42Q: 3 clusters Score -216913.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -216913.781250 Penalty: 2499.936768 Iteration 43Q: 3 clusters Score -216913.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -216913.781250 Penalty: 2499.936768 Iteration 44F: 3 clusters Score -216913.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (13593 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13593 members Entering Unmasked Estep Score: -1377068.500000 Penalty: 1546.562866 Iteration 0F: 2 clusters Score -1377068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -1367596.125000 Penalty: 3093.125732 Iteration 0F: 3 clusters Score -1367596 nChanged 5965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -1370920.750000 Penalty: 3093.125732 Iteration 1F: 3 clusters Score -1370921 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1371298.125000 Penalty: 3093.125732 Iteration 2F: 3 clusters Score -1371298 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -1371681.625000 Penalty: 3093.125732 Iteration 3F: 3 clusters Score -1371682 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -1372170.875000 Penalty: 3093.125732 Iteration 4F: 3 clusters Score -1372171 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -1372760.875000 Penalty: 3093.125732 Iteration 5F: 3 clusters Score -1372761 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -1373404.000000 Penalty: 3093.125732 Iteration 6F: 3 clusters Score -1373404 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -1373990.250000 Penalty: 3093.125732 Iteration 7F: 3 clusters Score -1373990 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -1374460.875000 Penalty: 3093.125732 Iteration 8F: 3 clusters Score -1374461 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -1374825.375000 Penalty: 3093.125732 Iteration 9Q: 3 clusters Score -1374825 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -1375055.500000 Penalty: 3093.125732 Iteration 10Q: 3 clusters Score -1375056 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -1375198.000000 Penalty: 3093.125732 Iteration 11Q: 3 clusters Score -1375198 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1375292.875000 Penalty: 3093.125732 Iteration 12Q: 3 clusters Score -1375293 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -1375366.625000 Penalty: 3093.125732 Iteration 13Q: 3 clusters Score -1375367 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -1375428.125000 Penalty: 3093.125732 Iteration 14Q: 3 clusters Score -1375428 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -1375484.500000 Penalty: 3093.125732 Iteration 15Q: 3 clusters Score -1375484 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -1375528.875000 Penalty: 3093.125732 Iteration 16Q: 3 clusters Score -1375529 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -1375562.500000 Penalty: 3093.125732 Iteration 17Q: 3 clusters Score -1375562 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -1375586.750000 Penalty: 3093.125732 Iteration 18Q: 3 clusters Score -1375587 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -1375611.250000 Penalty: 3093.125732 Iteration 19Q: 3 clusters Score -1375611 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -1375638.375000 Penalty: 3093.125732 Iteration 20F: 3 clusters Score -1375638 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -1375655.875000 Penalty: 3093.125732 Iteration 21Q: 3 clusters Score -1375656 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1375681.000000 Penalty: 3093.125732 Iteration 22Q: 3 clusters Score -1375681 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1375701.375000 Penalty: 3093.125732 Iteration 23Q: 3 clusters Score -1375701 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -1375710.625000 Penalty: 3093.125732 Iteration 24Q: 3 clusters Score -1375711 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -1375728.125000 Penalty: 3093.125732 Iteration 25Q: 3 clusters Score -1375728 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -1375751.125000 Penalty: 3093.125732 Iteration 26Q: 3 clusters Score -1375751 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8109 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1375759.375000 Penalty: 3093.125732 Iteration 27Q: 3 clusters Score -1375759 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8153 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -1375773.875000 Penalty: 3093.125732 Iteration 28Q: 3 clusters Score -1375774 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8209 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -1375785.375000 Penalty: 3093.125732 Iteration 29Q: 3 clusters Score -1375785 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -1375795.000000 Penalty: 3093.125732 Iteration 30Q: 3 clusters Score -1375795 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -1375815.000000 Penalty: 3093.125732 Iteration 31Q: 3 clusters Score -1375815 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -1375831.125000 Penalty: 3093.125732 Iteration 32Q: 3 clusters Score -1375831 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8479 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -1375847.750000 Penalty: 3093.125732 Iteration 33Q: 3 clusters Score -1375848 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1375863.750000 Penalty: 3093.125732 Iteration 34Q: 3 clusters Score -1375864 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -1375875.250000 Penalty: 3093.125732 Iteration 35Q: 3 clusters Score -1375875 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8666 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -1375887.000000 Penalty: 3093.125732 Iteration 36Q: 3 clusters Score -1375887 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8718 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -1375893.375000 Penalty: 3093.125732 Iteration 37Q: 3 clusters Score -1375893 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -1375904.625000 Penalty: 3093.125732 Iteration 38Q: 3 clusters Score -1375905 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8833 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -1375917.750000 Penalty: 3093.125732 Iteration 39Q: 3 clusters Score -1375918 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -1375939.500000 Penalty: 3093.125732 Iteration 40F: 3 clusters Score -1375940 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -1375959.375000 Penalty: 3093.125732 Iteration 41Q: 3 clusters Score -1375959 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -1375981.875000 Penalty: 3093.125732 Iteration 42Q: 3 clusters Score -1375982 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -1376006.500000 Penalty: 3093.125732 Iteration 43Q: 3 clusters Score -1376006 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1376025.750000 Penalty: 3093.125732 Iteration 44Q: 3 clusters Score -1376026 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9235 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1376031.500000 Penalty: 3093.125732 Iteration 45Q: 3 clusters Score -1376032 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -1376047.625000 Penalty: 3093.125732 Iteration 46Q: 3 clusters Score -1376048 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9336 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1376059.250000 Penalty: 3093.125732 Iteration 47Q: 3 clusters Score -1376059 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9390 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1376067.250000 Penalty: 3093.125732 Iteration 48Q: 3 clusters Score -1376067 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9444 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1376079.250000 Penalty: 3093.125732 Iteration 49Q: 3 clusters Score -1376079 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9494 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1376090.375000 Penalty: 3093.125732 Iteration 50Q: 3 clusters Score -1376090 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9560 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -1376109.875000 Penalty: 3093.125732 Iteration 51Q: 3 clusters Score -1376110 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9633 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -1376129.000000 Penalty: 3093.125732 Iteration 52Q: 3 clusters Score -1376129 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9701 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1376146.000000 Penalty: 3093.125732 Iteration 53Q: 3 clusters Score -1376146 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -1376171.500000 Penalty: 3093.125732 Iteration 54Q: 3 clusters Score -1376172 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1376195.125000 Penalty: 3093.125732 Iteration 55Q: 3 clusters Score -1376195 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -1376214.125000 Penalty: 3093.125732 Iteration 56Q: 3 clusters Score -1376214 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9989 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -1376238.250000 Penalty: 3093.125732 Iteration 57Q: 3 clusters Score -1376238 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -1376281.625000 Penalty: 3093.125732 Iteration 58Q: 3 clusters Score -1376282 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10172 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -1376331.000000 Penalty: 3093.125732 Iteration 59Q: 3 clusters Score -1376331 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1376373.875000 Penalty: 3093.125732 Iteration 60F: 3 clusters Score -1376374 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1376425.750000 Penalty: 3093.125732 Iteration 61Q: 3 clusters Score -1376426 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -1376468.750000 Penalty: 3093.125732 Iteration 62Q: 3 clusters Score -1376469 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10563 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -1376501.125000 Penalty: 3093.125732 Iteration 63Q: 3 clusters Score -1376501 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10637 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -1376525.250000 Penalty: 3093.125732 Iteration 64Q: 3 clusters Score -1376525 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -1376552.875000 Penalty: 3093.125732 Iteration 65Q: 3 clusters Score -1376553 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10789 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -1376578.125000 Penalty: 3093.125732 Iteration 66Q: 3 clusters Score -1376578 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1376596.125000 Penalty: 3093.125732 Iteration 67Q: 3 clusters Score -1376596 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10895 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -1376603.750000 Penalty: 3093.125732 Iteration 68Q: 3 clusters Score -1376604 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10939 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -1376616.500000 Penalty: 3093.125732 Iteration 69Q: 3 clusters Score -1376616 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10970 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -1376620.250000 Penalty: 3093.125732 Iteration 70Q: 3 clusters Score -1376620 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10999 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -1376627.125000 Penalty: 3093.125732 Iteration 71Q: 3 clusters Score -1376627 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11022 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -1376632.875000 Penalty: 3093.125732 Iteration 72Q: 3 clusters Score -1376633 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11040 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -1376635.625000 Penalty: 3093.125732 Iteration 73Q: 3 clusters Score -1376636 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11055 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -1376636.125000 Penalty: 3093.125732 Iteration 74Q: 3 clusters Score -1376636 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11067 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -1376640.500000 Penalty: 3093.125732 Iteration 75Q: 3 clusters Score -1376640 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11080 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -1376643.500000 Penalty: 3093.125732 Iteration 76Q: 3 clusters Score -1376644 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -1376641.750000 Penalty: 3093.125732 Iteration 77Q: 3 clusters Score -1376642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -1376640.625000 Penalty: 3093.125732 Iteration 78Q: 3 clusters Score -1376641 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11094 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -1376643.750000 Penalty: 3093.125732 Iteration 79Q: 3 clusters Score -1376644 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -1376645.625000 Penalty: 3093.125732 Iteration 80F: 3 clusters Score -1376646 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11104 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -1376647.250000 Penalty: 3093.125732 Iteration 81Q: 3 clusters Score -1376647 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: 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Estep Score: -1376647.375000 Penalty: 3093.125732 Iteration 86Q: 3 clusters Score -1376647 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11134 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -1376648.125000 Penalty: 3093.125732 Iteration 87Q: 3 clusters Score -1376648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -1376650.375000 Penalty: 3093.125732 Iteration 88Q: 3 clusters Score -1376650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1376649.375000 Penalty: 3093.125732 Iteration 89Q: 3 clusters Score -1376649 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1376649.375000 Penalty: 3093.125732 Iteration 90F: 3 clusters Score -1376649 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Entering Unmasked Estep Score: -53176.414062 Penalty: 1059.121582 Iteration 0F: 2 clusters Score -53176.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -52081.472656 Penalty: 2118.243164 Iteration 0F: 3 clusters Score -52081.47 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -52539.164062 Penalty: 2118.243164 Iteration 1F: 3 clusters Score -52539.16 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -52704.066406 Penalty: 2118.243164 Iteration 2F: 3 clusters Score -52704.07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -52889.820312 Penalty: 2118.243164 Iteration 3F: 3 clusters Score -52889.82 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -53021.554688 Penalty: 2118.243164 Iteration 4F: 3 clusters Score -53021.55 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -53096.691406 Penalty: 2118.243164 Iteration 5Q: 3 clusters Score -53096.69 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -53188.257812 Penalty: 2118.243164 Iteration 6Q: 3 clusters Score -53188.26 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -53314.714844 Penalty: 2118.243164 Iteration 7Q: 3 clusters Score -53314.71 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -53401.875000 Penalty: 2118.243164 Iteration 8Q: 3 clusters Score -53401.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -53437.882812 Penalty: 2118.243164 Iteration 9Q: 3 clusters Score -53437.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -53462.933594 Penalty: 2118.243164 Iteration 10Q: 3 clusters Score -53462.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -53473.996094 Penalty: 2118.243164 Iteration 11Q: 3 clusters Score -53474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -53477.894531 Penalty: 2118.243164 Iteration 12Q: 3 clusters Score -53477.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -53497.324219 Penalty: 2118.243164 Iteration 13F: 3 clusters Score -53497.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -53601.886719 Penalty: 2118.243164 Iteration 14Q: 3 clusters Score -53601.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -53663.375000 Penalty: 2118.243164 Iteration 15Q: 3 clusters Score -53663.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -53673.808594 Penalty: 2118.243164 Iteration 16Q: 3 clusters Score -53673.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -53677.933594 Penalty: 2118.243164 Iteration 17Q: 3 clusters Score -53677.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -53679.464844 Penalty: 2118.243164 Iteration 18Q: 3 clusters Score -53679.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -53680.488281 Penalty: 2118.243164 Iteration 19Q: 3 clusters Score -53680.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -53680.960938 Penalty: 2118.243164 Iteration 20F: 3 clusters Score -53680.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -53682.046875 Penalty: 2118.243164 Iteration 21Q: 3 clusters Score -53682.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -53682.402344 Penalty: 2118.243164 Iteration 22Q: 3 clusters Score -53682.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -53682.402344 Penalty: 2118.243164 Iteration 23F: 3 clusters Score -53682.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 12246 members Mstep: Class 3 contains 5608 members Mstep: Class 4 contains 1681 members Mstep: Class 5 contains 3848 members Mstep: Class 6 contains 11897 members Mstep: Class 7 contains 10608 members Mstep: Class 8 contains 72073 members Mstep: Class 9 contains 2851 members Mstep: Class 10 contains 5902 members Mstep: Class 11 contains 7193 members Mstep: Class 12 contains 3082 members Mstep: Class 13 contains 12653 members Mstep: Class 14 contains 2191 members Mstep: Class 15 contains 13593 members Mstep: Class 16 contains 226 members Mstep: Class 17 contains 1674 members Mstep: Class 18 contains 41107 members Mstep: Class 19 contains 1193 members Mstep: Class 20 contains 14993 members Mstep: Class 21 contains 3589 members Mstep: Class 22 contains 451 members Entering Unmasked Estep Score: -22233314.000000 Penalty: 44156.183594 Splitting cluster 16 changes total score from -22220442.000000 to -22233314.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 17 (1674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Entering Unmasked Estep Score: -148970.671875 Penalty: 1206.232788 Iteration 0F: 2 clusters Score -148970.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -147266.578125 Penalty: 2412.465576 Iteration 0F: 3 clusters Score -147266.6 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -149223.250000 Penalty: 2412.465576 Iteration 1F: 3 clusters Score -149223.2 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -150321.437500 Penalty: 2412.465576 Iteration 2F: 3 clusters Score -150321.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -150628.000000 Penalty: 2412.465576 Iteration 3F: 3 clusters Score -150628 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -150754.312500 Penalty: 2412.465576 Iteration 4Q: 3 clusters Score -150754.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -150831.359375 Penalty: 2412.465576 Iteration 5Q: 3 clusters Score -150831.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -150897.937500 Penalty: 2412.465576 Iteration 6Q: 3 clusters Score -150897.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -150948.781250 Penalty: 2412.465576 Iteration 7Q: 3 clusters Score -150948.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -150994.281250 Penalty: 2412.465576 Iteration 8Q: 3 clusters Score -150994.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -151018.156250 Penalty: 2412.465576 Iteration 9Q: 3 clusters Score -151018.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -151041.921875 Penalty: 2412.465576 Iteration 10Q: 3 clusters Score -151041.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -151058.500000 Penalty: 2412.465576 Iteration 11Q: 3 clusters Score -151058.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -151074.890625 Penalty: 2412.465576 Iteration 12Q: 3 clusters Score -151074.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -151086.156250 Penalty: 2412.465576 Iteration 13Q: 3 clusters Score -151086.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -151096.734375 Penalty: 2412.465576 Iteration 14Q: 3 clusters Score -151096.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -151103.609375 Penalty: 2412.465576 Iteration 15Q: 3 clusters Score -151103.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -151114.375000 Penalty: 2412.465576 Iteration 16Q: 3 clusters Score -151114.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -151124.359375 Penalty: 2412.465576 Iteration 17Q: 3 clusters Score -151124.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -151126.875000 Penalty: 2412.465576 Iteration 18Q: 3 clusters Score -151126.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -151128.109375 Penalty: 2412.465576 Iteration 19Q: 3 clusters Score -151128.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -151129.328125 Penalty: 2412.465576 Iteration 20F: 3 clusters Score -151129.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -151129.875000 Penalty: 2412.465576 Iteration 21Q: 3 clusters Score -151129.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -151131.125000 Penalty: 2412.465576 Iteration 22Q: 3 clusters Score -151131.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -151131.593750 Penalty: 2412.465576 Iteration 23Q: 3 clusters Score -151131.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -151132.875000 Penalty: 2412.465576 Iteration 24Q: 3 clusters Score -151132.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -151133.453125 Penalty: 2412.465576 Iteration 25Q: 3 clusters Score -151133.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -151133.453125 Penalty: 2412.465576 Iteration 26F: 3 clusters Score -151133.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 12246 members Mstep: Class 3 contains 5608 members Mstep: Class 4 contains 1681 members Mstep: Class 5 contains 3848 members Mstep: Class 6 contains 11897 members Mstep: Class 7 contains 10608 members Mstep: Class 8 contains 72073 members Mstep: Class 9 contains 2851 members Mstep: Class 10 contains 5902 members Mstep: Class 11 contains 7193 members Mstep: Class 12 contains 3082 members Mstep: Class 13 contains 12653 members Mstep: Class 14 contains 2191 members Mstep: Class 15 contains 13593 members Mstep: Class 16 contains 226 members Mstep: Class 17 contains 836 members Mstep: Class 18 contains 41107 members Mstep: Class 19 contains 1193 members Mstep: Class 20 contains 14993 members Mstep: Class 21 contains 3589 members Mstep: Class 22 contains 451 members Mstep: Class 23 contains 838 members Entering Unmasked Estep Score: -22234768.000000 Penalty: 46163.285156 Splitting cluster 17 changes total score from -22220442.000000 to -22234768.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 18 (41107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41107 members Entering Unmasked Estep Score: -4044104.500000 Penalty: 1726.389282 Iteration 0F: 2 clusters Score -4044104 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20692 members Mstep: Class 2 contains 20415 members Entering Unmasked Estep Score: -4016451.000000 Penalty: 3452.778564 Iteration 0F: 3 clusters Score -4016451 nChanged 19291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21955 members Mstep: Class 2 contains 19152 members Entering Unmasked Estep Score: -4028266.500000 Penalty: 3452.778564 Iteration 1F: 3 clusters Score -4028266 nChanged 2671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22534 members Mstep: Class 2 contains 18573 members Entering Unmasked Estep Score: -4030317.500000 Penalty: 3452.778564 Iteration 2F: 3 clusters Score -4030318 nChanged 3315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23185 members Mstep: Class 2 contains 17922 members Entering Unmasked Estep Score: -4033182.500000 Penalty: 3452.778564 Iteration 3F: 3 clusters Score -4033182 nChanged 3474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23749 members Mstep: Class 2 contains 17358 members Entering Unmasked Estep Score: -4036296.000000 Penalty: 3452.778564 Iteration 4F: 3 clusters Score -4036296 nChanged 3231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24262 members Mstep: Class 2 contains 16845 members Entering Unmasked Estep Score: -4039009.500000 Penalty: 3452.778564 Iteration 5F: 3 clusters Score -4039010 nChanged 2560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24652 members Mstep: Class 2 contains 16455 members Entering Unmasked Estep Score: -4040893.500000 Penalty: 3452.778564 Iteration 6F: 3 clusters Score -4040894 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25009 members Mstep: Class 2 contains 16098 members Entering Unmasked Estep Score: -4041902.500000 Penalty: 3452.778564 Iteration 7Q: 3 clusters Score -4041902 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25303 members Mstep: Class 2 contains 15804 members Entering Unmasked Estep Score: -4042317.750000 Penalty: 3452.778564 Iteration 8Q: 3 clusters Score -4042318 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25575 members Mstep: Class 2 contains 15532 members Entering Unmasked Estep Score: -4042512.000000 Penalty: 3452.778564 Iteration 9Q: 3 clusters Score -4042512 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25789 members Mstep: Class 2 contains 15318 members Entering Unmasked Estep Score: -4042585.000000 Penalty: 3452.778564 Iteration 10Q: 3 clusters Score -4042585 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26004 members Mstep: Class 2 contains 15103 members Entering Unmasked Estep Score: -4042636.500000 Penalty: 3452.778564 Iteration 11Q: 3 clusters Score -4042636 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26151 members Mstep: Class 2 contains 14956 members Entering Unmasked Estep Score: -4042675.000000 Penalty: 3452.778564 Iteration 12Q: 3 clusters Score -4042675 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26249 members Mstep: Class 2 contains 14858 members Entering Unmasked Estep Score: -4042699.250000 Penalty: 3452.778564 Iteration 13Q: 3 clusters Score -4042699 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26328 members Mstep: Class 2 contains 14779 members Entering Unmasked Estep Score: -4042714.500000 Penalty: 3452.778564 Iteration 14Q: 3 clusters Score -4042714 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26376 members Mstep: Class 2 contains 14731 members Entering Unmasked Estep Score: -4042716.250000 Penalty: 3452.778564 Iteration 15Q: 3 clusters Score -4042716 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26401 members Mstep: Class 2 contains 14706 members Entering Unmasked Estep Score: -4042747.250000 Penalty: 3452.778564 Iteration 16Q: 3 clusters Score -4042747 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26423 members Mstep: Class 2 contains 14684 members Entering Unmasked Estep Score: -4042800.250000 Penalty: 3452.778564 Iteration 17Q: 3 clusters Score -4042800 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26441 members Mstep: Class 2 contains 14666 members Entering Unmasked Estep Score: -4042815.000000 Penalty: 3452.778564 Iteration 18Q: 3 clusters Score -4042815 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 14653 members Entering Unmasked Estep Score: -4042846.250000 Penalty: 3452.778564 Iteration 19Q: 3 clusters Score -4042846 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26451 members Mstep: Class 2 contains 14656 members Entering Unmasked Estep Score: -4042894.250000 Penalty: 3452.778564 Iteration 20F: 3 clusters Score -4042894 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26419 members Mstep: Class 2 contains 14688 members Entering Unmasked Estep Score: -4042953.750000 Penalty: 3452.778564 Iteration 21Q: 3 clusters Score -4042954 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26374 members Mstep: Class 2 contains 14733 members Entering Unmasked Estep Score: -4043003.000000 Penalty: 3452.778564 Iteration 22Q: 3 clusters Score -4043003 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26312 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -4043040.000000 Penalty: 3452.778564 Iteration 23Q: 3 clusters Score -4043040 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26256 members Mstep: Class 2 contains 14851 members Entering Unmasked Estep Score: -4043074.750000 Penalty: 3452.778564 Iteration 24Q: 3 clusters Score -4043075 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26190 members Mstep: Class 2 contains 14917 members Entering Unmasked Estep Score: -4043105.250000 Penalty: 3452.778564 Iteration 25Q: 3 clusters Score -4043105 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26133 members Mstep: Class 2 contains 14974 members Entering Unmasked Estep Score: -4043129.500000 Penalty: 3452.778564 Iteration 26Q: 3 clusters Score -4043130 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26093 members Mstep: Class 2 contains 15014 members Entering Unmasked Estep Score: -4043154.000000 Penalty: 3452.778564 Iteration 27Q: 3 clusters Score -4043154 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26041 members Mstep: Class 2 contains 15066 members Entering Unmasked Estep Score: -4043170.250000 Penalty: 3452.778564 Iteration 28Q: 3 clusters Score -4043170 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25991 members Mstep: Class 2 contains 15116 members Entering Unmasked Estep Score: -4043197.250000 Penalty: 3452.778564 Iteration 29Q: 3 clusters Score -4043197 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25942 members Mstep: Class 2 contains 15165 members Entering Unmasked Estep Score: -4043213.500000 Penalty: 3452.778564 Iteration 30Q: 3 clusters Score -4043214 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25899 members Mstep: Class 2 contains 15208 members Entering Unmasked Estep Score: -4043223.250000 Penalty: 3452.778564 Iteration 31Q: 3 clusters Score -4043223 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25872 members Mstep: Class 2 contains 15235 members Entering Unmasked Estep Score: -4043239.750000 Penalty: 3452.778564 Iteration 32Q: 3 clusters Score -4043240 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25860 members Mstep: Class 2 contains 15247 members Entering Unmasked Estep Score: -4043250.750000 Penalty: 3452.778564 Iteration 33Q: 3 clusters Score -4043251 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25836 members Mstep: Class 2 contains 15271 members Entering Unmasked Estep Score: -4043270.250000 Penalty: 3452.778564 Iteration 34Q: 3 clusters Score -4043270 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25824 members Mstep: Class 2 contains 15283 members Entering Unmasked Estep Score: -4043283.750000 Penalty: 3452.778564 Iteration 35Q: 3 clusters Score -4043284 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25832 members Mstep: Class 2 contains 15275 members Entering Unmasked Estep Score: -4043281.000000 Penalty: 3452.778564 Iteration 36Q: 3 clusters Score -4043281 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25851 members Mstep: Class 2 contains 15256 members Entering Unmasked Estep Score: -4043305.250000 Penalty: 3452.778564 Iteration 37Q: 3 clusters Score -4043305 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25876 members Mstep: Class 2 contains 15231 members Entering Unmasked Estep Score: -4043307.750000 Penalty: 3452.778564 Iteration 38Q: 3 clusters Score -4043308 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25899 members Mstep: Class 2 contains 15208 members Entering Unmasked Estep Score: -4043329.250000 Penalty: 3452.778564 Iteration 39Q: 3 clusters Score -4043329 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25918 members Mstep: Class 2 contains 15189 members Entering Unmasked Estep Score: -4043332.750000 Penalty: 3452.778564 Iteration 40F: 3 clusters Score -4043333 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25950 members Mstep: Class 2 contains 15157 members Entering Unmasked Estep Score: -4043338.500000 Penalty: 3452.778564 Iteration 41Q: 3 clusters Score -4043338 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25975 members Mstep: Class 2 contains 15132 members Entering Unmasked Estep Score: -4043342.750000 Penalty: 3452.778564 Iteration 42Q: 3 clusters Score -4043343 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26007 members Mstep: Class 2 contains 15100 members Entering Unmasked Estep Score: -4043347.750000 Penalty: 3452.778564 Iteration 43Q: 3 clusters Score -4043348 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26016 members Mstep: Class 2 contains 15091 members Entering Unmasked Estep Score: -4043337.250000 Penalty: 3452.778564 Iteration 44Q: 3 clusters Score -4043337 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26043 members Mstep: Class 2 contains 15064 members Entering Unmasked Estep Score: -4043340.000000 Penalty: 3452.778564 Iteration 45Q: 3 clusters Score -4043340 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26071 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -4043338.750000 Penalty: 3452.778564 Iteration 46Q: 3 clusters Score -4043339 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26094 members Mstep: Class 2 contains 15013 members Entering Unmasked Estep Score: -4043339.750000 Penalty: 3452.778564 Iteration 47Q: 3 clusters Score -4043340 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26123 members Mstep: Class 2 contains 14984 members Entering Unmasked Estep Score: -4043343.000000 Penalty: 3452.778564 Iteration 48Q: 3 clusters Score -4043343 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26150 members Mstep: Class 2 contains 14957 members Entering Unmasked Estep Score: -4043349.000000 Penalty: 3452.778564 Iteration 49Q: 3 clusters Score -4043349 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26185 members Mstep: Class 2 contains 14922 members Entering Unmasked Estep Score: -4043341.000000 Penalty: 3452.778564 Iteration 50Q: 3 clusters Score -4043341 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26222 members Mstep: Class 2 contains 14885 members Entering Unmasked Estep Score: -4043348.000000 Penalty: 3452.778564 Iteration 51Q: 3 clusters Score -4043348 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26268 members Mstep: Class 2 contains 14839 members Entering Unmasked Estep Score: -4043353.250000 Penalty: 3452.778564 Iteration 52Q: 3 clusters Score -4043353 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26312 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -4043357.500000 Penalty: 3452.778564 Iteration 53Q: 3 clusters Score -4043358 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26359 members Mstep: Class 2 contains 14748 members Entering Unmasked Estep Score: -4043348.250000 Penalty: 3452.778564 Iteration 54Q: 3 clusters Score -4043348 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26402 members Mstep: Class 2 contains 14705 members Entering Unmasked Estep Score: -4043353.000000 Penalty: 3452.778564 Iteration 55Q: 3 clusters Score -4043353 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26448 members Mstep: Class 2 contains 14659 members Entering Unmasked Estep Score: -4043371.000000 Penalty: 3452.778564 Iteration 56Q: 3 clusters Score -4043371 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26502 members Mstep: Class 2 contains 14605 members Entering Unmasked Estep Score: -4043373.500000 Penalty: 3452.778564 Iteration 57Q: 3 clusters Score -4043374 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26567 members Mstep: Class 2 contains 14540 members Entering Unmasked Estep Score: -4043386.250000 Penalty: 3452.778564 Iteration 58Q: 3 clusters Score -4043386 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14470 members Entering Unmasked Estep Score: -4043398.250000 Penalty: 3452.778564 Iteration 59Q: 3 clusters Score -4043398 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26716 members Mstep: Class 2 contains 14391 members Entering Unmasked Estep Score: -4043412.000000 Penalty: 3452.778564 Iteration 60F: 3 clusters Score -4043412 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26785 members Mstep: Class 2 contains 14322 members Entering Unmasked Estep Score: -4043413.750000 Penalty: 3452.778564 Iteration 61Q: 3 clusters Score -4043414 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26846 members Mstep: Class 2 contains 14261 members Entering Unmasked Estep Score: -4043434.750000 Penalty: 3452.778564 Iteration 62Q: 3 clusters Score -4043435 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26902 members Mstep: Class 2 contains 14205 members Entering Unmasked Estep Score: -4043441.750000 Penalty: 3452.778564 Iteration 63Q: 3 clusters Score -4043442 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26961 members Mstep: Class 2 contains 14146 members Entering Unmasked Estep Score: -4043449.000000 Penalty: 3452.778564 Iteration 64Q: 3 clusters Score -4043449 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27019 members Mstep: Class 2 contains 14088 members Entering Unmasked Estep Score: -4043449.750000 Penalty: 3452.778564 Iteration 65Q: 3 clusters Score -4043450 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27077 members Mstep: Class 2 contains 14030 members Entering Unmasked Estep Score: -4043469.000000 Penalty: 3452.778564 Iteration 66Q: 3 clusters Score -4043469 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27142 members Mstep: Class 2 contains 13965 members Entering Unmasked Estep Score: -4043482.750000 Penalty: 3452.778564 Iteration 67Q: 3 clusters Score -4043483 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27206 members Mstep: Class 2 contains 13901 members Entering Unmasked Estep Score: -4043481.000000 Penalty: 3452.778564 Iteration 68Q: 3 clusters Score -4043481 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27263 members Mstep: Class 2 contains 13844 members Entering Unmasked Estep Score: -4043493.250000 Penalty: 3452.778564 Iteration 69Q: 3 clusters Score -4043493 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27331 members Mstep: Class 2 contains 13776 members Entering Unmasked Estep Score: -4043501.750000 Penalty: 3452.778564 Iteration 70Q: 3 clusters Score -4043502 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27399 members Mstep: Class 2 contains 13708 members Entering Unmasked Estep Score: -4043507.250000 Penalty: 3452.778564 Iteration 71Q: 3 clusters Score -4043507 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27470 members Mstep: Class 2 contains 13637 members Entering Unmasked Estep Score: -4043516.250000 Penalty: 3452.778564 Iteration 72Q: 3 clusters Score -4043516 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27540 members Mstep: Class 2 contains 13567 members Entering Unmasked Estep Score: -4043525.250000 Penalty: 3452.778564 Iteration 73Q: 3 clusters Score -4043525 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27627 members Mstep: Class 2 contains 13480 members Entering Unmasked Estep Score: -4043540.250000 Penalty: 3452.778564 Iteration 74Q: 3 clusters Score -4043540 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27726 members Mstep: Class 2 contains 13381 members Entering Unmasked Estep Score: -4043557.750000 Penalty: 3452.778564 Iteration 75Q: 3 clusters Score -4043558 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27820 members Mstep: Class 2 contains 13287 members Entering Unmasked Estep Score: -4043573.000000 Penalty: 3452.778564 Iteration 76Q: 3 clusters Score -4043573 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27916 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -4043570.750000 Penalty: 3452.778564 Iteration 77Q: 3 clusters Score -4043571 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28003 members Mstep: Class 2 contains 13104 members Entering Unmasked Estep Score: -4043572.750000 Penalty: 3452.778564 Iteration 78Q: 3 clusters Score -4043573 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28071 members Mstep: Class 2 contains 13036 members Entering Unmasked Estep Score: -4043588.750000 Penalty: 3452.778564 Iteration 79Q: 3 clusters Score -4043589 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28132 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -4043598.500000 Penalty: 3452.778564 Iteration 80F: 3 clusters Score -4043598 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28182 members Mstep: Class 2 contains 12925 members Entering Unmasked Estep Score: -4043610.500000 Penalty: 3452.778564 Iteration 81Q: 3 clusters Score -4043610 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28246 members Mstep: Class 2 contains 12861 members Entering Unmasked Estep Score: -4043609.250000 Penalty: 3452.778564 Iteration 82Q: 3 clusters Score -4043609 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28307 members Mstep: Class 2 contains 12800 members Entering Unmasked Estep Score: -4043615.750000 Penalty: 3452.778564 Iteration 83Q: 3 clusters Score -4043616 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28367 members Mstep: Class 2 contains 12740 members Entering Unmasked Estep Score: -4043613.250000 Penalty: 3452.778564 Iteration 84Q: 3 clusters Score -4043613 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28421 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -4043623.750000 Penalty: 3452.778564 Iteration 85Q: 3 clusters Score -4043624 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28470 members Mstep: Class 2 contains 12637 members Entering Unmasked Estep Score: -4043621.000000 Penalty: 3452.778564 Iteration 86Q: 3 clusters Score -4043621 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28518 members Mstep: Class 2 contains 12589 members Entering Unmasked Estep Score: -4043628.500000 Penalty: 3452.778564 Iteration 87Q: 3 clusters Score -4043628 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28561 members Mstep: Class 2 contains 12546 members Entering Unmasked Estep Score: -4043626.500000 Penalty: 3452.778564 Iteration 88Q: 3 clusters Score -4043626 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28591 members Mstep: Class 2 contains 12516 members Entering Unmasked Estep Score: -4043624.750000 Penalty: 3452.778564 Iteration 89Q: 3 clusters Score -4043625 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28613 members Mstep: Class 2 contains 12494 members Entering Unmasked Estep Score: -4043624.750000 Penalty: 3452.778564 Iteration 90Q: 3 clusters Score -4043625 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28625 members Mstep: Class 2 contains 12482 members Entering Unmasked Estep Score: -4043626.000000 Penalty: 3452.778564 Iteration 91Q: 3 clusters Score -4043626 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28640 members Mstep: Class 2 contains 12467 members Entering Unmasked Estep Score: -4043626.750000 Penalty: 3452.778564 Iteration 92Q: 3 clusters Score -4043627 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28658 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -4043630.250000 Penalty: 3452.778564 Iteration 93Q: 3 clusters Score -4043630 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28671 members Mstep: Class 2 contains 12436 members Entering Unmasked Estep Score: -4043631.500000 Penalty: 3452.778564 Iteration 94Q: 3 clusters Score -4043632 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28686 members Mstep: Class 2 contains 12421 members Entering Unmasked Estep Score: -4043631.500000 Penalty: 3452.778564 Iteration 95Q: 3 clusters Score -4043632 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28706 members Mstep: Class 2 contains 12401 members Entering Unmasked Estep Score: -4043623.000000 Penalty: 3452.778564 Iteration 96Q: 3 clusters Score -4043623 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28729 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -4043630.500000 Penalty: 3452.778564 Iteration 97Q: 3 clusters Score -4043630 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28753 members Mstep: Class 2 contains 12354 members Entering Unmasked Estep Score: -4043635.500000 Penalty: 3452.778564 Iteration 98Q: 3 clusters Score -4043636 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28772 members Mstep: Class 2 contains 12335 members Entering Unmasked Estep Score: -4043629.250000 Penalty: 3452.778564 Iteration 99Q: 3 clusters Score -4043629 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28785 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -4043627.750000 Penalty: 3452.778564 Iteration 100F: 3 clusters Score -4043628 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28798 members Mstep: Class 2 contains 12309 members Entering Unmasked Estep Score: -4043629.250000 Penalty: 3452.778564 Iteration 101Q: 3 clusters Score -4043629 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28818 members Mstep: Class 2 contains 12289 members Entering Unmasked Estep Score: -4043631.500000 Penalty: 3452.778564 Iteration 102Q: 3 clusters Score -4043632 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28835 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -4043638.500000 Penalty: 3452.778564 Iteration 103Q: 3 clusters Score -4043638 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28856 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -4043645.250000 Penalty: 3452.778564 Iteration 104Q: 3 clusters Score -4043645 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28876 members Mstep: Class 2 contains 12231 members Entering Unmasked Estep Score: -4043644.750000 Penalty: 3452.778564 Iteration 105Q: 3 clusters Score -4043645 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28893 members Mstep: Class 2 contains 12214 members Entering Unmasked Estep Score: -4043638.500000 Penalty: 3452.778564 Iteration 106Q: 3 clusters Score -4043638 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28912 members Mstep: Class 2 contains 12195 members Entering Unmasked Estep Score: -4043643.500000 Penalty: 3452.778564 Iteration 107Q: 3 clusters Score -4043644 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28938 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -4043643.750000 Penalty: 3452.778564 Iteration 108Q: 3 clusters Score -4043644 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28959 members Mstep: Class 2 contains 12148 members Entering Unmasked Estep Score: -4043639.500000 Penalty: 3452.778564 Iteration 109Q: 3 clusters Score -4043640 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28982 members Mstep: Class 2 contains 12125 members Entering Unmasked Estep Score: -4043637.500000 Penalty: 3452.778564 Iteration 110Q: 3 clusters Score -4043638 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28994 members Mstep: Class 2 contains 12113 members Entering Unmasked Estep Score: -4043635.250000 Penalty: 3452.778564 Iteration 111Q: 3 clusters Score -4043635 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29004 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -4043633.500000 Penalty: 3452.778564 Iteration 112Q: 3 clusters Score -4043634 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29014 members Mstep: Class 2 contains 12093 members Entering Unmasked Estep Score: -4043643.250000 Penalty: 3452.778564 Iteration 113Q: 3 clusters Score -4043643 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29025 members Mstep: Class 2 contains 12082 members Entering Unmasked Estep Score: -4043643.750000 Penalty: 3452.778564 Iteration 114Q: 3 clusters Score -4043644 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29038 members Mstep: Class 2 contains 12069 members Entering Unmasked Estep Score: -4043640.000000 Penalty: 3452.778564 Iteration 115Q: 3 clusters Score -4043640 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29045 members Mstep: Class 2 contains 12062 members Entering Unmasked Estep Score: -4043638.500000 Penalty: 3452.778564 Iteration 116Q: 3 clusters Score -4043638 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29052 members Mstep: Class 2 contains 12055 members Entering Unmasked Estep Score: -4043638.750000 Penalty: 3452.778564 Iteration 117Q: 3 clusters Score -4043639 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29064 members Mstep: Class 2 contains 12043 members Entering Unmasked Estep Score: -4043643.750000 Penalty: 3452.778564 Iteration 118Q: 3 clusters Score -4043644 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29073 members Mstep: Class 2 contains 12034 members Entering Unmasked Estep Score: -4043643.250000 Penalty: 3452.778564 Iteration 119Q: 3 clusters Score -4043643 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29081 members Mstep: Class 2 contains 12026 members Entering Unmasked Estep Score: -4043645.750000 Penalty: 3452.778564 Iteration 120F: 3 clusters Score -4043646 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29089 members Mstep: Class 2 contains 12018 members Entering Unmasked Estep Score: -4043641.250000 Penalty: 3452.778564 Iteration 121Q: 3 clusters Score -4043641 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29094 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -4043649.750000 Penalty: 3452.778564 Iteration 122Q: 3 clusters Score -4043650 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29098 members Mstep: Class 2 contains 12009 members Entering Unmasked Estep Score: -4043650.000000 Penalty: 3452.778564 Iteration 123Q: 3 clusters Score -4043650 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29101 members Mstep: Class 2 contains 12006 members Entering Unmasked Estep Score: -4043646.000000 Penalty: 3452.778564 Iteration 124Q: 3 clusters Score -4043646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29103 members Mstep: Class 2 contains 12004 members Entering Unmasked Estep Score: -4043644.500000 Penalty: 3452.778564 Iteration 125Q: 3 clusters Score -4043644 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29109 members Mstep: Class 2 contains 11998 members Entering Unmasked Estep Score: -4043641.500000 Penalty: 3452.778564 Iteration 126Q: 3 clusters Score -4043642 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29111 members Mstep: Class 2 contains 11996 members Entering Unmasked Estep Score: -4043641.000000 Penalty: 3452.778564 Iteration 127Q: 3 clusters Score -4043641 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29113 members Mstep: Class 2 contains 11994 members Entering Unmasked Estep Score: -4043644.500000 Penalty: 3452.778564 Iteration 128Q: 3 clusters Score -4043644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29115 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -4043647.250000 Penalty: 3452.778564 Iteration 129Q: 3 clusters Score -4043647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29117 members Mstep: Class 2 contains 11990 members Entering Unmasked Estep Score: -4043648.250000 Penalty: 3452.778564 Iteration 130Q: 3 clusters Score -4043648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29118 members Mstep: Class 2 contains 11989 members Entering Unmasked Estep Score: -4043648.500000 Penalty: 3452.778564 Iteration 131Q: 3 clusters Score -4043648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29119 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -4043645.250000 Penalty: 3452.778564 Iteration 132Q: 3 clusters Score -4043645 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29121 members Mstep: Class 2 contains 11986 members Entering Unmasked Estep Score: -4043644.750000 Penalty: 3452.778564 Iteration 133Q: 3 clusters Score -4043645 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29122 members Mstep: Class 2 contains 11985 members Entering Unmasked Estep Score: -4043646.500000 Penalty: 3452.778564 Iteration 134Q: 3 clusters Score -4043646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29123 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -4043646.000000 Penalty: 3452.778564 Iteration 135Q: 3 clusters Score -4043646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29123 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -4043646.000000 Penalty: 3452.778564 Iteration 136F: 3 clusters Score -4043646 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Entering Unmasked Estep Score: -118077.695312 Penalty: 1151.186768 Iteration 0F: 2 clusters Score -118077.7 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 592 members Entering Unmasked Estep Score: -116501.234375 Penalty: 2302.373535 Iteration 0F: 3 clusters Score -116501.2 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -116815.757812 Penalty: 2302.373535 Iteration 1F: 3 clusters Score -116815.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -116957.781250 Penalty: 2302.373535 Iteration 2F: 3 clusters Score -116957.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -117049.687500 Penalty: 2302.373535 Iteration 3F: 3 clusters Score -117049.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -117154.390625 Penalty: 2302.373535 Iteration 4Q: 3 clusters Score -117154.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -117295.914062 Penalty: 2302.373535 Iteration 5F: 3 clusters Score -117295.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -117481.890625 Penalty: 2302.373535 Iteration 6F: 3 clusters Score -117481.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -117666.382812 Penalty: 2302.373535 Iteration 7F: 3 clusters Score -117666.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -117768.750000 Penalty: 2302.373535 Iteration 8Q: 3 clusters Score -117768.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -117849.906250 Penalty: 2302.373535 Iteration 9Q: 3 clusters Score -117849.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -117922.851562 Penalty: 2302.373535 Iteration 10Q: 3 clusters Score -117922.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -117956.437500 Penalty: 2302.373535 Iteration 11Q: 3 clusters Score -117956.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -117987.976562 Penalty: 2302.373535 Iteration 12Q: 3 clusters Score -117988 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -118023.835938 Penalty: 2302.373535 Iteration 13Q: 3 clusters Score -118023.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -118040.117188 Penalty: 2302.373535 Iteration 14Q: 3 clusters Score -118040.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -118046.406250 Penalty: 2302.373535 Iteration 15Q: 3 clusters Score -118046.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -118048.703125 Penalty: 2302.373535 Iteration 16Q: 3 clusters Score -118048.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -118049.921875 Penalty: 2302.373535 Iteration 17Q: 3 clusters Score -118049.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -118050.859375 Penalty: 2302.373535 Iteration 18Q: 3 clusters Score -118050.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -118050.859375 Penalty: 2302.373535 Iteration 19F: 3 clusters Score -118050.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 12246 members Mstep: Class 5 contains 3848 members Mstep: Class 7 contains 10608 members Mstep: Class 8 contains 72073 members Mstep: Class 9 contains 2851 members Mstep: Class 10 contains 5902 members Mstep: Class 11 contains 7193 members Mstep: Class 12 contains 3082 members Mstep: Class 13 contains 12653 members Mstep: Class 14 contains 2191 members Mstep: Class 15 contains 13593 members Mstep: Class 16 contains 226 members Mstep: Class 17 contains 836 members Mstep: Class 18 contains 41107 members Mstep: Class 19 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -22241072.000000 Penalty: 46163.285156 Iteration 39Q: 24 clusters Score -2.224107e+07 nChanged 7076 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 12652 members Mstep: Class 3 contains 4831 members Mstep: Class 4 contains 1719 members Mstep: Class 5 contains 4225 members Mstep: Class 6 contains 12525 members Mstep: Class 7 contains 10220 members Mstep: Class 8 contains 72161 members Mstep: Class 9 contains 2984 members Mstep: Class 10 contains 5920 members Mstep: Class 11 contains 6978 members Mstep: Class 12 contains 3044 members Mstep: Class 13 contains 12643 members Mstep: Class 14 contains 1970 members Mstep: Class 15 contains 13640 members Mstep: Class 16 contains 241 members Mstep: Class 17 contains 1003 members Mstep: Class 18 contains 41535 members Mstep: Class 19 contains 1240 members Mstep: Class 20 contains 14871 members Mstep: Class 21 contains 3124 members Mstep: Class 22 contains 454 members Mstep: Class 23 contains 784 members Entering Unmasked Estep ConsiderDeletion Score: -22245526.000000 Penalty: 46163.285156 Iteration 40F: 24 clusters Score -2.224553e+07 nChanged 4132 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 12984 members Mstep: Class 3 contains 4635 members Mstep: Class 4 contains 1815 members Mstep: Class 5 contains 4449 members Mstep: Class 6 contains 12927 members Mstep: Class 7 contains 9887 members Mstep: Class 8 contains 71936 members Mstep: Class 9 contains 3035 members Mstep: Class 10 contains 5876 members Mstep: Class 11 contains 6718 members Mstep: Class 12 contains 3035 members Mstep: Class 13 contains 12595 members Mstep: Class 14 contains 1851 members Mstep: Class 15 contains 13511 members Mstep: Class 16 contains 260 members Mstep: Class 17 contains 1055 members Mstep: Class 18 contains 41779 members Mstep: Class 19 contains 1164 members Mstep: Class 20 contains 14867 members Mstep: Class 21 contains 3245 members Mstep: Class 22 contains 481 members Mstep: Class 23 contains 761 members Entering Unmasked Estep ConsiderDeletion Score: -22247598.000000 Penalty: 46163.285156 Iteration 41Q: 24 clusters Score -2.22476e+07 nChanged 2802 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 13265 members Mstep: Class 3 contains 4572 members Mstep: Class 4 contains 1854 members Mstep: Class 5 contains 4623 members Mstep: Class 6 contains 13249 members Mstep: Class 7 contains 9591 members Mstep: Class 8 contains 71786 members Mstep: Class 9 contains 3040 members Mstep: Class 10 contains 5852 members Mstep: Class 11 contains 6508 members Mstep: Class 12 contains 3040 members Mstep: Class 13 contains 12578 members Mstep: Class 14 contains 1752 members Mstep: Class 15 contains 13371 members Mstep: Class 16 contains 263 members Mstep: Class 17 contains 1090 members Mstep: Class 18 contains 41936 members Mstep: Class 19 contains 1072 members Mstep: Class 20 contains 14881 members Mstep: Class 21 contains 3366 members Mstep: Class 22 contains 488 members Mstep: Class 23 contains 746 members Entering Unmasked Estep ConsiderDeletion Score: -22248706.000000 Penalty: 46163.285156 Iteration 42Q: 24 clusters Score -2.224871e+07 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 13485 members Mstep: Class 3 contains 4552 members Mstep: Class 4 contains 1891 members Mstep: Class 5 contains 4750 members Mstep: Class 6 contains 13506 members Mstep: Class 7 contains 9326 members Mstep: Class 8 contains 71708 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 5826 members Mstep: Class 11 contains 6326 members Mstep: Class 12 contains 3044 members Mstep: Class 13 contains 12570 members Mstep: Class 14 contains 1678 members Mstep: Class 15 contains 13252 members Mstep: Class 16 contains 263 members Mstep: Class 17 contains 1113 members Mstep: Class 18 contains 42032 members Mstep: Class 19 contains 983 members Mstep: Class 20 contains 14895 members Mstep: Class 21 contains 3475 members Mstep: Class 22 contains 494 members Mstep: Class 23 contains 743 members Entering Unmasked Estep ConsiderDeletion Score: -22249360.000000 Penalty: 46163.285156 Iteration 43Q: 24 clusters Score -2.224936e+07 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 13665 members Mstep: Class 3 contains 4556 members Mstep: Class 4 contains 1916 members Mstep: Class 5 contains 4818 members Mstep: Class 6 contains 13715 members Mstep: Class 7 contains 9106 members Mstep: Class 8 contains 71667 members Mstep: Class 9 contains 3040 members Mstep: Class 10 contains 5802 members Mstep: Class 11 contains 6154 members Mstep: Class 12 contains 3052 members Mstep: Class 13 contains 12568 members Mstep: Class 14 contains 1630 members Mstep: Class 15 contains 13156 members Mstep: Class 16 contains 269 members Mstep: Class 17 contains 1122 members Mstep: Class 18 contains 42099 members Mstep: Class 19 contains 912 members Mstep: Class 20 contains 14906 members Mstep: Class 21 contains 3590 members Mstep: Class 22 contains 505 members Mstep: Class 23 contains 740 members Entering Unmasked Estep ConsiderDeletion Score: -22249744.000000 Penalty: 46163.285156 Iteration 44Q: 24 clusters Score -2.224974e+07 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 13846 members Mstep: Class 3 contains 4569 members Mstep: Class 4 contains 1929 members Mstep: Class 5 contains 4882 members Mstep: Class 6 contains 13890 members Mstep: Class 7 contains 8921 members Mstep: Class 8 contains 71621 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 5783 members Mstep: Class 11 contains 5964 members Mstep: Class 12 contains 3061 members Mstep: Class 13 contains 12567 members Mstep: Class 14 contains 1600 members Mstep: Class 15 contains 13084 members Mstep: Class 16 contains 272 members Mstep: Class 17 contains 1129 members Mstep: Class 18 contains 42138 members Mstep: Class 19 contains 846 members Mstep: Class 20 contains 14917 members Mstep: Class 21 contains 3699 members Mstep: Class 22 contains 515 members Mstep: Class 23 contains 738 members Entering Unmasked Estep ConsiderDeletion Score: -22250156.000000 Penalty: 46163.285156 Iteration 45Q: 24 clusters Score -2.225016e+07 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 14002 members Mstep: Class 3 contains 4591 members Mstep: Class 4 contains 1932 members Mstep: Class 5 contains 4931 members Mstep: Class 6 contains 14070 members Mstep: Class 7 contains 8779 members Mstep: Class 8 contains 71552 members Mstep: Class 9 contains 3025 members Mstep: Class 10 contains 5765 members Mstep: Class 11 contains 5804 members Mstep: Class 12 contains 3065 members Mstep: Class 13 contains 12566 members Mstep: Class 14 contains 1570 members Mstep: Class 15 contains 13030 members Mstep: Class 16 contains 276 members Mstep: Class 17 contains 1140 members Mstep: Class 18 contains 42168 members Mstep: Class 19 contains 794 members Mstep: Class 20 contains 14925 members Mstep: Class 21 contains 3777 members Mstep: Class 22 contains 519 members Mstep: Class 23 contains 734 members Entering Unmasked Estep ConsiderDeletion Score: -22250404.000000 Penalty: 46163.285156 Iteration 46Q: 24 clusters Score -2.22504e+07 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 14120 members Mstep: Class 3 contains 4617 members Mstep: Class 4 contains 1932 members Mstep: Class 5 contains 4990 members Mstep: Class 6 contains 14212 members Mstep: Class 7 contains 8670 members Mstep: Class 8 contains 71506 members Mstep: Class 9 contains 3027 members Mstep: Class 10 contains 5758 members Mstep: Class 11 contains 5669 members Mstep: Class 12 contains 3071 members Mstep: Class 13 contains 12560 members Mstep: Class 14 contains 1549 members Mstep: Class 15 contains 12961 members Mstep: Class 16 contains 276 members Mstep: Class 17 contains 1148 members Mstep: Class 18 contains 42189 members Mstep: Class 19 contains 751 members Mstep: Class 20 contains 14923 members Mstep: Class 21 contains 3839 members Mstep: Class 22 contains 517 members Mstep: Class 23 contains 734 members Entering Unmasked Estep ConsiderDeletion Score: -22250608.000000 Penalty: 46163.285156 Iteration 47Q: 24 clusters Score -2.225061e+07 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 14229 members Mstep: Class 3 contains 4637 members Mstep: Class 4 contains 1935 members Mstep: Class 5 contains 5037 members Mstep: Class 6 contains 14321 members Mstep: Class 7 contains 8566 members Mstep: Class 8 contains 71443 members Mstep: Class 9 contains 3029 members Mstep: Class 10 contains 5752 members Mstep: Class 11 contains 5557 members Mstep: Class 12 contains 3078 members Mstep: Class 13 contains 12569 members Mstep: Class 14 contains 1530 members Mstep: Class 15 contains 12915 members Mstep: Class 16 contains 279 members Mstep: Class 17 contains 1158 members Mstep: Class 18 contains 42209 members Mstep: Class 19 contains 701 members Mstep: Class 20 contains 14925 members Mstep: Class 21 contains 3910 members Mstep: Class 22 contains 513 members Mstep: Class 23 contains 734 members Entering Unmasked Estep ConsiderDeletion Score: -22250846.000000 Penalty: 46163.285156 Iteration 48Q: 24 clusters Score -2.225085e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 14316 members Mstep: Class 3 contains 4660 members Mstep: Class 4 contains 1938 members Mstep: Class 5 contains 5087 members Mstep: Class 6 contains 14396 members Mstep: Class 7 contains 8480 members Mstep: Class 8 contains 71384 members Mstep: Class 9 contains 3029 members Mstep: Class 10 contains 5747 members Mstep: Class 11 contains 5460 members Mstep: Class 12 contains 3087 members Mstep: Class 13 contains 12574 members Mstep: Class 14 contains 1516 members Mstep: Class 15 contains 12888 members Mstep: Class 16 contains 283 members Mstep: Class 17 contains 1168 members Mstep: Class 18 contains 42213 members Mstep: Class 19 contains 659 members Mstep: Class 20 contains 14926 members Mstep: Class 21 contains 3974 members Mstep: Class 22 contains 512 members Mstep: Class 23 contains 735 members Entering Unmasked Estep ConsiderDeletion Score: -22251092.000000 Penalty: 46163.285156 Iteration 49Q: 24 clusters Score -2.225109e+07 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 14402 members Mstep: Class 3 contains 4685 members Mstep: Class 4 contains 1942 members Mstep: Class 5 contains 5139 members Mstep: Class 6 contains 14446 members Mstep: Class 7 contains 8407 members Mstep: Class 8 contains 71336 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 5744 members Mstep: Class 11 contains 5369 members Mstep: Class 12 contains 3098 members Mstep: Class 13 contains 12577 members Mstep: Class 14 contains 1494 members Mstep: Class 15 contains 12857 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 1176 members Mstep: Class 18 contains 42216 members Mstep: Class 19 contains 628 members Mstep: Class 20 contains 14927 members Mstep: Class 21 contains 4032 members Mstep: Class 22 contains 505 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22251270.000000 Penalty: 46163.285156 Iteration 50Q: 24 clusters Score -2.225127e+07 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 14472 members Mstep: Class 3 contains 4699 members Mstep: Class 4 contains 1944 members Mstep: Class 5 contains 5184 members Mstep: Class 6 contains 14508 members Mstep: Class 7 contains 8346 members Mstep: Class 8 contains 71267 members Mstep: Class 9 contains 3037 members Mstep: Class 10 contains 5737 members Mstep: Class 11 contains 5293 members Mstep: Class 12 contains 3107 members Mstep: Class 13 contains 12580 members Mstep: Class 14 contains 1481 members Mstep: Class 15 contains 12840 members Mstep: Class 16 contains 295 members Mstep: Class 17 contains 1178 members Mstep: Class 18 contains 42215 members Mstep: Class 19 contains 611 members Mstep: Class 20 contains 14922 members Mstep: Class 21 contains 4077 members Mstep: Class 22 contains 505 members Mstep: Class 23 contains 735 members Entering Unmasked Estep ConsiderDeletion Score: -22251424.000000 Penalty: 46163.285156 Iteration 51Q: 24 clusters Score -2.225142e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 14551 members Mstep: Class 3 contains 4714 members Mstep: Class 4 contains 1947 members Mstep: Class 5 contains 5225 members Mstep: Class 6 contains 14551 members Mstep: Class 7 contains 8291 members Mstep: Class 8 contains 71218 members Mstep: Class 9 contains 3037 members Mstep: Class 10 contains 5733 members Mstep: Class 11 contains 5224 members Mstep: Class 12 contains 3119 members Mstep: Class 13 contains 12577 members Mstep: Class 14 contains 1467 members Mstep: Class 15 contains 12822 members Mstep: Class 16 contains 299 members Mstep: Class 17 contains 1181 members Mstep: Class 18 contains 42215 members Mstep: Class 19 contains 590 members Mstep: Class 20 contains 14921 members Mstep: Class 21 contains 4115 members Mstep: Class 22 contains 501 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22251524.000000 Penalty: 46163.285156 Iteration 52Q: 24 clusters Score -2.225152e+07 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 14624 members Mstep: Class 3 contains 4735 members Mstep: Class 4 contains 1952 members Mstep: Class 5 contains 5244 members Mstep: Class 6 contains 14587 members Mstep: Class 7 contains 8235 members Mstep: Class 8 contains 71170 members Mstep: Class 9 contains 3041 members Mstep: Class 10 contains 5728 members Mstep: Class 11 contains 5168 members Mstep: Class 12 contains 3129 members Mstep: Class 13 contains 12579 members Mstep: Class 14 contains 1456 members Mstep: Class 15 contains 12799 members Mstep: Class 16 contains 304 members Mstep: Class 17 contains 1181 members Mstep: Class 18 contains 42215 members Mstep: Class 19 contains 581 members Mstep: Class 20 contains 14922 members Mstep: Class 21 contains 4155 members Mstep: Class 22 contains 497 members Mstep: Class 23 contains 737 members Entering Unmasked Estep ConsiderDeletion Score: -22251594.000000 Penalty: 46163.285156 Iteration 53Q: 24 clusters Score -2.225159e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 14678 members Mstep: Class 3 contains 4760 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 5260 members Mstep: Class 6 contains 14613 members Mstep: Class 7 contains 8191 members Mstep: Class 8 contains 71138 members Mstep: Class 9 contains 3043 members Mstep: Class 10 contains 5723 members Mstep: Class 11 contains 5125 members Mstep: Class 12 contains 3141 members Mstep: Class 13 contains 12582 members Mstep: Class 14 contains 1447 members Mstep: Class 15 contains 12769 members Mstep: Class 16 contains 309 members Mstep: Class 17 contains 1184 members Mstep: Class 18 contains 42210 members Mstep: Class 19 contains 573 members Mstep: Class 20 contains 14927 members Mstep: Class 21 contains 4189 members Mstep: Class 22 contains 493 members Mstep: Class 23 contains 740 members Entering Unmasked Estep ConsiderDeletion Score: -22251562.000000 Penalty: 46163.285156 Iteration 54Q: 24 clusters Score -2.225156e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 14732 members Mstep: Class 3 contains 4779 members Mstep: Class 4 contains 1957 members Mstep: Class 5 contains 5270 members Mstep: Class 6 contains 14640 members Mstep: Class 7 contains 8157 members Mstep: Class 8 contains 71117 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 5715 members Mstep: Class 11 contains 5081 members Mstep: Class 12 contains 3150 members Mstep: Class 13 contains 12583 members Mstep: Class 14 contains 1434 members Mstep: Class 15 contains 12744 members Mstep: Class 16 contains 312 members Mstep: Class 17 contains 1183 members Mstep: Class 18 contains 42215 members Mstep: Class 19 contains 564 members Mstep: Class 20 contains 14930 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 492 members Mstep: Class 23 contains 740 members Entering Unmasked Estep ConsiderDeletion Score: -22251554.000000 Penalty: 46163.285156 Iteration 55Q: 24 clusters Score -2.225155e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 14772 members Mstep: Class 3 contains 4791 members Mstep: Class 4 contains 1960 members Mstep: Class 5 contains 5280 members Mstep: Class 6 contains 14653 members Mstep: Class 7 contains 8122 members Mstep: Class 8 contains 71086 members Mstep: Class 9 contains 3042 members Mstep: Class 10 contains 5712 members Mstep: Class 11 contains 5048 members Mstep: Class 12 contains 3156 members Mstep: Class 13 contains 12584 members Mstep: Class 14 contains 1421 members Mstep: Class 15 contains 12729 members Mstep: Class 16 contains 317 members Mstep: Class 17 contains 1188 members Mstep: Class 18 contains 42218 members Mstep: Class 19 contains 556 members Mstep: Class 20 contains 14934 members Mstep: Class 21 contains 4257 members Mstep: Class 22 contains 490 members Mstep: Class 23 contains 740 members Entering Unmasked Estep ConsiderDeletion Score: -22251622.000000 Penalty: 46163.285156 Iteration 56Q: 24 clusters Score -2.225162e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 14799 members Mstep: Class 3 contains 4804 members Mstep: Class 4 contains 1963 members Mstep: Class 5 contains 5282 members Mstep: Class 6 contains 14654 members Mstep: Class 7 contains 8097 members Mstep: Class 8 contains 71058 members Mstep: Class 9 contains 3040 members Mstep: Class 10 contains 5710 members Mstep: Class 11 contains 5027 members Mstep: Class 12 contains 3162 members Mstep: Class 13 contains 12583 members Mstep: Class 14 contains 1417 members Mstep: Class 15 contains 12721 members Mstep: Class 16 contains 326 members Mstep: Class 17 contains 1190 members Mstep: Class 18 contains 42218 members Mstep: Class 19 contains 552 members Mstep: Class 20 contains 14937 members Mstep: Class 21 contains 4298 members Mstep: Class 22 contains 481 members Mstep: Class 23 contains 739 members Entering Unmasked Estep ConsiderDeletion Score: -22251682.000000 Penalty: 46163.285156 Iteration 57Q: 24 clusters Score -2.225168e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 4811 members Mstep: Class 4 contains 1966 members Mstep: Class 5 contains 5288 members Mstep: Class 6 contains 14668 members Mstep: Class 7 contains 8077 members Mstep: Class 8 contains 71021 members Mstep: Class 9 contains 3041 members Mstep: Class 10 contains 5711 members Mstep: Class 11 contains 5005 members Mstep: Class 12 contains 3167 members Mstep: Class 13 contains 12583 members Mstep: Class 14 contains 1412 members Mstep: Class 15 contains 12716 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 1192 members Mstep: Class 18 contains 42218 members Mstep: Class 19 contains 547 members Mstep: Class 20 contains 14937 members Mstep: Class 21 contains 4328 members Mstep: Class 22 contains 474 members Mstep: Class 23 contains 740 members Entering Unmasked Estep ConsiderDeletion Score: -22251778.000000 Penalty: 46163.285156 Iteration 58Q: 24 clusters Score -2.225178e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 14853 members Mstep: Class 3 contains 4820 members Mstep: Class 4 contains 1967 members Mstep: Class 5 contains 5296 members Mstep: Class 6 contains 14677 members Mstep: Class 7 contains 8062 members Mstep: Class 8 contains 70993 members Mstep: Class 9 contains 3041 members Mstep: Class 10 contains 5710 members Mstep: Class 11 contains 4982 members Mstep: Class 12 contains 3169 members Mstep: Class 13 contains 12584 members Mstep: Class 14 contains 1407 members Mstep: Class 15 contains 12710 members Mstep: Class 16 contains 339 members Mstep: Class 17 contains 1193 members Mstep: Class 18 contains 42219 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 14936 members Mstep: Class 21 contains 4353 members Mstep: Class 22 contains 466 members Mstep: Class 23 contains 740 members Entering Unmasked Estep ConsiderDeletion Score: -22251860.000000 Penalty: 46163.285156 Iteration 59Q: 24 clusters Score -2.225186e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 14891 members Mstep: Class 3 contains 4827 members Mstep: Class 4 contains 1967 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14684 members Mstep: Class 7 contains 8052 members Mstep: Class 8 contains 70944 members Mstep: Class 9 contains 3039 members Mstep: Class 10 contains 5708 members Mstep: Class 11 contains 4968 members Mstep: Class 12 contains 3173 members Mstep: Class 13 contains 12584 members Mstep: Class 14 contains 1399 members Mstep: Class 15 contains 12706 members Mstep: Class 16 contains 342 members Mstep: Class 17 contains 1194 members Mstep: Class 18 contains 42220 members Mstep: Class 19 contains 540 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4387 members Mstep: Class 22 contains 460 members Mstep: Class 23 contains 740 members Entering Unmasked Estep ConsiderDeletion Score: -22251950.000000 Penalty: 46163.285156 Iteration 60F: 24 clusters Score -2.225195e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 14917 members Mstep: Class 3 contains 4836 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 5311 members Mstep: Class 6 contains 14690 members Mstep: Class 7 contains 8047 members Mstep: Class 8 contains 70893 members Mstep: Class 9 contains 3041 members Mstep: Class 10 contains 5706 members Mstep: Class 11 contains 4956 members Mstep: Class 12 contains 3174 members Mstep: Class 13 contains 12580 members Mstep: Class 14 contains 1396 members Mstep: Class 15 contains 12699 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 1195 members Mstep: Class 18 contains 42220 members Mstep: Class 19 contains 538 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4417 members Mstep: Class 22 contains 448 members Mstep: Class 23 contains 737 members Entering Unmasked Estep ConsiderDeletion Score: -22252044.000000 Penalty: 46163.285156 Iteration 61Q: 24 clusters Score -2.225204e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 14933 members Mstep: Class 3 contains 4846 members Mstep: Class 4 contains 1981 members Mstep: Class 5 contains 5313 members Mstep: Class 6 contains 14705 members Mstep: Class 7 contains 8041 members Mstep: Class 8 contains 70857 members Mstep: Class 9 contains 3042 members Mstep: Class 10 contains 5705 members Mstep: Class 11 contains 4939 members Mstep: Class 12 contains 3176 members Mstep: Class 13 contains 12574 members Mstep: Class 14 contains 1389 members Mstep: Class 15 contains 12685 members Mstep: Class 16 contains 376 members Mstep: Class 17 contains 1199 members Mstep: Class 18 contains 42218 members Mstep: Class 19 contains 535 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4442 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 737 members Entering Unmasked Estep ConsiderDeletion Score: -22252082.000000 Penalty: 46163.285156 Iteration 62Q: 24 clusters Score -2.225208e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 14950 members Mstep: Class 3 contains 4852 members Mstep: Class 4 contains 1988 members Mstep: Class 5 contains 5310 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 8036 members Mstep: Class 8 contains 70824 members Mstep: Class 9 contains 3042 members Mstep: Class 10 contains 5699 members Mstep: Class 11 contains 4922 members Mstep: Class 12 contains 3178 members Mstep: Class 13 contains 12573 members Mstep: Class 14 contains 1384 members Mstep: Class 15 contains 12681 members Mstep: Class 16 contains 395 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 42218 members Mstep: Class 19 contains 533 members Mstep: Class 20 contains 14937 members Mstep: Class 21 contains 4470 members Mstep: Class 22 contains 425 members Mstep: Class 23 contains 737 members Entering Unmasked Estep ConsiderDeletion Score: -22252266.000000 Penalty: 46163.285156 Iteration 63Q: 24 clusters Score -2.225227e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 14970 members Mstep: Class 3 contains 4859 members Mstep: Class 4 contains 1993 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 14704 members Mstep: Class 7 contains 8034 members Mstep: Class 8 contains 70795 members Mstep: Class 9 contains 3042 members Mstep: Class 10 contains 5695 members Mstep: Class 11 contains 4902 members Mstep: Class 12 contains 3178 members Mstep: Class 13 contains 12571 members Mstep: Class 14 contains 1379 members Mstep: Class 15 contains 12683 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 1206 members Mstep: Class 18 contains 42218 members Mstep: Class 19 contains 529 members Mstep: Class 20 contains 14937 members Mstep: Class 21 contains 4495 members Mstep: Class 22 contains 414 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252390.000000 Penalty: 46163.285156 Iteration 64Q: 24 clusters Score -2.225239e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 14991 members Mstep: Class 3 contains 4868 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 14703 members Mstep: Class 7 contains 8024 members Mstep: Class 8 contains 70757 members Mstep: Class 9 contains 3041 members Mstep: Class 10 contains 5690 members Mstep: Class 11 contains 4887 members Mstep: Class 12 contains 3178 members Mstep: Class 13 contains 12569 members Mstep: Class 14 contains 1374 members Mstep: Class 15 contains 12683 members Mstep: Class 16 contains 421 members Mstep: Class 17 contains 1208 members Mstep: Class 18 contains 42219 members Mstep: Class 19 contains 528 members Mstep: Class 20 contains 14938 members Mstep: Class 21 contains 4529 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252326.000000 Penalty: 46163.285156 Iteration 65Q: 24 clusters Score -2.225233e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 14996 members Mstep: Class 3 contains 4877 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14702 members Mstep: Class 7 contains 8018 members Mstep: Class 8 contains 70743 members Mstep: Class 9 contains 3040 members Mstep: Class 10 contains 5688 members Mstep: Class 11 contains 4873 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 12568 members Mstep: Class 14 contains 1373 members Mstep: Class 15 contains 12683 members Mstep: Class 16 contains 425 members Mstep: Class 17 contains 1214 members Mstep: Class 18 contains 42216 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 14936 members Mstep: Class 21 contains 4554 members Mstep: Class 22 contains 412 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252352.000000 Penalty: 46163.285156 Iteration 66Q: 24 clusters Score -2.225235e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 14997 members Mstep: Class 3 contains 4886 members Mstep: Class 4 contains 2019 members Mstep: Class 5 contains 5307 members Mstep: Class 6 contains 14700 members Mstep: Class 7 contains 8008 members Mstep: Class 8 contains 70735 members Mstep: Class 9 contains 3042 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4853 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 12568 members Mstep: Class 14 contains 1371 members Mstep: Class 15 contains 12684 members Mstep: Class 16 contains 426 members Mstep: Class 17 contains 1217 members Mstep: Class 18 contains 42215 members Mstep: Class 19 contains 520 members Mstep: Class 20 contains 14936 members Mstep: Class 21 contains 4572 members Mstep: Class 22 contains 414 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252400.000000 Penalty: 46163.285156 Iteration 67Q: 24 clusters Score -2.22524e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 15007 members Mstep: Class 3 contains 4888 members Mstep: Class 4 contains 2026 members Mstep: Class 5 contains 5311 members Mstep: Class 6 contains 14699 members Mstep: Class 7 contains 7999 members Mstep: Class 8 contains 70722 members Mstep: Class 9 contains 3043 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4834 members Mstep: Class 12 contains 3180 members Mstep: Class 13 contains 12567 members Mstep: Class 14 contains 1365 members Mstep: Class 15 contains 12685 members Mstep: Class 16 contains 427 members Mstep: Class 17 contains 1220 members Mstep: Class 18 contains 42215 members Mstep: Class 19 contains 516 members Mstep: Class 20 contains 14935 members Mstep: Class 21 contains 4595 members Mstep: Class 22 contains 414 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252418.000000 Penalty: 46163.285156 Iteration 68Q: 24 clusters Score -2.225242e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 15019 members Mstep: Class 3 contains 4890 members Mstep: Class 4 contains 2037 members Mstep: Class 5 contains 5306 members Mstep: Class 6 contains 14697 members Mstep: Class 7 contains 7993 members Mstep: Class 8 contains 70705 members Mstep: Class 9 contains 3043 members Mstep: Class 10 contains 5682 members Mstep: Class 11 contains 4815 members Mstep: Class 12 contains 3181 members Mstep: Class 13 contains 12566 members Mstep: Class 14 contains 1363 members Mstep: Class 15 contains 12687 members Mstep: Class 16 contains 427 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 42214 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14937 members Mstep: Class 21 contains 4620 members Mstep: Class 22 contains 414 members Mstep: Class 23 contains 737 members Entering Unmasked Estep ConsiderDeletion Score: -22252500.000000 Penalty: 46163.285156 Iteration 69Q: 24 clusters Score -2.22525e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 15035 members Mstep: Class 3 contains 4891 members Mstep: Class 4 contains 2045 members Mstep: Class 5 contains 5305 members Mstep: Class 6 contains 14700 members Mstep: Class 7 contains 7984 members Mstep: Class 8 contains 70680 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 5682 members Mstep: Class 11 contains 4803 members Mstep: Class 12 contains 3182 members Mstep: Class 13 contains 12565 members Mstep: Class 14 contains 1360 members Mstep: Class 15 contains 12689 members Mstep: Class 16 contains 427 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 42214 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14938 members Mstep: Class 21 contains 4640 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 737 members Entering Unmasked Estep ConsiderDeletion Score: -22252468.000000 Penalty: 46163.285156 Iteration 70Q: 24 clusters Score -2.225247e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 15047 members Mstep: Class 3 contains 4892 members Mstep: Class 4 contains 2056 members Mstep: Class 5 contains 5299 members Mstep: Class 6 contains 14700 members Mstep: Class 7 contains 7970 members Mstep: Class 8 contains 70656 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4795 members Mstep: Class 12 contains 3183 members Mstep: Class 13 contains 12563 members Mstep: Class 14 contains 1357 members Mstep: Class 15 contains 12696 members Mstep: Class 16 contains 427 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 42213 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14937 members Mstep: Class 21 contains 4665 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 737 members Entering Unmasked Estep ConsiderDeletion Score: -22252474.000000 Penalty: 46163.285156 Iteration 71Q: 24 clusters Score -2.225247e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 15061 members Mstep: Class 3 contains 4893 members Mstep: Class 4 contains 2066 members Mstep: Class 5 contains 5292 members Mstep: Class 6 contains 14691 members Mstep: Class 7 contains 7961 members Mstep: Class 8 contains 70647 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 3185 members Mstep: Class 13 contains 12562 members Mstep: Class 14 contains 1349 members Mstep: Class 15 contains 12705 members Mstep: Class 16 contains 427 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 42213 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14937 members Mstep: Class 21 contains 4689 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252474.000000 Penalty: 46163.285156 Iteration 72Q: 24 clusters Score -2.225247e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 15077 members Mstep: Class 3 contains 4894 members Mstep: Class 4 contains 2072 members Mstep: Class 5 contains 5298 members Mstep: Class 6 contains 14682 members Mstep: Class 7 contains 7954 members Mstep: Class 8 contains 70624 members Mstep: Class 9 contains 3045 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4768 members Mstep: Class 12 contains 3187 members Mstep: Class 13 contains 12562 members Mstep: Class 14 contains 1340 members Mstep: Class 15 contains 12712 members Mstep: Class 16 contains 427 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 42213 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14937 members Mstep: Class 21 contains 4711 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252466.000000 Penalty: 46163.285156 Iteration 73Q: 24 clusters Score -2.225247e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 15090 members Mstep: Class 3 contains 4896 members Mstep: Class 4 contains 2074 members Mstep: Class 5 contains 5304 members Mstep: Class 6 contains 14674 members Mstep: Class 7 contains 7950 members Mstep: Class 8 contains 70602 members Mstep: Class 9 contains 3046 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4758 members Mstep: Class 12 contains 3189 members Mstep: Class 13 contains 12561 members Mstep: Class 14 contains 1332 members Mstep: Class 15 contains 12721 members Mstep: Class 16 contains 427 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 42212 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14937 members Mstep: Class 21 contains 4729 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252536.000000 Penalty: 46163.285156 Iteration 74Q: 24 clusters Score -2.225254e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 15104 members Mstep: Class 3 contains 4898 members Mstep: Class 4 contains 2080 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14667 members Mstep: Class 7 contains 7944 members Mstep: Class 8 contains 70583 members Mstep: Class 9 contains 3047 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4750 members Mstep: Class 12 contains 3191 members Mstep: Class 13 contains 12560 members Mstep: Class 14 contains 1322 members Mstep: Class 15 contains 12732 members Mstep: Class 16 contains 428 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 42211 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14937 members Mstep: Class 21 contains 4744 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252508.000000 Penalty: 46163.285156 Iteration 75Q: 24 clusters Score -2.225251e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 15125 members Mstep: Class 3 contains 4901 members Mstep: Class 4 contains 2086 members Mstep: Class 5 contains 5297 members Mstep: Class 6 contains 14665 members Mstep: Class 7 contains 7940 members Mstep: Class 8 contains 70557 members Mstep: Class 9 contains 3048 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4740 members Mstep: Class 12 contains 3193 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1309 members Mstep: Class 15 contains 12740 members Mstep: Class 16 contains 428 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 42211 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14938 members Mstep: Class 21 contains 4765 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252544.000000 Penalty: 46163.285156 Iteration 76Q: 24 clusters Score -2.225254e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 15135 members Mstep: Class 3 contains 4906 members Mstep: Class 4 contains 2091 members Mstep: Class 5 contains 5297 members Mstep: Class 6 contains 14665 members Mstep: Class 7 contains 7941 members Mstep: Class 8 contains 70533 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4731 members Mstep: Class 12 contains 3196 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1299 members Mstep: Class 15 contains 12742 members Mstep: Class 16 contains 428 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 42212 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14938 members Mstep: Class 21 contains 4779 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252478.000000 Penalty: 46163.285156 Iteration 77Q: 24 clusters Score -2.225248e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 15142 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 2100 members Mstep: Class 5 contains 5299 members Mstep: Class 6 contains 14657 members Mstep: Class 7 contains 7941 members Mstep: Class 8 contains 70505 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4722 members Mstep: Class 12 contains 3200 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1296 members Mstep: Class 15 contains 12741 members Mstep: Class 16 contains 428 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 42212 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14938 members Mstep: Class 21 contains 4799 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -22252460.000000 Penalty: 46163.285156 Iteration 78Q: 24 clusters Score -2.225246e+07 nChanged 105 Entering ConstructFrom: Score: -22252460.000000 Penalty: 46163.285156 Entering ConstructFrom: Trying to split cluster 1 (2193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Entering Unmasked Estep Score: -207333.265625 Penalty: 1250.116699 Iteration 0F: 2 clusters Score -207333.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -205112.796875 Penalty: 2500.233398 Iteration 0F: 3 clusters Score -205112.8 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -205612.093750 Penalty: 2500.233398 Iteration 1F: 3 clusters Score -205612.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -205735.453125 Penalty: 2500.233398 Iteration 2F: 3 clusters Score -205735.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -205805.796875 Penalty: 2500.233398 Iteration 3Q: 3 clusters Score -205805.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -205858.375000 Penalty: 2500.233398 Iteration 4Q: 3 clusters Score -205858.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -205900.703125 Penalty: 2500.233398 Iteration 5Q: 3 clusters Score -205900.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -205937.062500 Penalty: 2500.233398 Iteration 6Q: 3 clusters Score -205937.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -205964.984375 Penalty: 2500.233398 Iteration 7Q: 3 clusters Score -205965 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -205991.218750 Penalty: 2500.233398 Iteration 8Q: 3 clusters Score -205991.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -206020.718750 Penalty: 2500.233398 Iteration 9Q: 3 clusters Score -206020.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -206052.015625 Penalty: 2500.233398 Iteration 10Q: 3 clusters Score -206052 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -206085.546875 Penalty: 2500.233398 Iteration 11Q: 3 clusters Score -206085.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -206109.921875 Penalty: 2500.233398 Iteration 12Q: 3 clusters Score -206109.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -206129.437500 Penalty: 2500.233398 Iteration 13Q: 3 clusters Score -206129.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -206146.265625 Penalty: 2500.233398 Iteration 14Q: 3 clusters Score -206146.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -206167.515625 Penalty: 2500.233398 Iteration 15Q: 3 clusters Score -206167.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -206196.218750 Penalty: 2500.233398 Iteration 16Q: 3 clusters Score -206196.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -206232.437500 Penalty: 2500.233398 Iteration 17Q: 3 clusters Score -206232.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -206267.703125 Penalty: 2500.233398 Iteration 18Q: 3 clusters Score -206267.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -206298.765625 Penalty: 2500.233398 Iteration 19Q: 3 clusters Score -206298.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -206340.328125 Penalty: 2500.233398 Iteration 20F: 3 clusters Score -206340.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -206376.468750 Penalty: 2500.233398 Iteration 21Q: 3 clusters Score -206376.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -206402.359375 Penalty: 2500.233398 Iteration 22Q: 3 clusters Score -206402.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -206417.218750 Penalty: 2500.233398 Iteration 23Q: 3 clusters Score -206417.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -206425.484375 Penalty: 2500.233398 Iteration 24Q: 3 clusters Score -206425.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -206433.109375 Penalty: 2500.233398 Iteration 25Q: 3 clusters Score -206433.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -206438.781250 Penalty: 2500.233398 Iteration 26Q: 3 clusters Score -206438.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -206445.140625 Penalty: 2500.233398 Iteration 27Q: 3 clusters Score -206445.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -206450.656250 Penalty: 2500.233398 Iteration 28Q: 3 clusters Score -206450.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -206455.687500 Penalty: 2500.233398 Iteration 29Q: 3 clusters Score -206455.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -206459.687500 Penalty: 2500.233398 Iteration 30Q: 3 clusters Score -206459.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -206463.750000 Penalty: 2500.233398 Iteration 31Q: 3 clusters Score -206463.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -206471.515625 Penalty: 2500.233398 Iteration 32Q: 3 clusters Score -206471.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -206474.687500 Penalty: 2500.233398 Iteration 33Q: 3 clusters Score -206474.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -206474.687500 Penalty: 2500.233398 Iteration 34F: 3 clusters Score -206474.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (15158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15158 members Entering Unmasked Estep Score: -1454496.875000 Penalty: 1564.271118 Iteration 0F: 2 clusters Score -1454497 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 7488 members Entering Unmasked Estep Score: -1443975.375000 Penalty: 3128.542236 Iteration 0F: 3 clusters Score -1443975 nChanged 6715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8263 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -1447591.500000 Penalty: 3128.542236 Iteration 1F: 3 clusters Score -1447592 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -1447919.625000 Penalty: 3128.542236 Iteration 2F: 3 clusters Score -1447920 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9140 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -1448235.250000 Penalty: 3128.542236 Iteration 3Q: 3 clusters Score -1448235 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -1448686.750000 Penalty: 3128.542236 Iteration 4F: 3 clusters Score -1448687 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1449308.875000 Penalty: 3128.542236 Iteration 5F: 3 clusters Score -1449309 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -1450080.000000 Penalty: 3128.542236 Iteration 6F: 3 clusters Score -1450080 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -1450994.750000 Penalty: 3128.542236 Iteration 7F: 3 clusters Score -1450995 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13583 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1451848.875000 Penalty: 3128.542236 Iteration 8F: 3 clusters Score -1451849 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14180 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1452402.625000 Penalty: 3128.542236 Iteration 9Q: 3 clusters Score -1452403 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14507 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -1452707.250000 Penalty: 3128.542236 Iteration 10Q: 3 clusters Score -1452707 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14670 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1452892.125000 Penalty: 3128.542236 Iteration 11Q: 3 clusters Score -1452892 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14751 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1452994.375000 Penalty: 3128.542236 Iteration 12Q: 3 clusters Score -1452994 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14795 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -1453038.375000 Penalty: 3128.542236 Iteration 13Q: 3 clusters Score -1453038 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14817 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -1453075.000000 Penalty: 3128.542236 Iteration 14Q: 3 clusters Score -1453075 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14841 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1453104.125000 Penalty: 3128.542236 Iteration 15Q: 3 clusters Score -1453104 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14854 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1453122.750000 Penalty: 3128.542236 Iteration 16Q: 3 clusters Score -1453123 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14868 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1453146.125000 Penalty: 3128.542236 Iteration 17Q: 3 clusters Score -1453146 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -1453170.625000 Penalty: 3128.542236 Iteration 18Q: 3 clusters Score -1453171 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14886 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -1453184.375000 Penalty: 3128.542236 Iteration 19Q: 3 clusters Score -1453184 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14889 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1453189.250000 Penalty: 3128.542236 Iteration 20F: 3 clusters Score -1453189 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14889 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1453190.500000 Penalty: 3128.542236 Iteration 21Q: 3 clusters Score -1453190 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14892 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -1453193.750000 Penalty: 3128.542236 Iteration 22Q: 3 clusters Score -1453194 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14893 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -1453192.625000 Penalty: 3128.542236 Iteration 23Q: 3 clusters Score -1453193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14894 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -1453197.000000 Penalty: 3128.542236 Iteration 24Q: 3 clusters Score -1453197 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14899 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -1453201.625000 Penalty: 3128.542236 Iteration 25Q: 3 clusters Score -1453202 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14899 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -1453202.125000 Penalty: 3128.542236 Iteration 26Q: 3 clusters Score -1453202 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14902 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -1453206.125000 Penalty: 3128.542236 Iteration 27Q: 3 clusters Score -1453206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14903 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -1453208.500000 Penalty: 3128.542236 Iteration 28Q: 3 clusters Score -1453208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14905 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -1453212.625000 Penalty: 3128.542236 Iteration 29Q: 3 clusters Score -1453213 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14907 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -1453212.250000 Penalty: 3128.542236 Iteration 30Q: 3 clusters Score -1453212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14909 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -1453216.000000 Penalty: 3128.542236 Iteration 31Q: 3 clusters Score -1453216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14908 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -1453216.500000 Penalty: 3128.542236 Iteration 32Q: 3 clusters Score -1453216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14909 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -1453218.500000 Penalty: 3128.542236 Iteration 33Q: 3 clusters Score -1453218 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14909 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -1453218.500000 Penalty: 3128.542236 Iteration 34F: 3 clusters Score -1453218 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Entering Unmasked Estep Score: -452335.437500 Penalty: 1381.257568 Iteration 0F: 2 clusters Score -452335.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -448366.812500 Penalty: 2762.515137 Iteration 0F: 3 clusters Score -448366.8 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -449498.281250 Penalty: 2762.515137 Iteration 1F: 3 clusters Score -449498.3 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -449696.781250 Penalty: 2762.515137 Iteration 2F: 3 clusters Score -449696.8 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -449843.906250 Penalty: 2762.515137 Iteration 3F: 3 clusters Score -449843.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -449951.437500 Penalty: 2762.515137 Iteration 4Q: 3 clusters Score -449951.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -450041.156250 Penalty: 2762.515137 Iteration 5Q: 3 clusters Score -450041.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -450134.656250 Penalty: 2762.515137 Iteration 6Q: 3 clusters Score -450134.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -450221.531250 Penalty: 2762.515137 Iteration 7Q: 3 clusters Score -450221.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -450313.468750 Penalty: 2762.515137 Iteration 8Q: 3 clusters Score -450313.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -450412.843750 Penalty: 2762.515137 Iteration 9Q: 3 clusters Score -450412.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -450518.531250 Penalty: 2762.515137 Iteration 10Q: 3 clusters Score -450518.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -450637.531250 Penalty: 2762.515137 Iteration 11Q: 3 clusters Score -450637.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -450785.000000 Penalty: 2762.515137 Iteration 12Q: 3 clusters Score -450785 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -450967.250000 Penalty: 2762.515137 Iteration 13Q: 3 clusters Score -450967.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -451116.031250 Penalty: 2762.515137 Iteration 14Q: 3 clusters Score -451116 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -451182.343750 Penalty: 2762.515137 Iteration 15Q: 3 clusters Score -451182.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -451226.687500 Penalty: 2762.515137 Iteration 16Q: 3 clusters Score -451226.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -451254.968750 Penalty: 2762.515137 Iteration 17Q: 3 clusters Score -451255 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -451277.312500 Penalty: 2762.515137 Iteration 18Q: 3 clusters Score -451277.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -451293.562500 Penalty: 2762.515137 Iteration 19Q: 3 clusters Score -451293.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -451304.031250 Penalty: 2762.515137 Iteration 20F: 3 clusters Score -451304 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -451312.625000 Penalty: 2762.515137 Iteration 21Q: 3 clusters Score -451312.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -451323.406250 Penalty: 2762.515137 Iteration 22Q: 3 clusters Score -451323.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -451332.968750 Penalty: 2762.515137 Iteration 23Q: 3 clusters Score -451333 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -451341.500000 Penalty: 2762.515137 Iteration 24Q: 3 clusters Score -451341.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -451346.406250 Penalty: 2762.515137 Iteration 25Q: 3 clusters Score -451346.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -451352.625000 Penalty: 2762.515137 Iteration 26Q: 3 clusters Score -451352.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -451357.562500 Penalty: 2762.515137 Iteration 27Q: 3 clusters Score -451357.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -451360.562500 Penalty: 2762.515137 Iteration 28Q: 3 clusters Score -451360.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -451363.000000 Penalty: 2762.515137 Iteration 29Q: 3 clusters Score -451363 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -451365.750000 Penalty: 2762.515137 Iteration 30Q: 3 clusters Score -451365.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -451369.343750 Penalty: 2762.515137 Iteration 31Q: 3 clusters Score -451369.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -451373.750000 Penalty: 2762.515137 Iteration 32Q: 3 clusters Score -451373.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -451376.000000 Penalty: 2762.515137 Iteration 33Q: 3 clusters Score -451376 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -451378.093750 Penalty: 2762.515137 Iteration 34Q: 3 clusters Score -451378.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -451379.437500 Penalty: 2762.515137 Iteration 35Q: 3 clusters Score -451379.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -451380.500000 Penalty: 2762.515137 Iteration 36Q: 3 clusters Score -451380.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -451383.500000 Penalty: 2762.515137 Iteration 37Q: 3 clusters Score -451383.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -451386.562500 Penalty: 2762.515137 Iteration 38Q: 3 clusters Score -451386.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -451388.812500 Penalty: 2762.515137 Iteration 39Q: 3 clusters Score -451388.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -451393.625000 Penalty: 2762.515137 Iteration 40F: 3 clusters Score -451393.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -451397.656250 Penalty: 2762.515137 Iteration 41Q: 3 clusters Score -451397.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -451409.406250 Penalty: 2762.515137 Iteration 42Q: 3 clusters Score -451409.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -451422.437500 Penalty: 2762.515137 Iteration 43Q: 3 clusters Score -451422.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -451438.156250 Penalty: 2762.515137 Iteration 44Q: 3 clusters Score -451438.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -451450.875000 Penalty: 2762.515137 Iteration 45Q: 3 clusters Score -451450.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -451466.062500 Penalty: 2762.515137 Iteration 46Q: 3 clusters Score -451466.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -451479.656250 Penalty: 2762.515137 Iteration 47Q: 3 clusters Score -451479.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -451489.656250 Penalty: 2762.515137 Iteration 48Q: 3 clusters Score -451489.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -451507.218750 Penalty: 2762.515137 Iteration 49Q: 3 clusters Score -451507.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -451539.125000 Penalty: 2762.515137 Iteration 50Q: 3 clusters Score -451539.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -451571.093750 Penalty: 2762.515137 Iteration 51Q: 3 clusters Score -451571.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -451605.062500 Penalty: 2762.515137 Iteration 52Q: 3 clusters Score -451605.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -451652.687500 Penalty: 2762.515137 Iteration 53Q: 3 clusters Score -451652.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -451696.375000 Penalty: 2762.515137 Iteration 54Q: 3 clusters Score -451696.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -451736.437500 Penalty: 2762.515137 Iteration 55Q: 3 clusters Score -451736.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -451783.812500 Penalty: 2762.515137 Iteration 56Q: 3 clusters Score -451783.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -451838.500000 Penalty: 2762.515137 Iteration 57Q: 3 clusters Score -451838.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -451879.250000 Penalty: 2762.515137 Iteration 58Q: 3 clusters Score -451879.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -451930.968750 Penalty: 2762.515137 Iteration 59Q: 3 clusters Score -451931 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -452021.281250 Penalty: 2762.515137 Iteration 60F: 3 clusters Score -452021.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -452153.062500 Penalty: 2762.515137 Iteration 61Q: 3 clusters Score -452153.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -452347.625000 Penalty: 2762.515137 Iteration 62Q: 3 clusters Score -452347.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -452664.437500 Penalty: 2762.515137 Iteration 63Q: 3 clusters Score -452664.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -453166.437500 Penalty: 2762.515137 Iteration 64Q: 3 clusters Score -453166.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -453524.843750 Penalty: 2762.515137 Iteration 65Q: 3 clusters Score -453524.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -453715.500000 Penalty: 2762.515137 Iteration 66Q: 3 clusters Score -453715.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -453763.093750 Penalty: 2762.515137 Iteration 67Q: 3 clusters Score -453763.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -453766.062500 Penalty: 2762.515137 Iteration 68Q: 3 clusters Score -453766.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -453775.531250 Penalty: 2762.515137 Iteration 69F: 3 clusters Score -453775.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -453778.656250 Penalty: 2762.515137 Iteration 70Q: 3 clusters Score -453778.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -453779.031250 Penalty: 2762.515137 Iteration 71Q: 3 clusters Score -453779 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -453779.531250 Penalty: 2762.515137 Iteration 72Q: 3 clusters Score -453779.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -453779.531250 Penalty: 2762.515137 Iteration 73F: 3 clusters Score -453779.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 15158 members Mstep: Class 3 contains 2318 members Mstep: Class 4 contains 2104 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14647 members Mstep: Class 7 contains 7938 members Mstep: Class 8 contains 70476 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4714 members Mstep: Class 12 contains 3205 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1295 members Mstep: Class 15 contains 12738 members Mstep: Class 16 contains 428 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 42212 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4822 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Mstep: Class 24 contains 2597 members Entering Unmasked Estep Score: -22253242.000000 Penalty: 48170.382812 Splitting cluster 3 changes total score from -22252460.000000 to -22253242.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 4 (2104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Entering Unmasked Estep Score: -203975.125000 Penalty: 1243.384277 Iteration 0F: 2 clusters Score -203975.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -201798.703125 Penalty: 2486.768555 Iteration 0F: 3 clusters Score -201798.7 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -202314.515625 Penalty: 2486.768555 Iteration 1F: 3 clusters Score -202314.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -202484.781250 Penalty: 2486.768555 Iteration 2F: 3 clusters Score -202484.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -202615.062500 Penalty: 2486.768555 Iteration 3F: 3 clusters Score -202615.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -202765.250000 Penalty: 2486.768555 Iteration 4F: 3 clusters Score -202765.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -202921.812500 Penalty: 2486.768555 Iteration 5F: 3 clusters Score -202921.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -203081.187500 Penalty: 2486.768555 Iteration 6F: 3 clusters Score -203081.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -203248.703125 Penalty: 2486.768555 Iteration 7Q: 3 clusters Score -203248.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -203390.968750 Penalty: 2486.768555 Iteration 8Q: 3 clusters Score -203391 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -203546.171875 Penalty: 2486.768555 Iteration 9Q: 3 clusters Score -203546.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -203661.921875 Penalty: 2486.768555 Iteration 10Q: 3 clusters Score -203661.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -203714.921875 Penalty: 2486.768555 Iteration 11Q: 3 clusters Score -203714.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -203743.546875 Penalty: 2486.768555 Iteration 12Q: 3 clusters Score -203743.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -203755.671875 Penalty: 2486.768555 Iteration 13Q: 3 clusters Score -203755.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -203764.125000 Penalty: 2486.768555 Iteration 14Q: 3 clusters Score -203764.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -203768.359375 Penalty: 2486.768555 Iteration 15Q: 3 clusters Score -203768.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -203772.750000 Penalty: 2486.768555 Iteration 16Q: 3 clusters Score -203772.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -203773.500000 Penalty: 2486.768555 Iteration 17Q: 3 clusters Score -203773.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -203773.921875 Penalty: 2486.768555 Iteration 18Q: 3 clusters Score -203773.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -203773.921875 Penalty: 2486.768555 Iteration 19F: 3 clusters Score -203773.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Entering Unmasked Estep Score: -535532.125000 Penalty: 1393.604492 Iteration 0F: 2 clusters Score -535532.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -531333.750000 Penalty: 2787.208984 Iteration 0F: 3 clusters Score -531333.8 nChanged 2195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -532584.687500 Penalty: 2787.208984 Iteration 1F: 3 clusters Score -532584.7 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -532805.500000 Penalty: 2787.208984 Iteration 2F: 3 clusters Score -532805.5 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -532971.187500 Penalty: 2787.208984 Iteration 3F: 3 clusters Score -532971.2 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -533101.062500 Penalty: 2787.208984 Iteration 4Q: 3 clusters Score -533101.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -533193.312500 Penalty: 2787.208984 Iteration 5Q: 3 clusters Score -533193.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -533258.562500 Penalty: 2787.208984 Iteration 6Q: 3 clusters Score -533258.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -533306.375000 Penalty: 2787.208984 Iteration 7Q: 3 clusters Score -533306.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -533351.000000 Penalty: 2787.208984 Iteration 8Q: 3 clusters Score -533351 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -533395.375000 Penalty: 2787.208984 Iteration 9Q: 3 clusters Score -533395.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -533445.187500 Penalty: 2787.208984 Iteration 10Q: 3 clusters Score -533445.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -533486.125000 Penalty: 2787.208984 Iteration 11Q: 3 clusters Score -533486.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -533532.125000 Penalty: 2787.208984 Iteration 12Q: 3 clusters Score -533532.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -533568.000000 Penalty: 2787.208984 Iteration 13Q: 3 clusters Score -533568 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -533605.750000 Penalty: 2787.208984 Iteration 14Q: 3 clusters Score -533605.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -533638.250000 Penalty: 2787.208984 Iteration 15Q: 3 clusters Score -533638.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -533670.250000 Penalty: 2787.208984 Iteration 16Q: 3 clusters Score -533670.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -533701.437500 Penalty: 2787.208984 Iteration 17Q: 3 clusters Score -533701.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -533722.750000 Penalty: 2787.208984 Iteration 18Q: 3 clusters Score -533722.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -533750.562500 Penalty: 2787.208984 Iteration 19Q: 3 clusters Score -533750.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -533774.750000 Penalty: 2787.208984 Iteration 20F: 3 clusters Score -533774.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -533790.500000 Penalty: 2787.208984 Iteration 21Q: 3 clusters Score -533790.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -533802.187500 Penalty: 2787.208984 Iteration 22Q: 3 clusters Score -533802.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -533812.625000 Penalty: 2787.208984 Iteration 23Q: 3 clusters Score -533812.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -533821.625000 Penalty: 2787.208984 Iteration 24Q: 3 clusters Score -533821.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -533826.125000 Penalty: 2787.208984 Iteration 25Q: 3 clusters Score -533826.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -533830.375000 Penalty: 2787.208984 Iteration 26Q: 3 clusters Score -533830.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -533834.437500 Penalty: 2787.208984 Iteration 27Q: 3 clusters Score -533834.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -533837.437500 Penalty: 2787.208984 Iteration 28Q: 3 clusters Score -533837.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -533840.812500 Penalty: 2787.208984 Iteration 29Q: 3 clusters Score -533840.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -533841.250000 Penalty: 2787.208984 Iteration 30Q: 3 clusters Score -533841.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -533840.562500 Penalty: 2787.208984 Iteration 31Q: 3 clusters Score -533840.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -533841.500000 Penalty: 2787.208984 Iteration 32Q: 3 clusters Score -533841.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -533842.687500 Penalty: 2787.208984 Iteration 33Q: 3 clusters Score -533842.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -533842.687500 Penalty: 2787.208984 Iteration 34F: 3 clusters Score -533842.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14647 members Entering Unmasked Estep Score: -1482956.500000 Penalty: 1558.698486 Iteration 0F: 2 clusters Score -1482956 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -1472797.375000 Penalty: 3117.396973 Iteration 0F: 3 clusters Score -1472797 nChanged 6485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8422 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -1476593.250000 Penalty: 3117.396973 Iteration 1F: 3 clusters Score -1476593 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -1477002.625000 Penalty: 3117.396973 Iteration 2F: 3 clusters Score -1477003 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9605 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1477453.125000 Penalty: 3117.396973 Iteration 3F: 3 clusters Score -1477453 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10372 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -1478009.875000 Penalty: 3117.396973 Iteration 4F: 3 clusters Score -1478010 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11230 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1478694.750000 Penalty: 3117.396973 Iteration 5F: 3 clusters Score -1478695 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12096 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -1479395.125000 Penalty: 3117.396973 Iteration 6F: 3 clusters Score -1479395 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12895 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -1480101.750000 Penalty: 3117.396973 Iteration 7F: 3 clusters Score -1480102 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13539 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1480705.250000 Penalty: 3117.396973 Iteration 8Q: 3 clusters Score -1480705 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13956 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1481097.250000 Penalty: 3117.396973 Iteration 9Q: 3 clusters Score -1481097 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14189 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1481341.750000 Penalty: 3117.396973 Iteration 10Q: 3 clusters Score -1481342 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14290 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1481436.125000 Penalty: 3117.396973 Iteration 11Q: 3 clusters Score -1481436 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14332 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1481478.125000 Penalty: 3117.396973 Iteration 12Q: 3 clusters Score -1481478 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14358 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1481512.000000 Penalty: 3117.396973 Iteration 13Q: 3 clusters Score -1481512 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14381 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -1481540.000000 Penalty: 3117.396973 Iteration 14Q: 3 clusters Score -1481540 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14397 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -1481552.250000 Penalty: 3117.396973 Iteration 15Q: 3 clusters Score -1481552 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14401 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -1481556.250000 Penalty: 3117.396973 Iteration 16Q: 3 clusters Score -1481556 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14403 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -1481564.125000 Penalty: 3117.396973 Iteration 17Q: 3 clusters Score -1481564 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -1481569.000000 Penalty: 3117.396973 Iteration 18Q: 3 clusters Score -1481569 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14413 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -1481573.000000 Penalty: 3117.396973 Iteration 19Q: 3 clusters Score -1481573 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14415 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -1481577.875000 Penalty: 3117.396973 Iteration 20F: 3 clusters Score -1481578 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14416 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -1481578.375000 Penalty: 3117.396973 Iteration 21Q: 3 clusters Score -1481578 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14417 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -1481581.125000 Penalty: 3117.396973 Iteration 22Q: 3 clusters Score -1481581 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14419 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -1481583.375000 Penalty: 3117.396973 Iteration 23Q: 3 clusters Score -1481583 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14423 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1481587.875000 Penalty: 3117.396973 Iteration 24Q: 3 clusters Score -1481588 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14430 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -1481596.625000 Penalty: 3117.396973 Iteration 25Q: 3 clusters Score -1481597 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -1481603.000000 Penalty: 3117.396973 Iteration 26Q: 3 clusters Score -1481603 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -1481606.250000 Penalty: 3117.396973 Iteration 27Q: 3 clusters Score -1481606 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14438 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -1481613.500000 Penalty: 3117.396973 Iteration 28Q: 3 clusters Score -1481614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14441 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -1481619.750000 Penalty: 3117.396973 Iteration 29Q: 3 clusters Score -1481620 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14442 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -1481621.125000 Penalty: 3117.396973 Iteration 30Q: 3 clusters Score -1481621 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14444 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -1481621.625000 Penalty: 3117.396973 Iteration 31Q: 3 clusters Score -1481622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14445 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -1481624.250000 Penalty: 3117.396973 Iteration 32Q: 3 clusters Score -1481624 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14444 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -1481627.000000 Penalty: 3117.396973 Iteration 33Q: 3 clusters Score -1481627 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14444 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -1481627.000000 Penalty: 3117.396973 Iteration 34F: 3 clusters Score -1481627 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Entering Unmasked Estep Score: -789528.000000 Penalty: 1459.155273 Iteration 0F: 2 clusters Score -789528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -783737.125000 Penalty: 2918.310547 Iteration 0F: 3 clusters Score -783737.1 nChanged 3370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -785731.062500 Penalty: 2918.310547 Iteration 1F: 3 clusters Score -785731.1 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -786229.812500 Penalty: 2918.310547 Iteration 2F: 3 clusters Score -786229.8 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -786777.625000 Penalty: 2918.310547 Iteration 3F: 3 clusters Score -786777.6 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -787513.062500 Penalty: 2918.310547 Iteration 4F: 3 clusters Score -787513.1 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -788441.875000 Penalty: 2918.310547 Iteration 5F: 3 clusters Score -788441.9 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -789435.812500 Penalty: 2918.310547 Iteration 6F: 3 clusters Score -789435.8 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -790265.562500 Penalty: 2918.310547 Iteration 7F: 3 clusters Score -790265.6 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -790756.625000 Penalty: 2918.310547 Iteration 8Q: 3 clusters Score -790756.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -791074.500000 Penalty: 2918.310547 Iteration 9Q: 3 clusters Score -791074.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -791365.750000 Penalty: 2918.310547 Iteration 10Q: 3 clusters Score -791365.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -791624.812500 Penalty: 2918.310547 Iteration 11Q: 3 clusters Score -791624.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -791847.062500 Penalty: 2918.310547 Iteration 12Q: 3 clusters Score -791847.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -791999.562500 Penalty: 2918.310547 Iteration 13Q: 3 clusters Score -791999.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -792075.625000 Penalty: 2918.310547 Iteration 14Q: 3 clusters Score -792075.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -792107.187500 Penalty: 2918.310547 Iteration 15Q: 3 clusters Score -792107.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -792122.937500 Penalty: 2918.310547 Iteration 16Q: 3 clusters Score -792122.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -792128.562500 Penalty: 2918.310547 Iteration 17Q: 3 clusters Score -792128.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -792131.312500 Penalty: 2918.310547 Iteration 18Q: 3 clusters Score -792131.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -792135.312500 Penalty: 2918.310547 Iteration 19Q: 3 clusters Score -792135.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -792141.312500 Penalty: 2918.310547 Iteration 20F: 3 clusters Score -792141.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -792143.125000 Penalty: 2918.310547 Iteration 21Q: 3 clusters Score -792143.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -792143.125000 Penalty: 2918.310547 Iteration 22F: 3 clusters Score -792143.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 15158 members Mstep: Class 3 contains 2318 members Mstep: Class 4 contains 2104 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14647 members Mstep: Class 7 contains 4309 members Mstep: Class 8 contains 70476 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 5683 members Mstep: Class 11 contains 4714 members Mstep: Class 12 contains 3205 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1295 members Mstep: Class 15 contains 12738 members Mstep: Class 16 contains 428 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 42212 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4822 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Mstep: Class 24 contains 2597 members Mstep: Class 25 contains 3629 members Entering Unmasked Estep Score: -22255258.000000 Penalty: 50177.484375 Splitting cluster 7 changes total score from -22252460.000000 to -22255258.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 8 (70476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70476 members Entering Unmasked Estep Score: -6940041.500000 Penalty: 1813.992065 Iteration 0F: 2 clusters Score -6940042 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35229 members Mstep: Class 2 contains 35247 members Entering Unmasked Estep Score: -6892776.500000 Penalty: 3627.984131 Iteration 0F: 3 clusters Score -6892776 nChanged 33532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34275 members Mstep: Class 2 contains 36201 members Entering Unmasked Estep Score: -6912378.500000 Penalty: 3627.984131 Iteration 1F: 3 clusters Score -6912378 nChanged 2835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33684 members Mstep: Class 2 contains 36792 members Entering Unmasked Estep Score: -6913288.500000 Penalty: 3627.984131 Iteration 2Q: 3 clusters Score -6913288 nChanged 3016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32768 members Mstep: Class 2 contains 37708 members Entering Unmasked Estep Score: -6914386.500000 Penalty: 3627.984131 Iteration 3Q: 3 clusters Score -6914386 nChanged 3402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31370 members Mstep: Class 2 contains 39106 members Entering Unmasked Estep Score: -6915936.000000 Penalty: 3627.984131 Iteration 4Q: 3 clusters Score -6915936 nChanged 3812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29388 members Mstep: Class 2 contains 41088 members Entering Unmasked Estep Score: -6918020.000000 Penalty: 3627.984131 Iteration 5F: 3 clusters Score -6918020 nChanged 4164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26832 members Mstep: Class 2 contains 43644 members Entering Unmasked Estep Score: -6920880.500000 Penalty: 3627.984131 Iteration 6F: 3 clusters Score -6920880 nChanged 4485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23903 members Mstep: Class 2 contains 46573 members Entering Unmasked Estep Score: -6924578.000000 Penalty: 3627.984131 Iteration 7F: 3 clusters Score -6924578 nChanged 4201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21186 members Mstep: Class 2 contains 49290 members Entering Unmasked Estep Score: -6928010.500000 Penalty: 3627.984131 Iteration 8F: 3 clusters Score -6928010 nChanged 3258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18986 members Mstep: Class 2 contains 51490 members Entering Unmasked Estep Score: -6930116.500000 Penalty: 3627.984131 Iteration 9Q: 3 clusters Score -6930116 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17082 members Mstep: Class 2 contains 53394 members Entering Unmasked Estep Score: -6931319.000000 Penalty: 3627.984131 Iteration 10Q: 3 clusters Score -6931319 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15315 members Mstep: Class 2 contains 55161 members Entering Unmasked Estep Score: -6932218.500000 Penalty: 3627.984131 Iteration 11Q: 3 clusters Score -6932218 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13645 members Mstep: Class 2 contains 56831 members Entering Unmasked Estep Score: -6933018.500000 Penalty: 3627.984131 Iteration 12Q: 3 clusters Score -6933018 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12071 members Mstep: Class 2 contains 58405 members Entering Unmasked Estep Score: -6933787.500000 Penalty: 3627.984131 Iteration 13Q: 3 clusters Score -6933788 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10627 members Mstep: Class 2 contains 59849 members Entering Unmasked Estep Score: -6934519.500000 Penalty: 3627.984131 Iteration 14Q: 3 clusters Score -6934520 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9263 members Mstep: Class 2 contains 61213 members Entering Unmasked Estep Score: -6935248.500000 Penalty: 3627.984131 Iteration 15Q: 3 clusters Score -6935248 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8028 members Mstep: Class 2 contains 62448 members Entering Unmasked Estep Score: -6935857.000000 Penalty: 3627.984131 Iteration 16Q: 3 clusters Score -6935857 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 63575 members Entering Unmasked Estep Score: -6936477.000000 Penalty: 3627.984131 Iteration 17Q: 3 clusters Score -6936477 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 64600 members Entering Unmasked Estep Score: -6937072.000000 Penalty: 3627.984131 Iteration 18Q: 3 clusters Score -6937072 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 65466 members Entering Unmasked Estep Score: -6937557.500000 Penalty: 3627.984131 Iteration 19Q: 3 clusters Score -6937558 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 66169 members Entering Unmasked Estep Score: -6937955.000000 Penalty: 3627.984131 Iteration 20F: 3 clusters Score -6937955 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 66742 members Entering Unmasked Estep Score: -6938281.000000 Penalty: 3627.984131 Iteration 21Q: 3 clusters Score -6938281 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 67195 members Entering Unmasked Estep Score: -6938546.500000 Penalty: 3627.984131 Iteration 22Q: 3 clusters Score -6938546 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 67535 members Entering Unmasked Estep Score: -6938800.500000 Penalty: 3627.984131 Iteration 23Q: 3 clusters Score -6938800 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 67810 members Entering Unmasked Estep Score: -6939010.500000 Penalty: 3627.984131 Iteration 24Q: 3 clusters Score -6939010 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 68012 members Entering Unmasked Estep Score: -6939199.500000 Penalty: 3627.984131 Iteration 25Q: 3 clusters Score -6939200 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 68151 members Entering Unmasked Estep Score: -6939293.000000 Penalty: 3627.984131 Iteration 26Q: 3 clusters Score -6939293 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 68258 members Entering Unmasked Estep Score: -6939315.000000 Penalty: 3627.984131 Iteration 27Q: 3 clusters Score -6939315 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 68339 members Entering Unmasked Estep Score: -6939345.500000 Penalty: 3627.984131 Iteration 28Q: 3 clusters Score -6939346 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 68394 members Entering Unmasked Estep Score: -6939362.500000 Penalty: 3627.984131 Iteration 29Q: 3 clusters Score -6939362 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 68443 members Entering Unmasked Estep Score: -6939365.000000 Penalty: 3627.984131 Iteration 30Q: 3 clusters Score -6939365 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 68477 members Entering Unmasked Estep Score: -6939376.000000 Penalty: 3627.984131 Iteration 31Q: 3 clusters Score -6939376 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 68494 members Entering Unmasked Estep Score: -6939391.000000 Penalty: 3627.984131 Iteration 32Q: 3 clusters Score -6939391 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 68505 members Entering Unmasked Estep Score: -6939391.000000 Penalty: 3627.984131 Iteration 33Q: 3 clusters Score -6939391 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 68520 members Entering Unmasked Estep Score: -6939395.000000 Penalty: 3627.984131 Iteration 34Q: 3 clusters Score -6939395 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 68539 members Entering Unmasked Estep Score: -6939399.000000 Penalty: 3627.984131 Iteration 35Q: 3 clusters Score -6939399 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 68559 members Entering Unmasked Estep Score: -6939399.500000 Penalty: 3627.984131 Iteration 36Q: 3 clusters Score -6939400 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 68575 members Entering Unmasked Estep Score: -6939405.500000 Penalty: 3627.984131 Iteration 37Q: 3 clusters Score -6939406 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 68584 members Entering Unmasked Estep Score: -6939401.000000 Penalty: 3627.984131 Iteration 38Q: 3 clusters Score -6939401 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 68597 members Entering Unmasked Estep Score: -6939414.500000 Penalty: 3627.984131 Iteration 39Q: 3 clusters Score -6939414 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 68609 members Entering Unmasked Estep Score: -6939418.500000 Penalty: 3627.984131 Iteration 40F: 3 clusters Score -6939418 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 68620 members Entering Unmasked Estep Score: -6939419.000000 Penalty: 3627.984131 Iteration 41Q: 3 clusters Score -6939419 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 68635 members Entering Unmasked Estep Score: -6939425.000000 Penalty: 3627.984131 Iteration 42Q: 3 clusters Score -6939425 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 68647 members Entering Unmasked Estep Score: -6939425.500000 Penalty: 3627.984131 Iteration 43Q: 3 clusters Score -6939426 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 68654 members Entering Unmasked Estep Score: -6939427.500000 Penalty: 3627.984131 Iteration 44Q: 3 clusters Score -6939428 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 68662 members Entering Unmasked Estep Score: -6939434.500000 Penalty: 3627.984131 Iteration 45Q: 3 clusters Score -6939434 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 68668 members Entering Unmasked Estep Score: -6939430.000000 Penalty: 3627.984131 Iteration 46Q: 3 clusters Score -6939430 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 68672 members Entering Unmasked Estep Score: -6939430.500000 Penalty: 3627.984131 Iteration 47Q: 3 clusters Score -6939430 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 68676 members Entering Unmasked Estep Score: -6939429.500000 Penalty: 3627.984131 Iteration 48Q: 3 clusters Score -6939430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 68679 members Entering Unmasked Estep Score: -6939432.500000 Penalty: 3627.984131 Iteration 49Q: 3 clusters Score -6939432 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 68682 members Entering Unmasked Estep Score: -6939435.500000 Penalty: 3627.984131 Iteration 50Q: 3 clusters Score -6939436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 68684 members Entering Unmasked Estep Score: -6939436.500000 Penalty: 3627.984131 Iteration 51Q: 3 clusters Score -6939436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 68687 members Entering Unmasked Estep Score: -6939445.500000 Penalty: 3627.984131 Iteration 52Q: 3 clusters Score -6939446 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 68690 members Entering Unmasked Estep Score: -6939441.500000 Penalty: 3627.984131 Iteration 53Q: 3 clusters Score -6939442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 68693 members Entering Unmasked Estep Score: -6939443.000000 Penalty: 3627.984131 Iteration 54Q: 3 clusters Score -6939443 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 68695 members Entering Unmasked Estep Score: -6939439.000000 Penalty: 3627.984131 Iteration 55Q: 3 clusters Score -6939439 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 68697 members Entering Unmasked Estep Score: -6939439.000000 Penalty: 3627.984131 Iteration 56Q: 3 clusters Score -6939439 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 68699 members Entering Unmasked Estep Score: -6939437.500000 Penalty: 3627.984131 Iteration 57Q: 3 clusters Score -6939438 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 68701 members Entering Unmasked Estep Score: -6939441.000000 Penalty: 3627.984131 Iteration 58Q: 3 clusters Score -6939441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 68702 members Entering Unmasked Estep Score: -6939440.000000 Penalty: 3627.984131 Iteration 59Q: 3 clusters Score -6939440 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 68702 members Entering Unmasked Estep Score: -6939440.000000 Penalty: 3627.984131 Iteration 60F: 3 clusters Score -6939440 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Entering Unmasked Estep Score: -300320.875000 Penalty: 1303.667358 Iteration 0F: 2 clusters Score -300320.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -297621.781250 Penalty: 2607.334717 Iteration 0F: 3 clusters Score -297621.8 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -298331.812500 Penalty: 2607.334717 Iteration 1F: 3 clusters Score -298331.8 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -298493.218750 Penalty: 2607.334717 Iteration 2F: 3 clusters Score -298493.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -298604.906250 Penalty: 2607.334717 Iteration 3F: 3 clusters Score -298604.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -298709.781250 Penalty: 2607.334717 Iteration 4Q: 3 clusters Score -298709.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -298819.500000 Penalty: 2607.334717 Iteration 5Q: 3 clusters Score -298819.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -298942.437500 Penalty: 2607.334717 Iteration 6Q: 3 clusters Score -298942.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -299073.781250 Penalty: 2607.334717 Iteration 7Q: 3 clusters Score -299073.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -299205.343750 Penalty: 2607.334717 Iteration 8Q: 3 clusters Score -299205.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -299301.250000 Penalty: 2607.334717 Iteration 9Q: 3 clusters Score -299301.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -299371.968750 Penalty: 2607.334717 Iteration 10Q: 3 clusters Score -299372 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -299423.281250 Penalty: 2607.334717 Iteration 11Q: 3 clusters Score -299423.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -299467.750000 Penalty: 2607.334717 Iteration 12Q: 3 clusters Score -299467.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -299507.218750 Penalty: 2607.334717 Iteration 13Q: 3 clusters Score -299507.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -299522.843750 Penalty: 2607.334717 Iteration 14Q: 3 clusters Score -299522.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -299532.531250 Penalty: 2607.334717 Iteration 15Q: 3 clusters Score -299532.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -299538.093750 Penalty: 2607.334717 Iteration 16Q: 3 clusters Score -299538.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -299539.593750 Penalty: 2607.334717 Iteration 17Q: 3 clusters Score -299539.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -299540.343750 Penalty: 2607.334717 Iteration 18Q: 3 clusters Score -299540.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -299544.656250 Penalty: 2607.334717 Iteration 19Q: 3 clusters Score -299544.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -299547.875000 Penalty: 2607.334717 Iteration 20F: 3 clusters Score -299547.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -299548.406250 Penalty: 2607.334717 Iteration 21Q: 3 clusters Score -299548.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -299549.156250 Penalty: 2607.334717 Iteration 22Q: 3 clusters Score -299549.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -299549.875000 Penalty: 2607.334717 Iteration 23Q: 3 clusters Score -299549.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -299550.562500 Penalty: 2607.334717 Iteration 24Q: 3 clusters Score -299550.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -299550.562500 Penalty: 2607.334717 Iteration 25F: 3 clusters Score -299550.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Entering Unmasked Estep Score: -549777.312500 Penalty: 1404.850586 Iteration 0F: 2 clusters Score -549777.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -545440.125000 Penalty: 2809.701172 Iteration 0F: 3 clusters Score -545440.1 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -546806.812500 Penalty: 2809.701172 Iteration 1F: 3 clusters Score -546806.8 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -547051.562500 Penalty: 2809.701172 Iteration 2F: 3 clusters Score -547051.6 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -547258.375000 Penalty: 2809.701172 Iteration 3F: 3 clusters Score -547258.4 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -547468.062500 Penalty: 2809.701172 Iteration 4F: 3 clusters Score -547468.1 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -547682.000000 Penalty: 2809.701172 Iteration 5Q: 3 clusters Score -547682 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -547956.562500 Penalty: 2809.701172 Iteration 6F: 3 clusters Score -547956.6 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -548346.437500 Penalty: 2809.701172 Iteration 7F: 3 clusters Score -548346.4 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -549058.625000 Penalty: 2809.701172 Iteration 8F: 3 clusters Score -549058.6 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -550112.500000 Penalty: 2809.701172 Iteration 9F: 3 clusters Score -550112.5 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -551063.187500 Penalty: 2809.701172 Iteration 10F: 3 clusters Score -551063.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -551741.187500 Penalty: 2809.701172 Iteration 11Q: 3 clusters Score -551741.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -551935.687500 Penalty: 2809.701172 Iteration 12Q: 3 clusters Score -551935.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -551955.125000 Penalty: 2809.701172 Iteration 13Q: 3 clusters Score -551955.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -551958.750000 Penalty: 2809.701172 Iteration 14Q: 3 clusters Score -551958.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -551959.187500 Penalty: 2809.701172 Iteration 15Q: 3 clusters Score -551959.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -551958.687500 Penalty: 2809.701172 Iteration 16Q: 3 clusters Score -551958.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -551959.250000 Penalty: 2809.701172 Iteration 17Q: 3 clusters Score -551959.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -551960.875000 Penalty: 2809.701172 Iteration 18Q: 3 clusters Score -551960.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -551960.250000 Penalty: 2809.701172 Iteration 19Q: 3 clusters Score -551960.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -551960.250000 Penalty: 2809.701172 Iteration 20F: 3 clusters Score -551960.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 15158 members Mstep: Class 3 contains 2318 members Mstep: Class 4 contains 2104 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14647 members Mstep: Class 7 contains 4309 members Mstep: Class 8 contains 70476 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 3500 members Mstep: Class 11 contains 4714 members Mstep: Class 12 contains 3205 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1295 members Mstep: Class 15 contains 12738 members Mstep: Class 16 contains 428 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 42212 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4822 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Mstep: Class 24 contains 2597 members Mstep: Class 25 contains 3629 members Mstep: Class 26 contains 2183 members Entering Unmasked Estep Score: -22256884.000000 Penalty: 52184.582031 Splitting cluster 10 changes total score from -22252460.000000 to -22256884.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 11 (4714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Entering Unmasked Estep Score: -472915.187500 Penalty: 1374.472412 Iteration 0F: 2 clusters Score -472915.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -469166.468750 Penalty: 2748.944824 Iteration 0F: 3 clusters Score -469166.5 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -470193.406250 Penalty: 2748.944824 Iteration 1F: 3 clusters Score -470193.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -470388.687500 Penalty: 2748.944824 Iteration 2F: 3 clusters Score -470388.7 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -470542.093750 Penalty: 2748.944824 Iteration 3F: 3 clusters Score -470542.1 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -470692.312500 Penalty: 2748.944824 Iteration 4Q: 3 clusters Score -470692.3 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -470855.406250 Penalty: 2748.944824 Iteration 5Q: 3 clusters Score -470855.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -471018.875000 Penalty: 2748.944824 Iteration 6Q: 3 clusters Score -471018.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -471221.937500 Penalty: 2748.944824 Iteration 7Q: 3 clusters Score -471221.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -471552.093750 Penalty: 2748.944824 Iteration 8F: 3 clusters Score -471552.1 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -471959.187500 Penalty: 2748.944824 Iteration 9F: 3 clusters Score -471959.2 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -472332.218750 Penalty: 2748.944824 Iteration 10F: 3 clusters Score -472332.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -472478.500000 Penalty: 2748.944824 Iteration 11Q: 3 clusters Score -472478.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -472551.687500 Penalty: 2748.944824 Iteration 12Q: 3 clusters Score -472551.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -472576.531250 Penalty: 2748.944824 Iteration 13Q: 3 clusters Score -472576.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -472585.687500 Penalty: 2748.944824 Iteration 14Q: 3 clusters Score -472585.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -472587.937500 Penalty: 2748.944824 Iteration 15Q: 3 clusters Score -472587.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -472588.937500 Penalty: 2748.944824 Iteration 16Q: 3 clusters Score -472588.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -472591.156250 Penalty: 2748.944824 Iteration 17Q: 3 clusters Score -472591.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -472591.093750 Penalty: 2748.944824 Iteration 18Q: 3 clusters Score -472591.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -472592.093750 Penalty: 2748.944824 Iteration 19Q: 3 clusters Score -472592.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -472592.093750 Penalty: 2748.944824 Iteration 20F: 3 clusters Score -472592.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Entering Unmasked Estep Score: -307568.187500 Penalty: 1311.776001 Iteration 0F: 2 clusters Score -307568.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -304750.343750 Penalty: 2623.552002 Iteration 0F: 3 clusters Score -304750.3 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -305755.437500 Penalty: 2623.552002 Iteration 1F: 3 clusters Score -305755.4 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -306675.812500 Penalty: 2623.552002 Iteration 2F: 3 clusters Score -306675.8 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -307452.875000 Penalty: 2623.552002 Iteration 3F: 3 clusters Score -307452.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -307868.875000 Penalty: 2623.552002 Iteration 4F: 3 clusters Score -307868.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -308068.281250 Penalty: 2623.552002 Iteration 5Q: 3 clusters Score -308068.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -308197.875000 Penalty: 2623.552002 Iteration 6Q: 3 clusters Score -308197.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -308284.250000 Penalty: 2623.552002 Iteration 7Q: 3 clusters Score -308284.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -308363.375000 Penalty: 2623.552002 Iteration 8Q: 3 clusters Score -308363.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -308408.375000 Penalty: 2623.552002 Iteration 9Q: 3 clusters Score -308408.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -308429.968750 Penalty: 2623.552002 Iteration 10Q: 3 clusters Score -308430 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -308445.718750 Penalty: 2623.552002 Iteration 11Q: 3 clusters Score -308445.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -308449.062500 Penalty: 2623.552002 Iteration 12Q: 3 clusters Score -308449.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -308453.343750 Penalty: 2623.552002 Iteration 13Q: 3 clusters Score -308453.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -308455.312500 Penalty: 2623.552002 Iteration 14Q: 3 clusters Score -308455.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -308455.312500 Penalty: 2623.552002 Iteration 15Q: 3 clusters Score -308455.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -308456.281250 Penalty: 2623.552002 Iteration 16Q: 3 clusters Score -308456.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -308456.312500 Penalty: 2623.552002 Iteration 17Q: 3 clusters Score -308456.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -308456.312500 Penalty: 2623.552002 Iteration 18F: 3 clusters Score -308456.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 15158 members Mstep: Class 3 contains 2318 members Mstep: Class 4 contains 2104 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14647 members Mstep: Class 7 contains 4309 members Mstep: Class 8 contains 70476 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 3500 members Mstep: Class 11 contains 4714 members Mstep: Class 12 contains 2477 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1295 members Mstep: Class 15 contains 12738 members Mstep: Class 16 contains 428 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 42212 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4822 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Mstep: Class 24 contains 2597 members Mstep: Class 25 contains 3629 members Mstep: Class 26 contains 2183 members Mstep: Class 27 contains 728 members Entering Unmasked Estep Score: -22257076.000000 Penalty: 54191.679688 Splitting cluster 12 changes total score from -22252460.000000 to -22257076.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 13 (12559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12559 members Entering Unmasked Estep Score: -1256197.500000 Penalty: 1533.706299 Iteration 0F: 2 clusters Score -1256198 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -1247446.000000 Penalty: 3067.412598 Iteration 0F: 3 clusters Score -1247446 nChanged 5501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -1250407.500000 Penalty: 3067.412598 Iteration 1F: 3 clusters Score -1250408 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1250701.500000 Penalty: 3067.412598 Iteration 2F: 3 clusters Score -1250702 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -1250906.250000 Penalty: 3067.412598 Iteration 3Q: 3 clusters Score -1250906 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -1251043.250000 Penalty: 3067.412598 Iteration 4Q: 3 clusters Score -1251043 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1251156.000000 Penalty: 3067.412598 Iteration 5Q: 3 clusters Score -1251156 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -1251262.750000 Penalty: 3067.412598 Iteration 6Q: 3 clusters Score -1251263 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -1251365.000000 Penalty: 3067.412598 Iteration 7Q: 3 clusters Score -1251365 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -1251486.375000 Penalty: 3067.412598 Iteration 8Q: 3 clusters Score -1251486 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -1251635.875000 Penalty: 3067.412598 Iteration 9Q: 3 clusters Score -1251636 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -1251832.875000 Penalty: 3067.412598 Iteration 10Q: 3 clusters Score -1251833 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -1252100.625000 Penalty: 3067.412598 Iteration 11Q: 3 clusters Score -1252101 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -1252452.125000 Penalty: 3067.412598 Iteration 12Q: 3 clusters Score -1252452 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -1252821.125000 Penalty: 3067.412598 Iteration 13Q: 3 clusters Score -1252821 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -1253165.000000 Penalty: 3067.412598 Iteration 14Q: 3 clusters Score -1253165 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -1253507.500000 Penalty: 3067.412598 Iteration 15Q: 3 clusters Score -1253508 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -1253836.625000 Penalty: 3067.412598 Iteration 16Q: 3 clusters Score -1253837 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -1254085.125000 Penalty: 3067.412598 Iteration 17Q: 3 clusters Score -1254085 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -1254267.500000 Penalty: 3067.412598 Iteration 18Q: 3 clusters Score -1254268 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -1254421.375000 Penalty: 3067.412598 Iteration 19Q: 3 clusters Score -1254421 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1254528.250000 Penalty: 3067.412598 Iteration 20F: 3 clusters Score -1254528 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1254603.500000 Penalty: 3067.412598 Iteration 21Q: 3 clusters Score -1254604 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1254668.625000 Penalty: 3067.412598 Iteration 22Q: 3 clusters Score -1254669 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -1254724.750000 Penalty: 3067.412598 Iteration 23Q: 3 clusters Score -1254725 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1254763.625000 Penalty: 3067.412598 Iteration 24Q: 3 clusters Score -1254764 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -1254797.875000 Penalty: 3067.412598 Iteration 25Q: 3 clusters Score -1254798 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1254823.375000 Penalty: 3067.412598 Iteration 26Q: 3 clusters Score -1254823 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8647 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -1254854.250000 Penalty: 3067.412598 Iteration 27Q: 3 clusters Score -1254854 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -1254881.500000 Penalty: 3067.412598 Iteration 28Q: 3 clusters Score -1254882 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8885 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1254913.375000 Penalty: 3067.412598 Iteration 29Q: 3 clusters Score -1254913 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1254946.000000 Penalty: 3067.412598 Iteration 30Q: 3 clusters Score -1254946 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9143 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -1254987.000000 Penalty: 3067.412598 Iteration 31Q: 3 clusters Score -1254987 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -1255026.625000 Penalty: 3067.412598 Iteration 32Q: 3 clusters Score -1255027 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1255058.000000 Penalty: 3067.412598 Iteration 33Q: 3 clusters Score -1255058 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9509 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -1255082.000000 Penalty: 3067.412598 Iteration 34Q: 3 clusters Score -1255082 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9617 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -1255101.750000 Penalty: 3067.412598 Iteration 35Q: 3 clusters Score -1255102 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9717 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -1255126.875000 Penalty: 3067.412598 Iteration 36Q: 3 clusters Score -1255127 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -1255146.750000 Penalty: 3067.412598 Iteration 37Q: 3 clusters Score -1255147 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9903 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -1255168.000000 Penalty: 3067.412598 Iteration 38Q: 3 clusters Score -1255168 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9993 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -1255187.000000 Penalty: 3067.412598 Iteration 39Q: 3 clusters Score -1255187 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10083 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -1255211.250000 Penalty: 3067.412598 Iteration 40F: 3 clusters Score -1255211 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1255239.750000 Penalty: 3067.412598 Iteration 41Q: 3 clusters Score -1255240 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10286 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -1255265.000000 Penalty: 3067.412598 Iteration 42Q: 3 clusters Score -1255265 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10377 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -1255299.000000 Penalty: 3067.412598 Iteration 43Q: 3 clusters Score -1255299 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10470 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1255321.500000 Penalty: 3067.412598 Iteration 44Q: 3 clusters Score -1255322 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10539 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -1255335.000000 Penalty: 3067.412598 Iteration 45Q: 3 clusters Score -1255335 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10613 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -1255355.375000 Penalty: 3067.412598 Iteration 46Q: 3 clusters Score -1255355 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10686 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -1255368.750000 Penalty: 3067.412598 Iteration 47Q: 3 clusters Score -1255369 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10745 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -1255383.000000 Penalty: 3067.412598 Iteration 48Q: 3 clusters Score -1255383 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10803 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -1255397.875000 Penalty: 3067.412598 Iteration 49Q: 3 clusters Score -1255398 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10859 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -1255415.750000 Penalty: 3067.412598 Iteration 50Q: 3 clusters Score -1255416 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -1255428.875000 Penalty: 3067.412598 Iteration 51Q: 3 clusters Score -1255429 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -1255441.875000 Penalty: 3067.412598 Iteration 52Q: 3 clusters Score -1255442 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -1255458.000000 Penalty: 3067.412598 Iteration 53Q: 3 clusters Score -1255458 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11081 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1255473.500000 Penalty: 3067.412598 Iteration 54Q: 3 clusters Score -1255474 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -1255487.500000 Penalty: 3067.412598 Iteration 55Q: 3 clusters Score -1255488 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11183 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1255500.250000 Penalty: 3067.412598 Iteration 56Q: 3 clusters Score -1255500 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11228 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1255510.625000 Penalty: 3067.412598 Iteration 57Q: 3 clusters Score -1255511 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1255522.875000 Penalty: 3067.412598 Iteration 58Q: 3 clusters Score -1255523 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11317 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1255536.250000 Penalty: 3067.412598 Iteration 59Q: 3 clusters Score -1255536 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1255546.125000 Penalty: 3067.412598 Iteration 60F: 3 clusters Score -1255546 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1255551.625000 Penalty: 3067.412598 Iteration 61Q: 3 clusters Score -1255552 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11420 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -1255562.000000 Penalty: 3067.412598 Iteration 62Q: 3 clusters Score -1255562 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11433 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -1255562.875000 Penalty: 3067.412598 Iteration 63Q: 3 clusters Score -1255563 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11444 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1255563.875000 Penalty: 3067.412598 Iteration 64Q: 3 clusters Score -1255564 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11456 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1255568.000000 Penalty: 3067.412598 Iteration 65Q: 3 clusters Score -1255568 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11468 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1255569.000000 Penalty: 3067.412598 Iteration 66Q: 3 clusters Score -1255569 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11477 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -1255572.250000 Penalty: 3067.412598 Iteration 67Q: 3 clusters Score -1255572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11481 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -1255574.750000 Penalty: 3067.412598 Iteration 68Q: 3 clusters Score -1255575 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11485 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1255575.750000 Penalty: 3067.412598 Iteration 69Q: 3 clusters Score -1255576 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1255576.125000 Penalty: 3067.412598 Iteration 70Q: 3 clusters Score -1255576 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -1255574.875000 Penalty: 3067.412598 Iteration 71Q: 3 clusters Score -1255575 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11503 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -1255577.750000 Penalty: 3067.412598 Iteration 72Q: 3 clusters Score -1255578 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11509 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -1255577.250000 Penalty: 3067.412598 Iteration 73Q: 3 clusters Score -1255577 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11514 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1255577.500000 Penalty: 3067.412598 Iteration 74Q: 3 clusters Score -1255578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11518 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1255581.125000 Penalty: 3067.412598 Iteration 75Q: 3 clusters Score -1255581 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1255581.250000 Penalty: 3067.412598 Iteration 76Q: 3 clusters Score -1255581 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1255585.750000 Penalty: 3067.412598 Iteration 77Q: 3 clusters Score -1255586 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1255585.250000 Penalty: 3067.412598 Iteration 78Q: 3 clusters Score -1255585 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11545 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1255588.500000 Penalty: 3067.412598 Iteration 79Q: 3 clusters Score -1255588 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11547 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -1255589.625000 Penalty: 3067.412598 Iteration 80F: 3 clusters Score -1255590 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11549 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -1255590.125000 Penalty: 3067.412598 Iteration 81Q: 3 clusters Score -1255590 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11551 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1255591.750000 Penalty: 3067.412598 Iteration 82Q: 3 clusters Score -1255592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11553 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -1255592.500000 Penalty: 3067.412598 Iteration 83Q: 3 clusters Score -1255592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11554 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1255590.875000 Penalty: 3067.412598 Iteration 84Q: 3 clusters Score -1255591 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1255591.500000 Penalty: 3067.412598 Iteration 85Q: 3 clusters Score -1255592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1255590.625000 Penalty: 3067.412598 Iteration 86Q: 3 clusters Score -1255591 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1255590.625000 Penalty: 3067.412598 Iteration 87F: 3 clusters Score -1255591 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Entering Unmasked Estep Score: -129137.367188 Penalty: 1164.518188 Iteration 0F: 2 clusters Score -129137.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -127487.742188 Penalty: 2329.036377 Iteration 0F: 3 clusters Score -127487.7 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -127790.625000 Penalty: 2329.036377 Iteration 1F: 3 clusters Score -127790.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -127865.960938 Penalty: 2329.036377 Iteration 2F: 3 clusters Score -127866 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -127900.414062 Penalty: 2329.036377 Iteration 3Q: 3 clusters Score -127900.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -127924.351562 Penalty: 2329.036377 Iteration 4Q: 3 clusters Score -127924.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -127935.304688 Penalty: 2329.036377 Iteration 5Q: 3 clusters Score -127935.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -127941.375000 Penalty: 2329.036377 Iteration 6Q: 3 clusters Score -127941.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -127947.476562 Penalty: 2329.036377 Iteration 7Q: 3 clusters Score -127947.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -127950.890625 Penalty: 2329.036377 Iteration 8Q: 3 clusters Score -127950.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -127952.796875 Penalty: 2329.036377 Iteration 9Q: 3 clusters Score -127952.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -127954.625000 Penalty: 2329.036377 Iteration 10Q: 3 clusters Score -127954.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -127955.046875 Penalty: 2329.036377 Iteration 11Q: 3 clusters Score -127955 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -127955.765625 Penalty: 2329.036377 Iteration 12Q: 3 clusters Score -127955.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -127957.164062 Penalty: 2329.036377 Iteration 13Q: 3 clusters Score -127957.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -127959.648438 Penalty: 2329.036377 Iteration 14Q: 3 clusters Score -127959.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -127961.867188 Penalty: 2329.036377 Iteration 15Q: 3 clusters Score -127961.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -127963.890625 Penalty: 2329.036377 Iteration 16Q: 3 clusters Score -127963.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -127964.375000 Penalty: 2329.036377 Iteration 17Q: 3 clusters Score -127964.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -127964.375000 Penalty: 2329.036377 Iteration 18F: 3 clusters Score -127964.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (12738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12738 members Entering Unmasked Estep Score: -1289134.250000 Penalty: 1536.006104 Iteration 0F: 2 clusters Score -1289134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -1280252.250000 Penalty: 3072.012207 Iteration 0F: 3 clusters Score -1280252 nChanged 5551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -1283178.625000 Penalty: 3072.012207 Iteration 1F: 3 clusters Score -1283179 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6957 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -1283507.250000 Penalty: 3072.012207 Iteration 2F: 3 clusters Score -1283507 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1283822.625000 Penalty: 3072.012207 Iteration 3F: 3 clusters Score -1283823 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -1284156.375000 Penalty: 3072.012207 Iteration 4Q: 3 clusters Score -1284156 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -1284523.125000 Penalty: 3072.012207 Iteration 5F: 3 clusters Score -1284523 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8124 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -1284917.625000 Penalty: 3072.012207 Iteration 6F: 3 clusters Score -1284918 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -1285303.750000 Penalty: 3072.012207 Iteration 7F: 3 clusters Score -1285304 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -1285650.500000 Penalty: 3072.012207 Iteration 8Q: 3 clusters Score -1285650 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -1285963.125000 Penalty: 3072.012207 Iteration 9Q: 3 clusters Score -1285963 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -1286237.375000 Penalty: 3072.012207 Iteration 10Q: 3 clusters Score -1286237 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9936 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -1286448.000000 Penalty: 3072.012207 Iteration 11Q: 3 clusters Score -1286448 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -1286588.625000 Penalty: 3072.012207 Iteration 12Q: 3 clusters Score -1286589 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10385 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -1286691.500000 Penalty: 3072.012207 Iteration 13Q: 3 clusters Score -1286692 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10581 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -1286787.125000 Penalty: 3072.012207 Iteration 14Q: 3 clusters Score -1286787 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -1286882.625000 Penalty: 3072.012207 Iteration 15Q: 3 clusters Score -1286883 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10934 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -1286959.250000 Penalty: 3072.012207 Iteration 16Q: 3 clusters Score -1286959 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11084 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1287033.375000 Penalty: 3072.012207 Iteration 17Q: 3 clusters Score -1287033 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11212 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -1287095.250000 Penalty: 3072.012207 Iteration 18Q: 3 clusters Score -1287095 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1287173.250000 Penalty: 3072.012207 Iteration 19Q: 3 clusters Score -1287173 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1287263.000000 Penalty: 3072.012207 Iteration 20F: 3 clusters Score -1287263 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11611 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -1287341.375000 Penalty: 3072.012207 Iteration 21Q: 3 clusters Score -1287341 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11703 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1287403.125000 Penalty: 3072.012207 Iteration 22Q: 3 clusters Score -1287403 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11783 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1287454.625000 Penalty: 3072.012207 Iteration 23Q: 3 clusters Score -1287455 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11859 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -1287507.625000 Penalty: 3072.012207 Iteration 24Q: 3 clusters Score -1287508 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -1287555.375000 Penalty: 3072.012207 Iteration 25Q: 3 clusters Score -1287555 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1287600.625000 Penalty: 3072.012207 Iteration 26Q: 3 clusters Score -1287601 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -1287632.375000 Penalty: 3072.012207 Iteration 27Q: 3 clusters Score -1287632 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12091 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -1287667.000000 Penalty: 3072.012207 Iteration 28Q: 3 clusters Score -1287667 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1287691.500000 Penalty: 3072.012207 Iteration 29Q: 3 clusters Score -1287692 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12157 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -1287717.875000 Penalty: 3072.012207 Iteration 30Q: 3 clusters Score -1287718 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12183 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1287740.625000 Penalty: 3072.012207 Iteration 31Q: 3 clusters Score -1287741 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12197 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1287754.625000 Penalty: 3072.012207 Iteration 32Q: 3 clusters Score -1287755 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12209 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1287763.500000 Penalty: 3072.012207 Iteration 33Q: 3 clusters Score -1287764 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12215 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1287769.250000 Penalty: 3072.012207 Iteration 34Q: 3 clusters Score -1287769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12218 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1287773.875000 Penalty: 3072.012207 Iteration 35Q: 3 clusters Score -1287774 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12222 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1287779.125000 Penalty: 3072.012207 Iteration 36Q: 3 clusters Score -1287779 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12232 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1287791.250000 Penalty: 3072.012207 Iteration 37Q: 3 clusters Score -1287791 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12244 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -1287803.500000 Penalty: 3072.012207 Iteration 38Q: 3 clusters Score -1287804 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12245 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1287814.250000 Penalty: 3072.012207 Iteration 39Q: 3 clusters Score -1287814 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1287825.750000 Penalty: 3072.012207 Iteration 40F: 3 clusters Score -1287826 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12261 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1287835.250000 Penalty: 3072.012207 Iteration 41Q: 3 clusters Score -1287835 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12262 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1287839.125000 Penalty: 3072.012207 Iteration 42Q: 3 clusters Score -1287839 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12263 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1287841.750000 Penalty: 3072.012207 Iteration 43Q: 3 clusters Score -1287842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12262 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1287843.250000 Penalty: 3072.012207 Iteration 44Q: 3 clusters Score -1287843 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1287843.500000 Penalty: 3072.012207 Iteration 45Q: 3 clusters Score -1287844 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1287844.750000 Penalty: 3072.012207 Iteration 46Q: 3 clusters Score -1287845 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1287845.000000 Penalty: 3072.012207 Iteration 47Q: 3 clusters Score -1287845 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1287845.000000 Penalty: 3072.012207 Iteration 48F: 3 clusters Score -1287845 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Entering Unmasked Estep Score: -33035.253906 Penalty: 984.607483 Iteration 0F: 2 clusters Score -33035.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -32136.062500 Penalty: 1969.214966 Iteration 0F: 3 clusters Score -32136.06 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -32520.626953 Penalty: 1969.214966 Iteration 1F: 3 clusters Score -32520.63 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -32656.783203 Penalty: 1969.214966 Iteration 2F: 3 clusters Score -32656.78 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -32815.191406 Penalty: 1969.214966 Iteration 3F: 3 clusters Score -32815.19 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -32880.667969 Penalty: 1969.214966 Iteration 4F: 3 clusters Score -32880.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -32913.152344 Penalty: 1969.214966 Iteration 5Q: 3 clusters Score -32913.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -32969.757812 Penalty: 1969.214966 Iteration 6Q: 3 clusters Score -32969.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -32988.515625 Penalty: 1969.214966 Iteration 7Q: 3 clusters Score -32988.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -33017.925781 Penalty: 1969.214966 Iteration 8Q: 3 clusters Score -33017.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -33023.707031 Penalty: 1969.214966 Iteration 9Q: 3 clusters Score -33023.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -33025.917969 Penalty: 1969.214966 Iteration 10Q: 3 clusters Score -33025.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -33026.503906 Penalty: 1969.214966 Iteration 11F: 3 clusters Score -33026.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -33039.312500 Penalty: 1969.214966 Iteration 12Q: 3 clusters Score -33039.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -33045.507812 Penalty: 1969.214966 Iteration 13Q: 3 clusters Score -33045.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -33045.507812 Penalty: 1969.214966 Iteration 14F: 3 clusters Score -33045.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 15158 members Mstep: Class 3 contains 2318 members Mstep: Class 4 contains 2104 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14647 members Mstep: Class 7 contains 4309 members Mstep: Class 8 contains 70476 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 3500 members Mstep: Class 11 contains 4714 members Mstep: Class 12 contains 2477 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1295 members Mstep: Class 15 contains 12738 members Mstep: Class 16 contains 152 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 42212 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4822 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Mstep: Class 24 contains 2597 members Mstep: Class 25 contains 3629 members Mstep: Class 26 contains 2183 members Mstep: Class 27 contains 728 members Mstep: Class 28 contains 276 members Entering Unmasked Estep Score: -22256058.000000 Penalty: 56198.781250 Splitting cluster 16 changes total score from -22252460.000000 to -22256058.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 17 (1222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Entering Unmasked Estep Score: -115992.250000 Penalty: 1155.089600 Iteration 0F: 2 clusters Score -115992.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -114406.445312 Penalty: 2310.179199 Iteration 0F: 3 clusters Score -114406.4 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -114686.562500 Penalty: 2310.179199 Iteration 1F: 3 clusters Score -114686.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -114790.765625 Penalty: 2310.179199 Iteration 2F: 3 clusters Score -114790.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -114856.937500 Penalty: 2310.179199 Iteration 3F: 3 clusters Score -114856.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -114909.039062 Penalty: 2310.179199 Iteration 4Q: 3 clusters Score -114909 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -114956.796875 Penalty: 2310.179199 Iteration 5Q: 3 clusters Score -114956.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -115013.312500 Penalty: 2310.179199 Iteration 6Q: 3 clusters Score -115013.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -115081.257812 Penalty: 2310.179199 Iteration 7Q: 3 clusters Score -115081.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -115134.851562 Penalty: 2310.179199 Iteration 8Q: 3 clusters Score -115134.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -115188.968750 Penalty: 2310.179199 Iteration 9Q: 3 clusters Score -115189 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -115244.093750 Penalty: 2310.179199 Iteration 10Q: 3 clusters Score -115244.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -115297.984375 Penalty: 2310.179199 Iteration 11Q: 3 clusters Score -115298 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -115330.226562 Penalty: 2310.179199 Iteration 12Q: 3 clusters Score -115330.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -115356.468750 Penalty: 2310.179199 Iteration 13Q: 3 clusters Score -115356.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -115396.109375 Penalty: 2310.179199 Iteration 14Q: 3 clusters Score -115396.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -115440.000000 Penalty: 2310.179199 Iteration 15Q: 3 clusters Score -115440 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -115535.031250 Penalty: 2310.179199 Iteration 16Q: 3 clusters Score -115535 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -115607.765625 Penalty: 2310.179199 Iteration 17Q: 3 clusters Score -115607.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -115668.773438 Penalty: 2310.179199 Iteration 18Q: 3 clusters Score -115668.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -115726.578125 Penalty: 2310.179199 Iteration 19Q: 3 clusters Score -115726.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -115796.281250 Penalty: 2310.179199 Iteration 20F: 3 clusters Score -115796.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -115857.273438 Penalty: 2310.179199 Iteration 21Q: 3 clusters Score -115857.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -115902.085938 Penalty: 2310.179199 Iteration 22Q: 3 clusters Score -115902.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -115953.054688 Penalty: 2310.179199 Iteration 23Q: 3 clusters Score -115953.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -116042.054688 Penalty: 2310.179199 Iteration 24Q: 3 clusters Score -116042.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -116174.835938 Penalty: 2310.179199 Iteration 25Q: 3 clusters Score -116174.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -116233.070312 Penalty: 2310.179199 Iteration 26Q: 3 clusters Score -116233.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -116245.625000 Penalty: 2310.179199 Iteration 27Q: 3 clusters Score -116245.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -116249.226562 Penalty: 2310.179199 Iteration 28Q: 3 clusters Score -116249.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -116252.968750 Penalty: 2310.179199 Iteration 29Q: 3 clusters Score -116253 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -116252.968750 Penalty: 2310.179199 Iteration 30F: 3 clusters Score -116253 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 15158 members Mstep: Class 3 contains 2318 members Mstep: Class 4 contains 2104 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14647 members Mstep: Class 7 contains 4309 members Mstep: Class 8 contains 70476 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 3500 members Mstep: Class 11 contains 4714 members Mstep: Class 12 contains 2477 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1295 members Mstep: Class 15 contains 12738 members Mstep: Class 16 contains 152 members Mstep: Class 17 contains 835 members Mstep: Class 18 contains 42212 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4822 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Mstep: Class 24 contains 2597 members Mstep: Class 25 contains 3629 members Mstep: Class 26 contains 2183 members Mstep: Class 27 contains 728 members Mstep: Class 28 contains 276 members Mstep: Class 29 contains 387 members Entering Unmasked Estep Score: -22255468.000000 Penalty: 58205.878906 Splitting cluster 17 changes total score from -22252460.000000 to -22255468.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 18 (42212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42212 members Entering Unmasked Estep Score: -4146914.250000 Penalty: 1730.699829 Iteration 0F: 2 clusters Score -4146914 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21136 members Mstep: Class 2 contains 21076 members Entering Unmasked Estep Score: -4118625.500000 Penalty: 3461.399658 Iteration 0F: 3 clusters Score -4118626 nChanged 19634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21846 members Mstep: Class 2 contains 20366 members Entering Unmasked Estep Score: -4131005.500000 Penalty: 3461.399658 Iteration 1F: 3 clusters Score -4131006 nChanged 2587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21973 members Mstep: Class 2 contains 20239 members Entering Unmasked Estep Score: -4132689.750000 Penalty: 3461.399658 Iteration 2F: 3 clusters Score -4132690 nChanged 2801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21806 members Mstep: Class 2 contains 20406 members Entering Unmasked Estep Score: -4134596.750000 Penalty: 3461.399658 Iteration 3F: 3 clusters Score -4134597 nChanged 2974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21430 members Mstep: Class 2 contains 20782 members Entering Unmasked Estep Score: -4136705.250000 Penalty: 3461.399658 Iteration 4F: 3 clusters Score -4136705 nChanged 2983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21027 members Mstep: Class 2 contains 21185 members Entering Unmasked Estep Score: -4139059.000000 Penalty: 3461.399658 Iteration 5F: 3 clusters Score -4139059 nChanged 2897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20496 members Mstep: Class 2 contains 21716 members Entering Unmasked Estep Score: -4141259.500000 Penalty: 3461.399658 Iteration 6F: 3 clusters Score -4141260 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 22298 members Entering Unmasked Estep Score: -4143026.750000 Penalty: 3461.399658 Iteration 7F: 3 clusters Score -4143027 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19218 members Mstep: Class 2 contains 22994 members Entering Unmasked Estep Score: -4144115.000000 Penalty: 3461.399658 Iteration 8Q: 3 clusters Score -4144115 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18595 members Mstep: Class 2 contains 23617 members Entering Unmasked Estep Score: -4144750.750000 Penalty: 3461.399658 Iteration 9Q: 3 clusters Score -4144751 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17989 members Mstep: Class 2 contains 24223 members Entering Unmasked Estep Score: -4145095.750000 Penalty: 3461.399658 Iteration 10Q: 3 clusters Score -4145096 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17390 members Mstep: Class 2 contains 24822 members Entering Unmasked Estep Score: -4145384.000000 Penalty: 3461.399658 Iteration 11Q: 3 clusters Score -4145384 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16890 members Mstep: Class 2 contains 25322 members Entering Unmasked Estep Score: -4145631.250000 Penalty: 3461.399658 Iteration 12Q: 3 clusters Score -4145631 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16386 members Mstep: Class 2 contains 25826 members Entering Unmasked Estep Score: -4145811.000000 Penalty: 3461.399658 Iteration 13Q: 3 clusters Score -4145811 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 26295 members Entering Unmasked Estep Score: -4145975.250000 Penalty: 3461.399658 Iteration 14Q: 3 clusters Score -4145975 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15480 members Mstep: Class 2 contains 26732 members Entering Unmasked Estep Score: -4146118.750000 Penalty: 3461.399658 Iteration 15Q: 3 clusters Score -4146119 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15102 members Mstep: Class 2 contains 27110 members Entering Unmasked Estep Score: -4146213.000000 Penalty: 3461.399658 Iteration 16Q: 3 clusters Score -4146213 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14730 members Mstep: Class 2 contains 27482 members Entering Unmasked Estep Score: -4146299.000000 Penalty: 3461.399658 Iteration 17Q: 3 clusters Score -4146299 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14400 members Mstep: Class 2 contains 27812 members Entering Unmasked Estep Score: -4146368.500000 Penalty: 3461.399658 Iteration 18Q: 3 clusters Score -4146368 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14107 members Mstep: Class 2 contains 28105 members Entering Unmasked Estep Score: -4146408.750000 Penalty: 3461.399658 Iteration 19Q: 3 clusters Score -4146409 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13835 members Mstep: Class 2 contains 28377 members Entering Unmasked Estep Score: -4146451.750000 Penalty: 3461.399658 Iteration 20F: 3 clusters Score -4146452 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13566 members Mstep: Class 2 contains 28646 members Entering Unmasked Estep Score: -4146490.750000 Penalty: 3461.399658 Iteration 21Q: 3 clusters Score -4146491 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13329 members Mstep: Class 2 contains 28883 members Entering Unmasked Estep Score: -4146536.250000 Penalty: 3461.399658 Iteration 22Q: 3 clusters Score -4146536 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13089 members Mstep: Class 2 contains 29123 members Entering Unmasked Estep Score: -4146567.750000 Penalty: 3461.399658 Iteration 23Q: 3 clusters Score -4146568 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12842 members Mstep: Class 2 contains 29370 members Entering Unmasked Estep Score: -4146595.250000 Penalty: 3461.399658 Iteration 24Q: 3 clusters Score -4146595 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12602 members Mstep: Class 2 contains 29610 members Entering Unmasked Estep Score: -4146636.500000 Penalty: 3461.399658 Iteration 25Q: 3 clusters Score -4146636 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12381 members Mstep: Class 2 contains 29831 members Entering Unmasked Estep Score: -4146669.750000 Penalty: 3461.399658 Iteration 26Q: 3 clusters Score -4146670 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 30038 members Entering Unmasked Estep Score: -4146681.000000 Penalty: 3461.399658 Iteration 27Q: 3 clusters Score -4146681 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11961 members Mstep: Class 2 contains 30251 members Entering Unmasked Estep Score: -4146711.750000 Penalty: 3461.399658 Iteration 28Q: 3 clusters Score -4146712 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11761 members Mstep: Class 2 contains 30451 members Entering Unmasked Estep Score: -4146725.250000 Penalty: 3461.399658 Iteration 29Q: 3 clusters Score -4146725 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11564 members Mstep: Class 2 contains 30648 members Entering Unmasked Estep Score: -4146764.250000 Penalty: 3461.399658 Iteration 30Q: 3 clusters Score -4146764 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11381 members Mstep: Class 2 contains 30831 members Entering Unmasked Estep Score: -4146786.000000 Penalty: 3461.399658 Iteration 31Q: 3 clusters Score -4146786 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11216 members Mstep: Class 2 contains 30996 members Entering Unmasked Estep Score: -4146807.500000 Penalty: 3461.399658 Iteration 32Q: 3 clusters Score -4146808 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11032 members Mstep: Class 2 contains 31180 members Entering Unmasked Estep Score: -4146836.750000 Penalty: 3461.399658 Iteration 33Q: 3 clusters Score -4146837 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 31359 members Entering Unmasked Estep Score: -4146858.500000 Penalty: 3461.399658 Iteration 34Q: 3 clusters Score -4146858 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10686 members Mstep: Class 2 contains 31526 members Entering Unmasked Estep Score: -4146892.250000 Penalty: 3461.399658 Iteration 35Q: 3 clusters Score -4146892 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10516 members Mstep: Class 2 contains 31696 members Entering Unmasked Estep Score: -4146907.750000 Penalty: 3461.399658 Iteration 36Q: 3 clusters Score -4146908 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10356 members Mstep: Class 2 contains 31856 members Entering Unmasked Estep Score: -4146923.000000 Penalty: 3461.399658 Iteration 37Q: 3 clusters Score -4146923 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 31984 members Entering Unmasked Estep Score: -4146923.750000 Penalty: 3461.399658 Iteration 38Q: 3 clusters Score -4146924 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 32099 members Entering Unmasked Estep Score: -4146933.000000 Penalty: 3461.399658 Iteration 39Q: 3 clusters Score -4146933 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 32216 members Entering Unmasked Estep Score: -4146945.750000 Penalty: 3461.399658 Iteration 40F: 3 clusters Score -4146946 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9892 members Mstep: Class 2 contains 32320 members Entering Unmasked Estep Score: -4146947.500000 Penalty: 3461.399658 Iteration 41Q: 3 clusters Score -4146948 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 32415 members Entering Unmasked Estep Score: -4146947.500000 Penalty: 3461.399658 Iteration 42Q: 3 clusters Score -4146948 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 32499 members Entering Unmasked Estep Score: -4146954.250000 Penalty: 3461.399658 Iteration 43Q: 3 clusters Score -4146954 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9646 members Mstep: Class 2 contains 32566 members Entering Unmasked Estep Score: -4146966.250000 Penalty: 3461.399658 Iteration 44Q: 3 clusters Score -4146966 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 32627 members Entering Unmasked Estep Score: -4146982.250000 Penalty: 3461.399658 Iteration 45Q: 3 clusters Score -4146982 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 32699 members Entering Unmasked Estep Score: -4146981.000000 Penalty: 3461.399658 Iteration 46Q: 3 clusters Score -4146981 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9454 members Mstep: Class 2 contains 32758 members Entering Unmasked Estep Score: -4146974.750000 Penalty: 3461.399658 Iteration 47Q: 3 clusters Score -4146975 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 32812 members Entering Unmasked Estep Score: -4146986.500000 Penalty: 3461.399658 Iteration 48Q: 3 clusters Score -4146986 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 32857 members Entering Unmasked Estep Score: -4146984.500000 Penalty: 3461.399658 Iteration 49Q: 3 clusters Score -4146984 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 32903 members Entering Unmasked Estep Score: -4146986.500000 Penalty: 3461.399658 Iteration 50Q: 3 clusters Score -4146986 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 32938 members Entering Unmasked Estep Score: -4146991.500000 Penalty: 3461.399658 Iteration 51Q: 3 clusters Score -4146992 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9239 members Mstep: Class 2 contains 32973 members Entering Unmasked Estep Score: -4146999.500000 Penalty: 3461.399658 Iteration 52Q: 3 clusters Score -4147000 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 33005 members Entering Unmasked Estep Score: -4146990.750000 Penalty: 3461.399658 Iteration 53Q: 3 clusters Score -4146991 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9179 members Mstep: Class 2 contains 33033 members Entering Unmasked Estep Score: -4146992.000000 Penalty: 3461.399658 Iteration 54Q: 3 clusters Score -4146992 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9148 members Mstep: Class 2 contains 33064 members Entering Unmasked Estep Score: -4146992.000000 Penalty: 3461.399658 Iteration 55Q: 3 clusters Score -4146992 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 33099 members Entering Unmasked Estep Score: -4146994.250000 Penalty: 3461.399658 Iteration 56Q: 3 clusters Score -4146994 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 33136 members Entering Unmasked Estep Score: -4146989.250000 Penalty: 3461.399658 Iteration 57Q: 3 clusters Score -4146989 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9043 members Mstep: Class 2 contains 33169 members Entering Unmasked Estep Score: -4147001.000000 Penalty: 3461.399658 Iteration 58Q: 3 clusters Score -4147001 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9001 members Mstep: Class 2 contains 33211 members Entering Unmasked Estep Score: -4147004.000000 Penalty: 3461.399658 Iteration 59Q: 3 clusters Score -4147004 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 33262 members Entering Unmasked Estep Score: -4146998.750000 Penalty: 3461.399658 Iteration 60F: 3 clusters Score -4146999 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8887 members Mstep: Class 2 contains 33325 members Entering Unmasked Estep Score: -4147008.000000 Penalty: 3461.399658 Iteration 61Q: 3 clusters Score -4147008 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Mstep: Class 2 contains 33395 members Entering Unmasked Estep Score: -4147024.750000 Penalty: 3461.399658 Iteration 62Q: 3 clusters Score -4147025 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8746 members Mstep: Class 2 contains 33466 members Entering Unmasked Estep Score: -4147026.750000 Penalty: 3461.399658 Iteration 63Q: 3 clusters Score -4147027 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 33539 members Entering Unmasked Estep Score: -4147029.500000 Penalty: 3461.399658 Iteration 64Q: 3 clusters Score -4147030 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8590 members Mstep: Class 2 contains 33622 members Entering Unmasked Estep Score: -4147043.750000 Penalty: 3461.399658 Iteration 65Q: 3 clusters Score -4147044 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 33697 members Entering Unmasked Estep Score: -4147066.500000 Penalty: 3461.399658 Iteration 66Q: 3 clusters Score -4147066 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8445 members Mstep: Class 2 contains 33767 members Entering Unmasked Estep Score: -4147069.750000 Penalty: 3461.399658 Iteration 67Q: 3 clusters Score -4147070 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 33839 members Entering Unmasked Estep Score: -4147060.500000 Penalty: 3461.399658 Iteration 68Q: 3 clusters Score -4147060 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8294 members Mstep: Class 2 contains 33918 members Entering Unmasked Estep Score: -4147071.250000 Penalty: 3461.399658 Iteration 69Q: 3 clusters Score -4147071 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8212 members Mstep: Class 2 contains 34000 members Entering Unmasked Estep Score: -4147085.000000 Penalty: 3461.399658 Iteration 70Q: 3 clusters Score -4147085 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 34084 members Entering Unmasked Estep Score: -4147091.250000 Penalty: 3461.399658 Iteration 71Q: 3 clusters Score -4147091 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8065 members Mstep: Class 2 contains 34147 members Entering Unmasked Estep Score: -4147098.250000 Penalty: 3461.399658 Iteration 72Q: 3 clusters Score -4147098 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 34205 members Entering Unmasked Estep Score: -4147103.750000 Penalty: 3461.399658 Iteration 73Q: 3 clusters Score -4147104 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 34259 members Entering Unmasked Estep Score: -4147107.000000 Penalty: 3461.399658 Iteration 74Q: 3 clusters Score -4147107 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 34333 members Entering Unmasked Estep Score: -4147121.500000 Penalty: 3461.399658 Iteration 75Q: 3 clusters Score -4147122 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 34400 members Entering Unmasked Estep Score: -4147118.000000 Penalty: 3461.399658 Iteration 76Q: 3 clusters Score -4147118 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7735 members Mstep: Class 2 contains 34477 members Entering Unmasked Estep Score: -4147132.250000 Penalty: 3461.399658 Iteration 77Q: 3 clusters Score -4147132 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 34540 members Entering Unmasked Estep Score: -4147150.000000 Penalty: 3461.399658 Iteration 78Q: 3 clusters Score -4147150 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 34601 members Entering Unmasked Estep Score: -4147158.500000 Penalty: 3461.399658 Iteration 79Q: 3 clusters Score -4147158 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 34664 members Entering Unmasked Estep Score: -4147161.750000 Penalty: 3461.399658 Iteration 80F: 3 clusters Score -4147162 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 34723 members Entering Unmasked Estep Score: -4147162.250000 Penalty: 3461.399658 Iteration 81Q: 3 clusters Score -4147162 nChanged 62 Entering Unmasked Mstep 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nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 35065 members Entering Unmasked Estep Score: -4147189.500000 Penalty: 3461.399658 Iteration 90Q: 3 clusters Score -4147190 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 35084 members Entering Unmasked Estep Score: -4147196.500000 Penalty: 3461.399658 Iteration 91Q: 3 clusters Score -4147196 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 35104 members Entering Unmasked Estep Score: -4147200.500000 Penalty: 3461.399658 Iteration 92Q: 3 clusters Score -4147200 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7093 members Mstep: Class 2 contains 35119 members Entering Unmasked Estep Score: -4147200.500000 Penalty: 3461.399658 Iteration 93Q: 3 clusters 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Unmasked Estep Score: -4147225.500000 Penalty: 3461.399658 Iteration 109Q: 3 clusters Score -4147226 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 35614 members Entering Unmasked Estep Score: -4147228.500000 Penalty: 3461.399658 Iteration 110Q: 3 clusters Score -4147228 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 35653 members Entering Unmasked Estep Score: -4147228.750000 Penalty: 3461.399658 Iteration 111Q: 3 clusters Score -4147229 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 35694 members Entering Unmasked Estep Score: -4147229.750000 Penalty: 3461.399658 Iteration 112Q: 3 clusters Score -4147230 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 35734 members Entering Unmasked Estep Score: -4147230.000000 Penalty: 3461.399658 Iteration 113Q: 3 clusters Score -4147230 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 35774 members Entering Unmasked Estep Score: -4147234.750000 Penalty: 3461.399658 Iteration 114Q: 3 clusters Score -4147235 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 35812 members Entering Unmasked Estep Score: -4147239.750000 Penalty: 3461.399658 Iteration 115Q: 3 clusters Score -4147240 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 35840 members Entering Unmasked Estep Score: -4147239.500000 Penalty: 3461.399658 Iteration 116Q: 3 clusters Score -4147240 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 35862 members Entering Unmasked Estep Score: -4147240.250000 Penalty: 3461.399658 Iteration 117Q: 3 clusters Score -4147240 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 35884 members Entering Unmasked Estep Score: -4147241.000000 Penalty: 3461.399658 Iteration 118Q: 3 clusters Score -4147241 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 35907 members Entering Unmasked Estep Score: -4147243.250000 Penalty: 3461.399658 Iteration 119Q: 3 clusters Score -4147243 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 35925 members Entering Unmasked Estep Score: -4147242.250000 Penalty: 3461.399658 Iteration 120F: 3 clusters Score -4147242 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 35944 members Entering Unmasked Estep Score: -4147243.000000 Penalty: 3461.399658 Iteration 121Q: 3 clusters Score -4147243 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 35965 members Entering Unmasked Estep Score: -4147242.500000 Penalty: 3461.399658 Iteration 122Q: 3 clusters Score -4147242 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 35986 members Entering Unmasked Estep Score: -4147248.500000 Penalty: 3461.399658 Iteration 123Q: 3 clusters Score -4147248 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 36006 members Entering Unmasked Estep Score: -4147248.750000 Penalty: 3461.399658 Iteration 124Q: 3 clusters Score -4147249 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 36021 members Entering Unmasked Estep Score: -4147251.500000 Penalty: 3461.399658 Iteration 125Q: 3 clusters Score -4147252 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 36038 members Entering Unmasked Estep Score: -4147246.500000 Penalty: 3461.399658 Iteration 126Q: 3 clusters Score -4147246 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 36058 members Entering Unmasked Estep Score: -4147248.000000 Penalty: 3461.399658 Iteration 127Q: 3 clusters Score -4147248 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 36072 members Entering Unmasked Estep Score: -4147255.000000 Penalty: 3461.399658 Iteration 128Q: 3 clusters Score -4147255 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 36086 members Entering Unmasked Estep Score: -4147249.750000 Penalty: 3461.399658 Iteration 129Q: 3 clusters Score -4147250 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 36096 members Entering Unmasked Estep Score: -4147256.500000 Penalty: 3461.399658 Iteration 130Q: 3 clusters Score -4147256 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 36108 members Entering Unmasked Estep Score: -4147260.500000 Penalty: 3461.399658 Iteration 131Q: 3 clusters Score -4147260 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 36115 members Entering Unmasked Estep Score: -4147261.000000 Penalty: 3461.399658 Iteration 132Q: 3 clusters Score -4147261 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 36124 members Entering Unmasked Estep Score: -4147259.250000 Penalty: 3461.399658 Iteration 133Q: 3 clusters Score -4147259 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 36129 members Entering Unmasked Estep Score: -4147258.500000 Penalty: 3461.399658 Iteration 134Q: 3 clusters Score -4147258 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 36139 members Entering Unmasked Estep Score: -4147255.250000 Penalty: 3461.399658 Iteration 135Q: 3 clusters Score -4147255 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 36149 members Entering Unmasked Estep Score: -4147250.750000 Penalty: 3461.399658 Iteration 136Q: 3 clusters Score -4147251 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 36157 members Entering Unmasked Estep Score: -4147249.250000 Penalty: 3461.399658 Iteration 137Q: 3 clusters Score -4147249 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 36165 members Entering Unmasked Estep Score: -4147253.250000 Penalty: 3461.399658 Iteration 138Q: 3 clusters Score -4147253 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 36175 members Entering Unmasked Estep Score: -4147254.000000 Penalty: 3461.399658 Iteration 139Q: 3 clusters Score -4147254 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 36190 members Entering Unmasked Estep Score: -4147255.750000 Penalty: 3461.399658 Iteration 140F: 3 clusters Score -4147256 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 36198 members Entering Unmasked Estep Score: -4147256.500000 Penalty: 3461.399658 Iteration 141Q: 3 clusters Score -4147256 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 36207 members Entering Unmasked Estep Score: -4147249.500000 Penalty: 3461.399658 Iteration 142Q: 3 clusters Score -4147250 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 36218 members Entering Unmasked Estep Score: -4147253.000000 Penalty: 3461.399658 Iteration 143Q: 3 clusters Score -4147253 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 36228 members Entering Unmasked Estep Score: -4147251.500000 Penalty: 3461.399658 Iteration 144Q: 3 clusters Score -4147252 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 36238 members Entering Unmasked Estep Score: -4147254.500000 Penalty: 3461.399658 Iteration 145Q: 3 clusters Score -4147254 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 36250 members Entering Unmasked Estep Score: -4147248.750000 Penalty: 3461.399658 Iteration 146Q: 3 clusters Score -4147249 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 36261 members Entering Unmasked Estep Score: -4147249.000000 Penalty: 3461.399658 Iteration 147Q: 3 clusters Score -4147249 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 36269 members Entering Unmasked Estep Score: -4147256.000000 Penalty: 3461.399658 Iteration 148Q: 3 clusters Score -4147256 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 36274 members Entering Unmasked Estep Score: -4147260.500000 Penalty: 3461.399658 Iteration 149Q: 3 clusters Score -4147260 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 36279 members Entering Unmasked Estep Score: -4147258.500000 Penalty: 3461.399658 Iteration 150Q: 3 clusters Score -4147258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 36283 members Entering Unmasked Estep Score: -4147256.750000 Penalty: 3461.399658 Iteration 151Q: 3 clusters Score -4147257 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 36286 members Entering Unmasked Estep Score: -4147255.500000 Penalty: 3461.399658 Iteration 152Q: 3 clusters Score -4147256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 36289 members Entering Unmasked Estep Score: -4147255.250000 Penalty: 3461.399658 Iteration 153Q: 3 clusters Score -4147255 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 36291 members Entering Unmasked Estep Score: -4147256.500000 Penalty: 3461.399658 Iteration 154Q: 3 clusters Score -4147256 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 36291 members Entering Unmasked Estep Score: -4147256.500000 Penalty: 3461.399658 Iteration 155F: 3 clusters Score -4147256 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 15158 members Mstep: Class 3 contains 2318 members Mstep: Class 4 contains 2104 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14647 members Mstep: Class 7 contains 4309 members Mstep: Class 8 contains 70476 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 3500 members Mstep: Class 11 contains 4714 members Mstep: Class 12 contains 2477 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1295 members Mstep: Class 15 contains 12738 members Mstep: Class 16 contains 152 members Mstep: Class 17 contains 835 members Mstep: Class 18 contains 5921 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4822 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 736 members Mstep: Class 24 contains 2597 members Mstep: Class 25 contains 3629 members Mstep: Class 26 contains 2183 members Mstep: Class 27 contains 728 members Mstep: Class 28 contains 276 members Mstep: Class 29 contains 387 members Mstep: Class 30 contains 36291 members Entering Unmasked Estep Score: -22255624.000000 Penalty: 60212.980469 Splitting cluster 18 changes total score from -22252460.000000 to -22255624.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 19 (515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Entering Unmasked Estep Score: -51058.078125 Penalty: 1014.677124 Iteration 0F: 2 clusters Score -51058.08 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 259 members Entering Unmasked Estep Score: -49951.980469 Penalty: 2029.354248 Iteration 0F: 3 clusters Score -49951.98 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -50110.484375 Penalty: 2029.354248 Iteration 1F: 3 clusters Score -50110.48 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -50158.062500 Penalty: 2029.354248 Iteration 2Q: 3 clusters Score -50158.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -50186.375000 Penalty: 2029.354248 Iteration 3Q: 3 clusters Score -50186.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -50201.351562 Penalty: 2029.354248 Iteration 4Q: 3 clusters Score -50201.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -50206.757812 Penalty: 2029.354248 Iteration 5Q: 3 clusters Score -50206.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -50208.960938 Penalty: 2029.354248 Iteration 6Q: 3 clusters Score -50208.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -50221.347656 Penalty: 2029.354248 Iteration 7Q: 3 clusters Score -50221.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -50236.941406 Penalty: 2029.354248 Iteration 8Q: 3 clusters Score -50236.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -50244.644531 Penalty: 2029.354248 Iteration 9Q: 3 clusters Score -50244.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -50251.128906 Penalty: 2029.354248 Iteration 10Q: 3 clusters Score -50251.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -50254.179688 Penalty: 2029.354248 Iteration 11Q: 3 clusters Score -50254.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -50255.910156 Penalty: 2029.354248 Iteration 12Q: 3 clusters Score -50255.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -50259.714844 Penalty: 2029.354248 Iteration 13Q: 3 clusters Score -50259.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -50271.500000 Penalty: 2029.354248 Iteration 14Q: 3 clusters Score -50271.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -50273.132812 Penalty: 2029.354248 Iteration 15Q: 3 clusters Score -50273.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -50274.714844 Penalty: 2029.354248 Iteration 16Q: 3 clusters Score -50274.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -50280.980469 Penalty: 2029.354248 Iteration 17Q: 3 clusters Score -50280.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -50288.441406 Penalty: 2029.354248 Iteration 18Q: 3 clusters Score -50288.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -50296.570312 Penalty: 2029.354248 Iteration 19Q: 3 clusters Score -50296.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -50304.335938 Penalty: 2029.354248 Iteration 20F: 3 clusters Score -50304.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -50310.101562 Penalty: 2029.354248 Iteration 21Q: 3 clusters Score -50310.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -50319.773438 Penalty: 2029.354248 Iteration 22Q: 3 clusters Score -50319.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -50348.734375 Penalty: 2029.354248 Iteration 23Q: 3 clusters Score -50348.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -50373.125000 Penalty: 2029.354248 Iteration 24Q: 3 clusters Score -50373.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -50393.562500 Penalty: 2029.354248 Iteration 25Q: 3 clusters Score -50393.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -50403.316406 Penalty: 2029.354248 Iteration 26Q: 3 clusters Score -50403.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -50405.277344 Penalty: 2029.354248 Iteration 27Q: 3 clusters Score -50405.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -50405.277344 Penalty: 2029.354248 Iteration 28F: 3 clusters Score -50405.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (14939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14939 members Entering Unmasked Estep Score: -1524327.250000 Penalty: 1561.906250 Iteration 0F: 2 clusters Score -1524327 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -1513914.500000 Penalty: 3123.812500 Iteration 0F: 3 clusters Score -1513914 nChanged 6668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -1517540.500000 Penalty: 3123.812500 Iteration 1F: 3 clusters Score -1517540 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -1517828.625000 Penalty: 3123.812500 Iteration 2F: 3 clusters Score -1517829 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -1518093.875000 Penalty: 3123.812500 Iteration 3Q: 3 clusters Score -1518094 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8365 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -1518373.875000 Penalty: 3123.812500 Iteration 4Q: 3 clusters Score -1518374 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8701 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -1518725.000000 Penalty: 3123.812500 Iteration 5Q: 3 clusters Score -1518725 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -1519138.625000 Penalty: 3123.812500 Iteration 6F: 3 clusters Score -1519139 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -1519660.250000 Penalty: 3123.812500 Iteration 7F: 3 clusters Score -1519660 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10459 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1520300.625000 Penalty: 3123.812500 Iteration 8F: 3 clusters Score -1520301 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11220 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1520962.875000 Penalty: 3123.812500 Iteration 9F: 3 clusters Score -1520963 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -1521509.500000 Penalty: 3123.812500 Iteration 10F: 3 clusters Score -1521510 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12447 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -1521979.375000 Penalty: 3123.812500 Iteration 11Q: 3 clusters Score -1521979 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12860 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -1522291.375000 Penalty: 3123.812500 Iteration 12Q: 3 clusters Score -1522291 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13183 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -1522506.625000 Penalty: 3123.812500 Iteration 13Q: 3 clusters Score -1522507 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13443 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1522687.250000 Penalty: 3123.812500 Iteration 14Q: 3 clusters Score -1522687 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13632 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1522798.000000 Penalty: 3123.812500 Iteration 15Q: 3 clusters Score -1522798 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1522877.500000 Penalty: 3123.812500 Iteration 16Q: 3 clusters Score -1522878 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13868 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1522949.375000 Penalty: 3123.812500 Iteration 17Q: 3 clusters Score -1522949 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13951 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1523001.000000 Penalty: 3123.812500 Iteration 18Q: 3 clusters Score -1523001 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14014 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1523037.875000 Penalty: 3123.812500 Iteration 19Q: 3 clusters Score -1523038 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14052 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1523059.125000 Penalty: 3123.812500 Iteration 20F: 3 clusters Score -1523059 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14089 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1523071.375000 Penalty: 3123.812500 Iteration 21Q: 3 clusters Score -1523071 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14119 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1523087.500000 Penalty: 3123.812500 Iteration 22Q: 3 clusters Score -1523088 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14143 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1523095.500000 Penalty: 3123.812500 Iteration 23Q: 3 clusters Score -1523096 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14163 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1523101.250000 Penalty: 3123.812500 Iteration 24Q: 3 clusters Score -1523101 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14171 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -1523103.000000 Penalty: 3123.812500 Iteration 25Q: 3 clusters Score -1523103 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14175 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -1523106.875000 Penalty: 3123.812500 Iteration 26Q: 3 clusters Score -1523107 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14179 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1523110.000000 Penalty: 3123.812500 Iteration 27Q: 3 clusters Score -1523110 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14186 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1523111.000000 Penalty: 3123.812500 Iteration 28Q: 3 clusters Score -1523111 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14187 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1523111.625000 Penalty: 3123.812500 Iteration 29Q: 3 clusters Score -1523112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14189 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1523111.000000 Penalty: 3123.812500 Iteration 30Q: 3 clusters Score -1523111 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14189 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1523111.000000 Penalty: 3123.812500 Iteration 31F: 3 clusters Score -1523111 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Entering Unmasked Estep Score: -472236.468750 Penalty: 1378.153320 Iteration 0F: 2 clusters Score -472236.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -468388.562500 Penalty: 2756.306641 Iteration 0F: 3 clusters Score -468388.6 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -469665.500000 Penalty: 2756.306641 Iteration 1F: 3 clusters Score -469665.5 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -469940.500000 Penalty: 2756.306641 Iteration 2F: 3 clusters Score -469940.5 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -470098.875000 Penalty: 2756.306641 Iteration 3F: 3 clusters Score -470098.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -470220.000000 Penalty: 2756.306641 Iteration 4Q: 3 clusters Score -470220 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -470331.218750 Penalty: 2756.306641 Iteration 5Q: 3 clusters Score -470331.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -470442.250000 Penalty: 2756.306641 Iteration 6Q: 3 clusters Score -470442.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -470534.281250 Penalty: 2756.306641 Iteration 7Q: 3 clusters Score -470534.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -470588.218750 Penalty: 2756.306641 Iteration 8Q: 3 clusters Score -470588.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -470636.531250 Penalty: 2756.306641 Iteration 9Q: 3 clusters Score -470636.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -470680.968750 Penalty: 2756.306641 Iteration 10Q: 3 clusters Score -470681 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -470730.437500 Penalty: 2756.306641 Iteration 11Q: 3 clusters Score -470730.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -470777.593750 Penalty: 2756.306641 Iteration 12Q: 3 clusters Score -470777.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -470823.781250 Penalty: 2756.306641 Iteration 13Q: 3 clusters Score -470823.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -470870.875000 Penalty: 2756.306641 Iteration 14Q: 3 clusters Score -470870.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -470907.500000 Penalty: 2756.306641 Iteration 15Q: 3 clusters Score -470907.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -470939.687500 Penalty: 2756.306641 Iteration 16Q: 3 clusters Score -470939.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -470962.500000 Penalty: 2756.306641 Iteration 17Q: 3 clusters Score -470962.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -470976.406250 Penalty: 2756.306641 Iteration 18Q: 3 clusters Score -470976.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -470985.531250 Penalty: 2756.306641 Iteration 19Q: 3 clusters Score -470985.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -470994.937500 Penalty: 2756.306641 Iteration 20F: 3 clusters Score -470994.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -471008.031250 Penalty: 2756.306641 Iteration 21Q: 3 clusters Score -471008 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -471018.968750 Penalty: 2756.306641 Iteration 22Q: 3 clusters Score -471019 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -471024.593750 Penalty: 2756.306641 Iteration 23Q: 3 clusters Score -471024.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -471029.968750 Penalty: 2756.306641 Iteration 24Q: 3 clusters Score -471030 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -471032.281250 Penalty: 2756.306641 Iteration 25Q: 3 clusters Score -471032.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -471034.437500 Penalty: 2756.306641 Iteration 26Q: 3 clusters Score -471034.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -471037.312500 Penalty: 2756.306641 Iteration 27Q: 3 clusters Score -471037.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -471038.718750 Penalty: 2756.306641 Iteration 28Q: 3 clusters Score -471038.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -471042.968750 Penalty: 2756.306641 Iteration 29Q: 3 clusters Score -471043 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -471043.062500 Penalty: 2756.306641 Iteration 30Q: 3 clusters Score -471043.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -471043.750000 Penalty: 2756.306641 Iteration 31Q: 3 clusters Score -471043.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -471044.875000 Penalty: 2756.306641 Iteration 32Q: 3 clusters Score -471044.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -471048.781250 Penalty: 2756.306641 Iteration 33Q: 3 clusters Score -471048.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -471052.843750 Penalty: 2756.306641 Iteration 34Q: 3 clusters Score -471052.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -471063.156250 Penalty: 2756.306641 Iteration 35Q: 3 clusters Score -471063.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -471071.187500 Penalty: 2756.306641 Iteration 36Q: 3 clusters Score -471071.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -471074.562500 Penalty: 2756.306641 Iteration 37Q: 3 clusters Score -471074.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -471075.625000 Penalty: 2756.306641 Iteration 38Q: 3 clusters Score -471075.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -471076.375000 Penalty: 2756.306641 Iteration 39Q: 3 clusters Score -471076.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -471076.375000 Penalty: 2756.306641 Iteration 40F: 3 clusters Score -471076.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Entering Unmasked Estep Score: -36210.792969 Penalty: 978.810242 Iteration 0F: 2 clusters Score -36210.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -35243.312500 Penalty: 1957.620483 Iteration 0F: 3 clusters Score -35243.31 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -35429.242188 Penalty: 1957.620483 Iteration 1F: 3 clusters Score -35429.24 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -35512.398438 Penalty: 1957.620483 Iteration 2F: 3 clusters Score -35512.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -35575.847656 Penalty: 1957.620483 Iteration 3F: 3 clusters Score -35575.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -35661.246094 Penalty: 1957.620483 Iteration 4F: 3 clusters Score -35661.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -35701.304688 Penalty: 1957.620483 Iteration 5Q: 3 clusters Score -35701.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -35738.375000 Penalty: 1957.620483 Iteration 6Q: 3 clusters Score -35738.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -35754.347656 Penalty: 1957.620483 Iteration 7Q: 3 clusters Score -35754.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -35772.300781 Penalty: 1957.620483 Iteration 8Q: 3 clusters Score -35772.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -35791.933594 Penalty: 1957.620483 Iteration 9Q: 3 clusters Score -35791.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -35803.121094 Penalty: 1957.620483 Iteration 10Q: 3 clusters Score -35803.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -35810.832031 Penalty: 1957.620483 Iteration 11Q: 3 clusters Score -35810.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -35835.210938 Penalty: 1957.620483 Iteration 12Q: 3 clusters Score -35835.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -35842.910156 Penalty: 1957.620483 Iteration 13Q: 3 clusters Score -35842.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -35846.265625 Penalty: 1957.620483 Iteration 14Q: 3 clusters Score -35846.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -35847.964844 Penalty: 1957.620483 Iteration 15Q: 3 clusters Score -35847.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -35849.453125 Penalty: 1957.620483 Iteration 16Q: 3 clusters Score -35849.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -35849.453125 Penalty: 1957.620483 Iteration 17F: 3 clusters Score -35849.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Entering Unmasked Estep Score: -65103.402344 Penalty: 1072.699951 Iteration 0F: 2 clusters Score -65103.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -64078.007812 Penalty: 2145.399902 Iteration 0F: 3 clusters Score -64078.01 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -64975.218750 Penalty: 2145.399902 Iteration 1F: 3 clusters Score -64975.22 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -65281.878906 Penalty: 2145.399902 Iteration 2F: 3 clusters Score -65281.88 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -65410.136719 Penalty: 2145.399902 Iteration 3F: 3 clusters Score -65410.14 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -65531.316406 Penalty: 2145.399902 Iteration 4Q: 3 clusters Score -65531.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -65560.101562 Penalty: 2145.399902 Iteration 5Q: 3 clusters Score -65560.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -65589.148438 Penalty: 2145.399902 Iteration 6Q: 3 clusters Score -65589.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -65619.015625 Penalty: 2145.399902 Iteration 7Q: 3 clusters Score -65619.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -65654.507812 Penalty: 2145.399902 Iteration 8Q: 3 clusters Score -65654.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -65670.867188 Penalty: 2145.399902 Iteration 9Q: 3 clusters Score -65670.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -65696.554688 Penalty: 2145.399902 Iteration 10Q: 3 clusters Score -65696.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -65710.898438 Penalty: 2145.399902 Iteration 11Q: 3 clusters Score -65710.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -65734.984375 Penalty: 2145.399902 Iteration 12Q: 3 clusters Score -65734.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -65745.476562 Penalty: 2145.399902 Iteration 13Q: 3 clusters Score -65745.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -65753.320312 Penalty: 2145.399902 Iteration 14Q: 3 clusters Score -65753.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -65756.492188 Penalty: 2145.399902 Iteration 15Q: 3 clusters Score -65756.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -65775.085938 Penalty: 2145.399902 Iteration 16F: 3 clusters Score -65775.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -65811.968750 Penalty: 2145.399902 Iteration 17Q: 3 clusters Score -65811.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -65829.164062 Penalty: 2145.399902 Iteration 18Q: 3 clusters Score -65829.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -65838.632812 Penalty: 2145.399902 Iteration 19Q: 3 clusters Score -65838.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -65840.984375 Penalty: 2145.399902 Iteration 20F: 3 clusters Score -65840.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 15158 members Mstep: Class 3 contains 2318 members Mstep: Class 4 contains 2104 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14647 members Mstep: Class 7 contains 4309 members Mstep: Class 8 contains 70476 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 3500 members Mstep: Class 11 contains 4714 members Mstep: Class 12 contains 2477 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1295 members Mstep: Class 15 contains 12738 members Mstep: Class 16 contains 152 members Mstep: Class 17 contains 835 members Mstep: Class 18 contains 5921 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4822 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 184 members Mstep: Class 24 contains 2597 members Mstep: Class 25 contains 3629 members Mstep: Class 26 contains 2183 members Mstep: Class 27 contains 728 members Mstep: Class 28 contains 276 members Mstep: Class 29 contains 387 members Mstep: Class 30 contains 36291 members Mstep: Class 31 contains 552 members Entering Unmasked Estep Score: -22255424.000000 Penalty: 62220.078125 Splitting cluster 23 changes total score from -22252460.000000 to -22255424.000000 So it's getting split into cluster 31. Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 15158 members Mstep: Class 3 contains 2318 members Mstep: Class 4 contains 2104 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 14647 members Mstep: Class 7 contains 4309 members Mstep: Class 8 contains 70476 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 3500 members Mstep: Class 11 contains 4714 members Mstep: Class 12 contains 2477 members Mstep: Class 13 contains 12559 members Mstep: Class 14 contains 1295 members Mstep: Class 15 contains 12738 members Mstep: Class 16 contains 152 members Mstep: Class 17 contains 835 members Mstep: Class 18 contains 5921 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 14939 members Mstep: Class 21 contains 4822 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -22256724.000000 Penalty: 62220.078125 Iteration 79Q: 32 clusters Score -2.225672e+07 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 15234 members Mstep: Class 3 contains 2686 members Mstep: Class 4 contains 2116 members Mstep: Class 5 contains 5315 members Mstep: Class 6 contains 14643 members Mstep: Class 7 contains 4496 members Mstep: Class 8 contains 70438 members Mstep: Class 9 contains 3087 members Mstep: Class 10 contains 3496 members Mstep: Class 11 contains 4705 members Mstep: Class 12 contains 2489 members Mstep: Class 13 contains 12529 members Mstep: Class 14 contains 1294 members Mstep: Class 15 contains 12718 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 888 members Mstep: Class 18 contains 5975 members Mstep: Class 19 contains 518 members Mstep: Class 20 contains 14984 members Mstep: Class 21 contains 4876 members Mstep: Class 22 contains 423 members Mstep: Class 23 contains 165 members Mstep: Class 24 contains 2474 members Mstep: Class 25 contains 3504 members Mstep: Class 26 contains 2058 members Mstep: Class 27 contains 718 members Mstep: Class 28 contains 287 members Mstep: Class 29 contains 365 members Mstep: Class 30 contains 35876 members Mstep: Class 31 contains 556 members Entering Unmasked Estep ConsiderDeletion Score: -22258396.000000 Penalty: 62220.078125 Iteration 80F: 32 clusters Score -2.22584e+07 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 15232 members Mstep: Class 3 contains 2911 members Mstep: Class 4 contains 2108 members Mstep: Class 5 contains 5311 members Mstep: Class 6 contains 14629 members Mstep: Class 7 contains 4629 members Mstep: Class 8 contains 70107 members Mstep: Class 9 contains 3043 members Mstep: Class 10 contains 3489 members Mstep: Class 11 contains 4673 members Mstep: Class 12 contains 2485 members Mstep: Class 13 contains 12473 members Mstep: Class 14 contains 1294 members Mstep: Class 15 contains 12722 members Mstep: Class 16 contains 165 members Mstep: Class 17 contains 873 members Mstep: Class 18 contains 5963 members Mstep: Class 19 contains 501 members Mstep: Class 20 contains 14919 members Mstep: Class 21 contains 4876 members Mstep: Class 22 contains 396 members Mstep: Class 23 contains 160 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 3736 members Mstep: Class 26 contains 2130 members Mstep: Class 27 contains 739 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 387 members Mstep: Class 30 contains 35649 members Mstep: Class 31 contains 638 members Entering Unmasked Estep ConsiderDeletion Score: -22259422.000000 Penalty: 62220.078125 Iteration 81Q: 32 clusters Score -2.225942e+07 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 15243 members Mstep: Class 3 contains 3109 members Mstep: Class 4 contains 2117 members Mstep: Class 5 contains 5320 members Mstep: Class 6 contains 14619 members Mstep: Class 7 contains 4732 members Mstep: Class 8 contains 69821 members Mstep: Class 9 contains 3018 members Mstep: Class 10 contains 3484 members Mstep: Class 11 contains 4650 members Mstep: Class 12 contains 2484 members Mstep: Class 13 contains 12434 members Mstep: Class 14 contains 1292 members Mstep: Class 15 contains 12730 members Mstep: Class 16 contains 167 members Mstep: Class 17 contains 868 members Mstep: Class 18 contains 5955 members Mstep: Class 19 contains 491 members Mstep: Class 20 contains 14895 members Mstep: Class 21 contains 4893 members Mstep: Class 22 contains 388 members Mstep: Class 23 contains 156 members Mstep: Class 24 contains 2551 members Mstep: Class 25 contains 3879 members Mstep: Class 26 contains 2153 members Mstep: Class 27 contains 746 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 403 members Mstep: Class 30 contains 35464 members Mstep: Class 31 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -22259870.000000 Penalty: 62220.078125 Iteration 82Q: 32 clusters Score -2.225987e+07 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 15252 members Mstep: Class 3 contains 3277 members Mstep: Class 4 contains 2124 members Mstep: Class 5 contains 5335 members Mstep: Class 6 contains 14619 members Mstep: Class 7 contains 4802 members Mstep: Class 8 contains 69581 members Mstep: Class 9 contains 3001 members Mstep: Class 10 contains 3481 members Mstep: Class 11 contains 4631 members Mstep: Class 12 contains 2484 members Mstep: Class 13 contains 12414 members Mstep: Class 14 contains 1287 members Mstep: Class 15 contains 12743 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 872 members Mstep: Class 18 contains 5934 members Mstep: Class 19 contains 481 members Mstep: Class 20 contains 14879 members Mstep: Class 21 contains 4915 members Mstep: Class 22 contains 385 members Mstep: Class 23 contains 157 members Mstep: Class 24 contains 2583 members Mstep: Class 25 contains 3983 members Mstep: Class 26 contains 2162 members Mstep: Class 27 contains 748 members Mstep: Class 28 contains 441 members Mstep: Class 29 contains 418 members Mstep: Class 30 contains 35318 members Mstep: Class 31 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -22259958.000000 Penalty: 62220.078125 Iteration 83Q: 32 clusters Score -2.225996e+07 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 15249 members Mstep: Class 3 contains 3401 members Mstep: Class 4 contains 2132 members Mstep: Class 5 contains 5345 members Mstep: Class 6 contains 14616 members Mstep: Class 7 contains 4880 members Mstep: Class 8 contains 69387 members Mstep: Class 9 contains 2991 members Mstep: Class 10 contains 3480 members Mstep: Class 11 contains 4611 members Mstep: Class 12 contains 2483 members Mstep: Class 13 contains 12389 members Mstep: Class 14 contains 1281 members Mstep: Class 15 contains 12759 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 884 members Mstep: Class 18 contains 5905 members Mstep: Class 19 contains 470 members Mstep: Class 20 contains 14867 members Mstep: Class 21 contains 4935 members Mstep: Class 22 contains 382 members Mstep: Class 23 contains 157 members Mstep: Class 24 contains 2609 members Mstep: Class 25 contains 4055 members Mstep: Class 26 contains 2169 members Mstep: Class 27 contains 748 members Mstep: Class 28 contains 468 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 35215 members Mstep: Class 31 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -22260192.000000 Penalty: 62220.078125 Iteration 84Q: 32 clusters Score -2.226019e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 15250 members Mstep: Class 3 contains 3493 members Mstep: Class 4 contains 2135 members Mstep: Class 5 contains 5358 members Mstep: Class 6 contains 14610 members Mstep: Class 7 contains 4925 members Mstep: Class 8 contains 69233 members Mstep: Class 9 contains 2991 members Mstep: Class 10 contains 3480 members Mstep: Class 11 contains 4594 members Mstep: Class 12 contains 2485 members Mstep: Class 13 contains 12378 members Mstep: Class 14 contains 1278 members Mstep: Class 15 contains 12773 members Mstep: Class 16 contains 175 members Mstep: Class 17 contains 889 members Mstep: Class 18 contains 5853 members Mstep: Class 19 contains 460 members Mstep: Class 20 contains 14859 members Mstep: Class 21 contains 4950 members Mstep: Class 22 contains 376 members Mstep: Class 23 contains 158 members Mstep: Class 24 contains 2630 members Mstep: Class 25 contains 4111 members Mstep: Class 26 contains 2177 members Mstep: Class 27 contains 749 members Mstep: Class 28 contains 490 members Mstep: Class 29 contains 437 members Mstep: Class 30 contains 35162 members Mstep: Class 31 contains 724 members Entering Unmasked Estep ConsiderDeletion Score: -22260396.000000 Penalty: 62220.078125 Iteration 85Q: 32 clusters Score -2.22604e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 15253 members Mstep: Class 3 contains 3571 members Mstep: Class 4 contains 2138 members Mstep: Class 5 contains 5367 members Mstep: Class 6 contains 14600 members Mstep: Class 7 contains 4960 members Mstep: Class 8 contains 69100 members Mstep: Class 9 contains 2990 members Mstep: Class 10 contains 3480 members Mstep: Class 11 contains 4577 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12375 members Mstep: Class 14 contains 1277 members Mstep: Class 15 contains 12791 members Mstep: Class 16 contains 177 members Mstep: Class 17 contains 891 members Mstep: Class 18 contains 5808 members Mstep: Class 19 contains 447 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 4967 members Mstep: Class 22 contains 375 members Mstep: Class 23 contains 158 members Mstep: Class 24 contains 2651 members Mstep: Class 25 contains 4167 members Mstep: Class 26 contains 2176 members Mstep: Class 27 contains 750 members Mstep: Class 28 contains 505 members Mstep: Class 29 contains 444 members Mstep: Class 30 contains 35121 members Mstep: Class 31 contains 740 members Entering Unmasked Estep ConsiderDeletion Score: -22260580.000000 Penalty: 62220.078125 Iteration 86Q: 32 clusters Score -2.226058e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 15263 members Mstep: Class 3 contains 3631 members Mstep: Class 4 contains 2142 members Mstep: Class 5 contains 5373 members Mstep: Class 6 contains 14597 members Mstep: Class 7 contains 4986 members Mstep: Class 8 contains 68994 members Mstep: Class 9 contains 2989 members Mstep: Class 10 contains 3479 members Mstep: Class 11 contains 4567 members Mstep: Class 12 contains 2488 members Mstep: Class 13 contains 12373 members Mstep: Class 14 contains 1275 members Mstep: Class 15 contains 12797 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 904 members Mstep: Class 18 contains 5767 members Mstep: Class 19 contains 437 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 4983 members Mstep: Class 22 contains 371 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2661 members Mstep: Class 25 contains 4200 members Mstep: Class 26 contains 2181 members Mstep: Class 27 contains 751 members Mstep: Class 28 contains 516 members Mstep: Class 29 contains 448 members Mstep: Class 30 contains 35093 members Mstep: Class 31 contains 746 members Entering Unmasked Estep ConsiderDeletion Score: -22260742.000000 Penalty: 62220.078125 Iteration 87Q: 32 clusters Score -2.226074e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 15269 members Mstep: Class 3 contains 3678 members Mstep: Class 4 contains 2145 members Mstep: Class 5 contains 5382 members Mstep: Class 6 contains 14594 members Mstep: Class 7 contains 5014 members Mstep: Class 8 contains 68904 members Mstep: Class 9 contains 2987 members Mstep: Class 10 contains 3478 members Mstep: Class 11 contains 4556 members Mstep: Class 12 contains 2487 members Mstep: Class 13 contains 12372 members Mstep: Class 14 contains 1272 members Mstep: Class 15 contains 12804 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 914 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 429 members Mstep: Class 20 contains 14854 members Mstep: Class 21 contains 5001 members Mstep: Class 22 contains 371 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2669 members Mstep: Class 25 contains 4227 members Mstep: Class 26 contains 2179 members Mstep: Class 27 contains 754 members Mstep: Class 28 contains 530 members Mstep: Class 29 contains 451 members Mstep: Class 30 contains 35079 members Mstep: Class 31 contains 751 members Entering Unmasked Estep ConsiderDeletion Score: -22260744.000000 Penalty: 62220.078125 Iteration 88Q: 32 clusters Score -2.226074e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 15278 members Mstep: Class 3 contains 3712 members Mstep: Class 4 contains 2148 members Mstep: Class 5 contains 5388 members Mstep: Class 6 contains 14594 members Mstep: Class 7 contains 5037 members Mstep: Class 8 contains 68829 members Mstep: Class 9 contains 2989 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4547 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12372 members Mstep: Class 14 contains 1271 members Mstep: Class 15 contains 12806 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 925 members Mstep: Class 18 contains 5688 members Mstep: Class 19 contains 422 members Mstep: Class 20 contains 14852 members Mstep: Class 21 contains 5017 members Mstep: Class 22 contains 371 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2678 members Mstep: Class 25 contains 4242 members Mstep: Class 26 contains 2177 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 537 members Mstep: Class 29 contains 452 members Mstep: Class 30 contains 35074 members Mstep: Class 31 contains 756 members Entering Unmasked Estep ConsiderDeletion Score: -22260794.000000 Penalty: 62220.078125 Iteration 89Q: 32 clusters Score -2.226079e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 15295 members Mstep: Class 3 contains 3742 members Mstep: Class 4 contains 2150 members Mstep: Class 5 contains 5397 members Mstep: Class 6 contains 14588 members Mstep: Class 7 contains 5066 members Mstep: Class 8 contains 68763 members Mstep: Class 9 contains 2988 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4540 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12369 members Mstep: Class 14 contains 1266 members Mstep: Class 15 contains 12809 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 930 members Mstep: Class 18 contains 5655 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5027 members Mstep: Class 22 contains 370 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2681 members Mstep: Class 25 contains 4254 members Mstep: Class 26 contains 2178 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 541 members Mstep: Class 29 contains 455 members Mstep: Class 30 contains 35073 members Mstep: Class 31 contains 756 members Entering Unmasked Estep ConsiderDeletion Score: -22260874.000000 Penalty: 62220.078125 Iteration 90Q: 32 clusters Score -2.226087e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 15308 members Mstep: Class 3 contains 3760 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 5399 members Mstep: Class 6 contains 14587 members Mstep: Class 7 contains 5087 members Mstep: Class 8 contains 68717 members Mstep: Class 9 contains 2989 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4535 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12367 members Mstep: Class 14 contains 1263 members Mstep: Class 15 contains 12809 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 935 members Mstep: Class 18 contains 5635 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5036 members Mstep: Class 22 contains 370 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2688 members Mstep: Class 25 contains 4261 members Mstep: Class 26 contains 2178 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 544 members Mstep: Class 29 contains 456 members Mstep: Class 30 contains 35070 members Mstep: Class 31 contains 758 members Entering Unmasked Estep ConsiderDeletion Score: -22260886.000000 Penalty: 62220.078125 Iteration 91Q: 32 clusters Score -2.226089e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 15320 members Mstep: Class 3 contains 3779 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 5400 members Mstep: Class 6 contains 14587 members Mstep: Class 7 contains 5106 members Mstep: Class 8 contains 68671 members Mstep: Class 9 contains 2988 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4533 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12365 members Mstep: Class 14 contains 1257 members Mstep: Class 15 contains 12814 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 939 members Mstep: Class 18 contains 5621 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14852 members Mstep: Class 21 contains 5049 members Mstep: Class 22 contains 371 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2695 members Mstep: Class 25 contains 4267 members Mstep: Class 26 contains 2177 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 547 members Mstep: Class 29 contains 457 members Mstep: Class 30 contains 35062 members Mstep: Class 31 contains 758 members Entering Unmasked Estep ConsiderDeletion Score: -22260910.000000 Penalty: 62220.078125 Iteration 92Q: 32 clusters Score -2.226091e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 15321 members Mstep: Class 3 contains 3793 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 5403 members Mstep: Class 6 contains 14587 members Mstep: Class 7 contains 5119 members Mstep: Class 8 contains 68626 members Mstep: Class 9 contains 2988 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4529 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12367 members Mstep: Class 14 contains 1257 members Mstep: Class 15 contains 12821 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 940 members Mstep: Class 18 contains 5612 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14852 members Mstep: Class 21 contains 5059 members Mstep: Class 22 contains 370 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2702 members Mstep: Class 25 contains 4276 members Mstep: Class 26 contains 2174 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 552 members Mstep: Class 29 contains 458 members Mstep: Class 30 contains 35058 members Mstep: Class 31 contains 758 members Entering Unmasked Estep ConsiderDeletion Score: -22260930.000000 Penalty: 62220.078125 Iteration 93Q: 32 clusters Score -2.226093e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 15322 members Mstep: Class 3 contains 3811 members Mstep: Class 4 contains 2152 members Mstep: Class 5 contains 5406 members Mstep: Class 6 contains 14588 members Mstep: Class 7 contains 5135 members Mstep: Class 8 contains 68586 members Mstep: Class 9 contains 2988 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4526 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12366 members Mstep: Class 14 contains 1254 members Mstep: Class 15 contains 12829 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 941 members Mstep: Class 18 contains 5598 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5065 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2712 members Mstep: Class 25 contains 4282 members Mstep: Class 26 contains 2172 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 557 members Mstep: Class 29 contains 459 members Mstep: Class 30 contains 35055 members Mstep: Class 31 contains 758 members Entering Unmasked Estep ConsiderDeletion Score: -22260864.000000 Penalty: 62220.078125 Iteration 94Q: 32 clusters Score -2.226086e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 15328 members Mstep: Class 3 contains 3823 members Mstep: Class 4 contains 2154 members Mstep: Class 5 contains 5408 members Mstep: Class 6 contains 14591 members Mstep: Class 7 contains 5145 members Mstep: Class 8 contains 68548 members Mstep: Class 9 contains 2988 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4521 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12365 members Mstep: Class 14 contains 1249 members Mstep: Class 15 contains 12841 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5583 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5066 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2723 members Mstep: Class 25 contains 4291 members Mstep: Class 26 contains 2171 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 559 members Mstep: Class 29 contains 460 members Mstep: Class 30 contains 35058 members Mstep: Class 31 contains 759 members Entering Unmasked Estep ConsiderDeletion Score: -22260884.000000 Penalty: 62220.078125 Iteration 95Q: 32 clusters Score -2.226088e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 15339 members Mstep: Class 3 contains 3835 members Mstep: Class 4 contains 2155 members Mstep: Class 5 contains 5412 members Mstep: Class 6 contains 14587 members Mstep: Class 7 contains 5153 members Mstep: Class 8 contains 68512 members Mstep: Class 9 contains 2990 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4520 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12364 members Mstep: Class 14 contains 1244 members Mstep: Class 15 contains 12851 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5568 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5067 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2730 members Mstep: Class 25 contains 4301 members Mstep: Class 26 contains 2170 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 561 members Mstep: Class 29 contains 462 members Mstep: Class 30 contains 35061 members Mstep: Class 31 contains 761 members Entering Unmasked Estep ConsiderDeletion Score: -22260910.000000 Penalty: 62220.078125 Iteration 96Q: 32 clusters Score -2.226091e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 15349 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 2157 members Mstep: Class 5 contains 5412 members Mstep: Class 6 contains 14586 members Mstep: Class 7 contains 5160 members Mstep: Class 8 contains 68489 members Mstep: Class 9 contains 2990 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4518 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12363 members Mstep: Class 14 contains 1240 members Mstep: Class 15 contains 12860 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5559 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5066 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2735 members Mstep: Class 25 contains 4308 members Mstep: Class 26 contains 2169 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 562 members Mstep: Class 29 contains 464 members Mstep: Class 30 contains 35060 members Mstep: Class 31 contains 762 members Entering Unmasked Estep ConsiderDeletion Score: -22260910.000000 Penalty: 62220.078125 Iteration 97Q: 32 clusters Score -2.226091e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 15351 members Mstep: Class 3 contains 3849 members Mstep: Class 4 contains 2158 members Mstep: Class 5 contains 5413 members Mstep: Class 6 contains 14583 members Mstep: Class 7 contains 5164 members Mstep: Class 8 contains 68470 members Mstep: Class 9 contains 2990 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4515 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12362 members Mstep: Class 14 contains 1239 members Mstep: Class 15 contains 12868 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5548 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5066 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2742 members Mstep: Class 25 contains 4314 members Mstep: Class 26 contains 2169 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 562 members Mstep: Class 29 contains 468 members Mstep: Class 30 contains 35065 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260944.000000 Penalty: 62220.078125 Iteration 98Q: 32 clusters Score -2.226094e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 15351 members Mstep: Class 3 contains 3852 members Mstep: Class 4 contains 2159 members Mstep: Class 5 contains 5413 members Mstep: Class 6 contains 14582 members Mstep: Class 7 contains 5165 members Mstep: Class 8 contains 68452 members Mstep: Class 9 contains 2990 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4514 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12362 members Mstep: Class 14 contains 1239 members Mstep: Class 15 contains 12875 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5543 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5071 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2746 members Mstep: Class 25 contains 4317 members Mstep: Class 26 contains 2169 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 562 members Mstep: Class 29 contains 470 members Mstep: Class 30 contains 35067 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260934.000000 Penalty: 62220.078125 Iteration 99Q: 32 clusters Score -2.226093e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 15350 members Mstep: Class 3 contains 3853 members Mstep: Class 4 contains 2159 members Mstep: Class 5 contains 5413 members Mstep: Class 6 contains 14579 members Mstep: Class 7 contains 5165 members Mstep: Class 8 contains 68444 members Mstep: Class 9 contains 2990 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4513 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12362 members Mstep: Class 14 contains 1239 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5539 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5075 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2748 members Mstep: Class 25 contains 4319 members Mstep: Class 26 contains 2169 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 562 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 35070 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260946.000000 Penalty: 62220.078125 Iteration 100F: 32 clusters Score -2.226095e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 15346 members Mstep: Class 3 contains 3854 members Mstep: Class 4 contains 2159 members Mstep: Class 5 contains 5413 members Mstep: Class 6 contains 14579 members Mstep: Class 7 contains 5165 members Mstep: Class 8 contains 68434 members Mstep: Class 9 contains 2990 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4514 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12362 members Mstep: Class 14 contains 1239 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5535 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5082 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2752 members Mstep: Class 25 contains 4320 members Mstep: Class 26 contains 2169 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 561 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 35072 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260958.000000 Penalty: 62220.078125 Iteration 101Q: 32 clusters Score -2.226096e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 15343 members Mstep: Class 3 contains 3861 members Mstep: Class 4 contains 2159 members Mstep: Class 5 contains 5413 members Mstep: Class 6 contains 14580 members Mstep: Class 7 contains 5166 members Mstep: Class 8 contains 68428 members Mstep: Class 9 contains 2990 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4513 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1239 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5535 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14849 members Mstep: Class 21 contains 5086 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2754 members Mstep: Class 25 contains 4322 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 565 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 35066 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260948.000000 Penalty: 62220.078125 Iteration 102Q: 32 clusters Score -2.226095e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 15342 members Mstep: Class 3 contains 3871 members Mstep: Class 4 contains 2159 members Mstep: Class 5 contains 5415 members Mstep: Class 6 contains 14580 members Mstep: Class 7 contains 5166 members Mstep: Class 8 contains 68417 members Mstep: Class 9 contains 2989 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4514 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1239 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5534 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14847 members Mstep: Class 21 contains 5088 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2758 members Mstep: Class 25 contains 4328 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 567 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35057 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260958.000000 Penalty: 62220.078125 Iteration 103Q: 32 clusters Score -2.226096e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 15341 members Mstep: Class 3 contains 3880 members Mstep: Class 4 contains 2159 members Mstep: Class 5 contains 5415 members Mstep: Class 6 contains 14584 members Mstep: Class 7 contains 5166 members Mstep: Class 8 contains 68408 members Mstep: Class 9 contains 2988 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 4513 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1239 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5533 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14845 members Mstep: Class 21 contains 5090 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2761 members Mstep: Class 25 contains 4332 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 569 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35049 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260944.000000 Penalty: 62220.078125 Iteration 104Q: 32 clusters Score -2.226094e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 15341 members Mstep: Class 3 contains 3888 members Mstep: Class 4 contains 2159 members Mstep: Class 5 contains 5413 members Mstep: Class 6 contains 14579 members Mstep: Class 7 contains 5166 members Mstep: Class 8 contains 68401 members Mstep: Class 9 contains 2990 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4513 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5532 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14843 members Mstep: Class 21 contains 5097 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2765 members Mstep: Class 25 contains 4339 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 571 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35041 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260924.000000 Penalty: 62220.078125 Iteration 105Q: 32 clusters Score -2.226092e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 15340 members Mstep: Class 3 contains 3892 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5412 members Mstep: Class 6 contains 14579 members Mstep: Class 7 contains 5166 members Mstep: Class 8 contains 68395 members Mstep: Class 9 contains 2989 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1236 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5528 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14840 members Mstep: Class 21 contains 5099 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2769 members Mstep: Class 25 contains 4346 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 571 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35041 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260930.000000 Penalty: 62220.078125 Iteration 106Q: 32 clusters Score -2.226093e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 15338 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5412 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5167 members Mstep: Class 8 contains 68382 members Mstep: Class 9 contains 2989 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1236 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5520 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14839 members Mstep: Class 21 contains 5099 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2774 members Mstep: Class 25 contains 4353 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 572 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35047 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260900.000000 Penalty: 62220.078125 Iteration 107Q: 32 clusters Score -2.22609e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 15338 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5413 members Mstep: Class 6 contains 14582 members Mstep: Class 7 contains 5167 members Mstep: Class 8 contains 68371 members Mstep: Class 9 contains 2989 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4526 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5517 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14837 members Mstep: Class 21 contains 5099 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2778 members Mstep: Class 25 contains 4354 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 573 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35050 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260898.000000 Penalty: 62220.078125 Iteration 108Q: 32 clusters Score -2.22609e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 15338 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5415 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5167 members Mstep: Class 8 contains 68367 members Mstep: Class 9 contains 2990 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4527 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5512 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14836 members Mstep: Class 21 contains 5100 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2781 members Mstep: Class 25 contains 4354 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 574 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35055 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260892.000000 Penalty: 62220.078125 Iteration 109Q: 32 clusters Score -2.226089e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 15339 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5416 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5167 members Mstep: Class 8 contains 68364 members Mstep: Class 9 contains 2992 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4528 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5510 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14833 members Mstep: Class 21 contains 5101 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2783 members Mstep: Class 25 contains 4355 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 574 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35057 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260886.000000 Penalty: 62220.078125 Iteration 110Q: 32 clusters Score -2.226089e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 15338 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5417 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5167 members Mstep: Class 8 contains 68364 members Mstep: Class 9 contains 2995 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4526 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5507 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14829 members Mstep: Class 21 contains 5102 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2785 members Mstep: Class 25 contains 4355 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35060 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260872.000000 Penalty: 62220.078125 Iteration 111Q: 32 clusters Score -2.226087e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 15338 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5167 members Mstep: Class 8 contains 68363 members Mstep: Class 9 contains 2995 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4522 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5505 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14831 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2788 members Mstep: Class 25 contains 4355 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35062 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260894.000000 Penalty: 62220.078125 Iteration 112Q: 32 clusters Score -2.226089e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 15334 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5167 members Mstep: Class 8 contains 68366 members Mstep: Class 9 contains 2997 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4517 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5502 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14830 members Mstep: Class 21 contains 5104 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2792 members Mstep: Class 25 contains 4355 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35065 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260902.000000 Penalty: 62220.078125 Iteration 113Q: 32 clusters Score -2.22609e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 15329 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5167 members Mstep: Class 8 contains 68368 members Mstep: Class 9 contains 2998 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4515 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5500 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14829 members Mstep: Class 21 contains 5104 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2798 members Mstep: Class 25 contains 4355 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35067 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260894.000000 Penalty: 62220.078125 Iteration 114Q: 32 clusters Score -2.226089e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 15322 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5167 members Mstep: Class 8 contains 68369 members Mstep: Class 9 contains 3000 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4515 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12878 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5496 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14826 members Mstep: Class 21 contains 5104 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2805 members Mstep: Class 25 contains 4355 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35071 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260922.000000 Penalty: 62220.078125 Iteration 115Q: 32 clusters Score -2.226092e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15316 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5167 members Mstep: Class 8 contains 68368 members Mstep: Class 9 contains 3000 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4517 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5490 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14825 members Mstep: Class 21 contains 5104 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2813 members Mstep: Class 25 contains 4354 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35077 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260916.000000 Penalty: 62220.078125 Iteration 116Q: 32 clusters Score -2.226092e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15309 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5168 members Mstep: Class 8 contains 68366 members Mstep: Class 9 contains 2999 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4518 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5481 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14825 members Mstep: Class 21 contains 5104 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2819 members Mstep: Class 25 contains 4356 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35086 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260936.000000 Penalty: 62220.078125 Iteration 117Q: 32 clusters Score -2.226094e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15302 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5169 members Mstep: Class 8 contains 68362 members Mstep: Class 9 contains 2999 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5474 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14824 members Mstep: Class 21 contains 5104 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2826 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35093 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22260926.000000 Penalty: 62220.078125 Iteration 118Q: 32 clusters Score -2.226093e+07 nChanged 16 Entering ConstructFrom: Score: -22260926.000000 Penalty: 62220.078125 Entering ConstructFrom: Trying to split cluster 1 (1945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Entering Unmasked Estep Score: -184502.296875 Penalty: 1230.615234 Iteration 0F: 2 clusters Score -184502.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -182463.312500 Penalty: 2461.230469 Iteration 0F: 3 clusters Score -182463.3 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -182892.218750 Penalty: 2461.230469 Iteration 1F: 3 clusters Score -182892.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -182999.578125 Penalty: 2461.230469 Iteration 2F: 3 clusters Score -182999.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -183057.515625 Penalty: 2461.230469 Iteration 3Q: 3 clusters Score -183057.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -183102.531250 Penalty: 2461.230469 Iteration 4Q: 3 clusters Score -183102.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -183143.031250 Penalty: 2461.230469 Iteration 5Q: 3 clusters Score -183143 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -183164.296875 Penalty: 2461.230469 Iteration 6Q: 3 clusters Score -183164.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -183179.031250 Penalty: 2461.230469 Iteration 7Q: 3 clusters Score -183179 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -183193.046875 Penalty: 2461.230469 Iteration 8Q: 3 clusters Score -183193 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -183210.890625 Penalty: 2461.230469 Iteration 9Q: 3 clusters Score -183210.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -183231.921875 Penalty: 2461.230469 Iteration 10Q: 3 clusters Score -183231.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -183253.953125 Penalty: 2461.230469 Iteration 11Q: 3 clusters Score -183254 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -183273.718750 Penalty: 2461.230469 Iteration 12Q: 3 clusters Score -183273.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -183290.390625 Penalty: 2461.230469 Iteration 13Q: 3 clusters Score -183290.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -183303.484375 Penalty: 2461.230469 Iteration 14Q: 3 clusters Score -183303.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -183316.156250 Penalty: 2461.230469 Iteration 15Q: 3 clusters Score -183316.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -183326.437500 Penalty: 2461.230469 Iteration 16Q: 3 clusters Score -183326.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -183335.687500 Penalty: 2461.230469 Iteration 17Q: 3 clusters Score -183335.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -183349.593750 Penalty: 2461.230469 Iteration 18Q: 3 clusters Score -183349.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -183360.156250 Penalty: 2461.230469 Iteration 19Q: 3 clusters Score -183360.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -183372.125000 Penalty: 2461.230469 Iteration 20F: 3 clusters Score -183372.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -183383.640625 Penalty: 2461.230469 Iteration 21Q: 3 clusters Score -183383.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -183398.000000 Penalty: 2461.230469 Iteration 22Q: 3 clusters Score -183398 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -183411.453125 Penalty: 2461.230469 Iteration 23Q: 3 clusters Score -183411.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -183424.718750 Penalty: 2461.230469 Iteration 24Q: 3 clusters Score -183424.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -183438.640625 Penalty: 2461.230469 Iteration 25Q: 3 clusters Score -183438.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -183454.578125 Penalty: 2461.230469 Iteration 26Q: 3 clusters Score -183454.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -183466.828125 Penalty: 2461.230469 Iteration 27Q: 3 clusters Score -183466.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -183471.234375 Penalty: 2461.230469 Iteration 28Q: 3 clusters Score -183471.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -183474.671875 Penalty: 2461.230469 Iteration 29Q: 3 clusters Score -183474.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -183476.812500 Penalty: 2461.230469 Iteration 30Q: 3 clusters Score -183476.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -183481.062500 Penalty: 2461.230469 Iteration 31Q: 3 clusters Score -183481.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -183484.578125 Penalty: 2461.230469 Iteration 32Q: 3 clusters Score -183484.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -183487.421875 Penalty: 2461.230469 Iteration 33Q: 3 clusters Score -183487.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -183489.953125 Penalty: 2461.230469 Iteration 34Q: 3 clusters Score -183490 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -183496.406250 Penalty: 2461.230469 Iteration 35Q: 3 clusters Score -183496.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -183500.125000 Penalty: 2461.230469 Iteration 36Q: 3 clusters Score -183500.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -183510.062500 Penalty: 2461.230469 Iteration 37Q: 3 clusters Score -183510.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -183518.703125 Penalty: 2461.230469 Iteration 38Q: 3 clusters Score -183518.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -183522.578125 Penalty: 2461.230469 Iteration 39Q: 3 clusters Score -183522.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -183526.015625 Penalty: 2461.230469 Iteration 40F: 3 clusters Score -183526 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -183532.328125 Penalty: 2461.230469 Iteration 41Q: 3 clusters Score -183532.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -183538.796875 Penalty: 2461.230469 Iteration 42Q: 3 clusters Score -183538.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -183544.484375 Penalty: 2461.230469 Iteration 43Q: 3 clusters Score -183544.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -183548.812500 Penalty: 2461.230469 Iteration 44Q: 3 clusters Score -183548.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -183553.359375 Penalty: 2461.230469 Iteration 45Q: 3 clusters Score -183553.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -183555.437500 Penalty: 2461.230469 Iteration 46Q: 3 clusters Score -183555.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -183556.484375 Penalty: 2461.230469 Iteration 47Q: 3 clusters Score -183556.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -183557.421875 Penalty: 2461.230469 Iteration 48Q: 3 clusters Score -183557.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -183558.656250 Penalty: 2461.230469 Iteration 49Q: 3 clusters Score -183558.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -183559.000000 Penalty: 2461.230469 Iteration 50Q: 3 clusters Score -183559 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -183559.593750 Penalty: 2461.230469 Iteration 51Q: 3 clusters Score -183559.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -183559.593750 Penalty: 2461.230469 Iteration 52F: 3 clusters Score -183559.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (15299 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15299 members Entering Unmasked Estep Score: -1468798.250000 Penalty: 1565.775757 Iteration 0F: 2 clusters Score -1468798 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -1458156.750000 Penalty: 3131.551514 Iteration 0F: 3 clusters Score -1458157 nChanged 6694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -1461922.750000 Penalty: 3131.551514 Iteration 1F: 3 clusters Score -1461923 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 8239 members Entering Unmasked Estep Score: -1462231.500000 Penalty: 3131.551514 Iteration 2F: 3 clusters Score -1462232 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -1462518.375000 Penalty: 3131.551514 Iteration 3Q: 3 clusters Score -1462518 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -1462798.000000 Penalty: 3131.551514 Iteration 4Q: 3 clusters Score -1462798 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 9375 members Entering Unmasked Estep Score: -1463107.875000 Penalty: 3131.551514 Iteration 5Q: 3 clusters Score -1463108 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 9923 members Entering Unmasked Estep Score: -1463507.625000 Penalty: 3131.551514 Iteration 6Q: 3 clusters Score -1463508 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 10582 members Entering Unmasked Estep Score: -1464000.500000 Penalty: 3131.551514 Iteration 7F: 3 clusters Score -1464000 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -1464580.125000 Penalty: 3131.551514 Iteration 8F: 3 clusters Score -1464580 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 11915 members Entering Unmasked Estep Score: -1465221.375000 Penalty: 3131.551514 Iteration 9F: 3 clusters Score -1465221 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 12439 members Entering Unmasked Estep Score: -1465872.125000 Penalty: 3131.551514 Iteration 10Q: 3 clusters Score -1465872 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 12781 members Entering Unmasked Estep Score: -1466498.875000 Penalty: 3131.551514 Iteration 11Q: 3 clusters Score -1466499 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 12950 members Entering Unmasked Estep Score: -1467051.875000 Penalty: 3131.551514 Iteration 12Q: 3 clusters Score -1467052 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 12983 members Entering Unmasked Estep Score: -1467404.625000 Penalty: 3131.551514 Iteration 13Q: 3 clusters Score -1467405 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 12996 members Entering Unmasked Estep Score: -1467572.000000 Penalty: 3131.551514 Iteration 14Q: 3 clusters Score -1467572 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 13025 members Entering Unmasked Estep Score: -1467652.500000 Penalty: 3131.551514 Iteration 15Q: 3 clusters Score -1467652 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 13033 members Entering Unmasked Estep Score: -1467704.500000 Penalty: 3131.551514 Iteration 16Q: 3 clusters Score -1467704 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -1467727.500000 Penalty: 3131.551514 Iteration 17Q: 3 clusters Score -1467728 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 13047 members Entering Unmasked Estep Score: -1467736.750000 Penalty: 3131.551514 Iteration 18Q: 3 clusters Score -1467737 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 13056 members Entering Unmasked Estep Score: -1467735.875000 Penalty: 3131.551514 Iteration 19Q: 3 clusters Score -1467736 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 13066 members Entering Unmasked Estep Score: -1467740.375000 Penalty: 3131.551514 Iteration 20F: 3 clusters Score -1467740 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 13073 members Entering Unmasked Estep Score: -1467744.000000 Penalty: 3131.551514 Iteration 21Q: 3 clusters Score -1467744 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 13081 members Entering Unmasked Estep Score: -1467750.250000 Penalty: 3131.551514 Iteration 22Q: 3 clusters Score -1467750 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -1467752.125000 Penalty: 3131.551514 Iteration 23Q: 3 clusters Score -1467752 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 13100 members Entering Unmasked Estep Score: -1467755.000000 Penalty: 3131.551514 Iteration 24Q: 3 clusters Score -1467755 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 13104 members Entering Unmasked Estep Score: -1467752.750000 Penalty: 3131.551514 Iteration 25Q: 3 clusters Score -1467753 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 13107 members Entering Unmasked Estep Score: -1467758.250000 Penalty: 3131.551514 Iteration 26Q: 3 clusters Score -1467758 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 13111 members Entering Unmasked Estep Score: -1467757.750000 Penalty: 3131.551514 Iteration 27Q: 3 clusters Score -1467758 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -1467756.375000 Penalty: 3131.551514 Iteration 28Q: 3 clusters Score -1467756 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 13117 members Entering Unmasked Estep Score: -1467755.375000 Penalty: 3131.551514 Iteration 29Q: 3 clusters Score -1467755 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 13118 members Entering Unmasked Estep Score: -1467757.500000 Penalty: 3131.551514 Iteration 30Q: 3 clusters Score -1467758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 13119 members Entering Unmasked Estep Score: -1467758.250000 Penalty: 3131.551514 Iteration 31Q: 3 clusters Score -1467758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 13120 members Entering Unmasked Estep Score: -1467758.250000 Penalty: 3131.551514 Iteration 32Q: 3 clusters Score -1467758 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 13120 members Entering Unmasked Estep Score: -1467758.250000 Penalty: 3131.551514 Iteration 33F: 3 clusters Score -1467758 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Entering Unmasked Estep Score: -372164.906250 Penalty: 1343.418701 Iteration 0F: 2 clusters Score -372164.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -368891.812500 Penalty: 2686.837402 Iteration 0F: 3 clusters Score -368891.8 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -369828.781250 Penalty: 2686.837402 Iteration 1F: 3 clusters Score -369828.8 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -370148.906250 Penalty: 2686.837402 Iteration 2F: 3 clusters Score -370148.9 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -370388.343750 Penalty: 2686.837402 Iteration 3F: 3 clusters Score -370388.3 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -370633.468750 Penalty: 2686.837402 Iteration 4F: 3 clusters Score -370633.5 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -370837.500000 Penalty: 2686.837402 Iteration 5F: 3 clusters Score -370837.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -371005.718750 Penalty: 2686.837402 Iteration 6F: 3 clusters Score -371005.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -371152.093750 Penalty: 2686.837402 Iteration 7Q: 3 clusters Score -371152.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -371259.718750 Penalty: 2686.837402 Iteration 8Q: 3 clusters Score -371259.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -371322.781250 Penalty: 2686.837402 Iteration 9Q: 3 clusters Score -371322.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -371365.218750 Penalty: 2686.837402 Iteration 10Q: 3 clusters Score -371365.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -371393.031250 Penalty: 2686.837402 Iteration 11Q: 3 clusters Score -371393 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -371411.375000 Penalty: 2686.837402 Iteration 12Q: 3 clusters Score -371411.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -371422.312500 Penalty: 2686.837402 Iteration 13Q: 3 clusters Score -371422.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -371428.968750 Penalty: 2686.837402 Iteration 14Q: 3 clusters Score -371429 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -371434.562500 Penalty: 2686.837402 Iteration 15Q: 3 clusters Score -371434.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -371436.437500 Penalty: 2686.837402 Iteration 16Q: 3 clusters Score -371436.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -371437.218750 Penalty: 2686.837402 Iteration 17Q: 3 clusters Score -371437.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -371437.406250 Penalty: 2686.837402 Iteration 18Q: 3 clusters Score -371437.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -371437.406250 Penalty: 2686.837402 Iteration 19F: 3 clusters Score -371437.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Entering Unmasked Estep Score: -209373.046875 Penalty: 1247.652832 Iteration 0F: 2 clusters Score -209373 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 1106 members Entering Unmasked Estep Score: -207160.906250 Penalty: 2495.305664 Iteration 0F: 3 clusters Score -207160.9 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -207688.500000 Penalty: 2495.305664 Iteration 1F: 3 clusters Score -207688.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -207817.250000 Penalty: 2495.305664 Iteration 2F: 3 clusters Score -207817.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -207893.203125 Penalty: 2495.305664 Iteration 3Q: 3 clusters Score -207893.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -207952.796875 Penalty: 2495.305664 Iteration 4Q: 3 clusters Score -207952.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -208009.546875 Penalty: 2495.305664 Iteration 5Q: 3 clusters Score -208009.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -208069.937500 Penalty: 2495.305664 Iteration 6Q: 3 clusters Score -208069.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -208139.312500 Penalty: 2495.305664 Iteration 7Q: 3 clusters Score -208139.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -208203.203125 Penalty: 2495.305664 Iteration 8Q: 3 clusters Score -208203.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -208261.171875 Penalty: 2495.305664 Iteration 9Q: 3 clusters Score -208261.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -208306.156250 Penalty: 2495.305664 Iteration 10Q: 3 clusters Score -208306.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -208353.750000 Penalty: 2495.305664 Iteration 11Q: 3 clusters Score -208353.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -208406.328125 Penalty: 2495.305664 Iteration 12Q: 3 clusters Score -208406.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -208452.140625 Penalty: 2495.305664 Iteration 13Q: 3 clusters Score -208452.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -208495.484375 Penalty: 2495.305664 Iteration 14Q: 3 clusters Score -208495.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -208536.890625 Penalty: 2495.305664 Iteration 15Q: 3 clusters Score -208536.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -208584.859375 Penalty: 2495.305664 Iteration 16Q: 3 clusters Score -208584.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -208623.328125 Penalty: 2495.305664 Iteration 17Q: 3 clusters Score -208623.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -208677.531250 Penalty: 2495.305664 Iteration 18Q: 3 clusters Score -208677.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -208770.984375 Penalty: 2495.305664 Iteration 19Q: 3 clusters Score -208771 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -208965.203125 Penalty: 2495.305664 Iteration 20F: 3 clusters Score -208965.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -209240.593750 Penalty: 2495.305664 Iteration 21Q: 3 clusters Score -209240.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -209323.078125 Penalty: 2495.305664 Iteration 22Q: 3 clusters Score -209323.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -209352.093750 Penalty: 2495.305664 Iteration 23Q: 3 clusters Score -209352.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -209366.531250 Penalty: 2495.305664 Iteration 24Q: 3 clusters Score -209366.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -209374.453125 Penalty: 2495.305664 Iteration 25Q: 3 clusters Score -209374.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -209378.453125 Penalty: 2495.305664 Iteration 26Q: 3 clusters Score -209378.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -209381.546875 Penalty: 2495.305664 Iteration 27Q: 3 clusters Score -209381.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -209382.703125 Penalty: 2495.305664 Iteration 28Q: 3 clusters Score -209382.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -209383.656250 Penalty: 2495.305664 Iteration 29Q: 3 clusters Score -209383.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -209384.078125 Penalty: 2495.305664 Iteration 30Q: 3 clusters Score -209384.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -209384.984375 Penalty: 2495.305664 Iteration 31Q: 3 clusters Score -209385 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -209386.937500 Penalty: 2495.305664 Iteration 32Q: 3 clusters Score -209386.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -209387.562500 Penalty: 2495.305664 Iteration 33Q: 3 clusters Score -209387.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -209388.906250 Penalty: 2495.305664 Iteration 34Q: 3 clusters Score -209388.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -209389.781250 Penalty: 2495.305664 Iteration 35Q: 3 clusters Score -209389.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -209391.765625 Penalty: 2495.305664 Iteration 36Q: 3 clusters Score -209391.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -209394.812500 Penalty: 2495.305664 Iteration 37Q: 3 clusters Score -209394.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -209397.890625 Penalty: 2495.305664 Iteration 38Q: 3 clusters Score -209397.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -209399.906250 Penalty: 2495.305664 Iteration 39Q: 3 clusters Score -209399.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -209403.109375 Penalty: 2495.305664 Iteration 40F: 3 clusters Score -209403.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -209403.625000 Penalty: 2495.305664 Iteration 41Q: 3 clusters Score -209403.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -209403.625000 Penalty: 2495.305664 Iteration 42F: 3 clusters Score -209403.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15299 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 1208 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5170 members Mstep: Class 8 contains 68359 members Mstep: Class 9 contains 2999 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 5467 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14824 members Mstep: Class 21 contains 5104 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2830 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35100 members Mstep: Class 31 contains 763 members Mstep: Class 32 contains 952 members Entering Unmasked Estep Score: -22260228.000000 Penalty: 64227.179688 Splitting cluster 4 changes total score from -22260926.000000 to -22260228.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (5418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Entering Unmasked Estep Score: -547301.750000 Penalty: 1397.090820 Iteration 0F: 2 clusters Score -547301.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -543088.437500 Penalty: 2794.181641 Iteration 0F: 3 clusters Score -543088.4 nChanged 2155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -544281.625000 Penalty: 2794.181641 Iteration 1F: 3 clusters Score -544281.6 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -544476.375000 Penalty: 2794.181641 Iteration 2F: 3 clusters Score -544476.4 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -544595.437500 Penalty: 2794.181641 Iteration 3Q: 3 clusters Score -544595.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -544676.625000 Penalty: 2794.181641 Iteration 4Q: 3 clusters Score -544676.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -544754.562500 Penalty: 2794.181641 Iteration 5Q: 3 clusters Score -544754.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -544826.375000 Penalty: 2794.181641 Iteration 6Q: 3 clusters Score -544826.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -544885.312500 Penalty: 2794.181641 Iteration 7Q: 3 clusters Score -544885.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -544945.500000 Penalty: 2794.181641 Iteration 8Q: 3 clusters Score -544945.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -545013.375000 Penalty: 2794.181641 Iteration 9Q: 3 clusters Score -545013.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -545087.500000 Penalty: 2794.181641 Iteration 10Q: 3 clusters Score -545087.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -545156.625000 Penalty: 2794.181641 Iteration 11Q: 3 clusters Score -545156.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -545231.062500 Penalty: 2794.181641 Iteration 12Q: 3 clusters Score -545231.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -545317.375000 Penalty: 2794.181641 Iteration 13Q: 3 clusters Score -545317.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -545403.562500 Penalty: 2794.181641 Iteration 14Q: 3 clusters Score -545403.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -545483.875000 Penalty: 2794.181641 Iteration 15Q: 3 clusters Score -545483.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -545550.250000 Penalty: 2794.181641 Iteration 16Q: 3 clusters Score -545550.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -545610.875000 Penalty: 2794.181641 Iteration 17Q: 3 clusters Score -545610.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -545658.187500 Penalty: 2794.181641 Iteration 18Q: 3 clusters Score -545658.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -545691.562500 Penalty: 2794.181641 Iteration 19Q: 3 clusters Score -545691.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -545713.250000 Penalty: 2794.181641 Iteration 20F: 3 clusters Score -545713.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -545734.625000 Penalty: 2794.181641 Iteration 21Q: 3 clusters Score -545734.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -545757.187500 Penalty: 2794.181641 Iteration 22Q: 3 clusters Score -545757.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -545774.875000 Penalty: 2794.181641 Iteration 23Q: 3 clusters Score -545774.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -545791.000000 Penalty: 2794.181641 Iteration 24Q: 3 clusters Score -545791 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -545809.750000 Penalty: 2794.181641 Iteration 25Q: 3 clusters Score -545809.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -545824.187500 Penalty: 2794.181641 Iteration 26Q: 3 clusters Score -545824.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -545832.125000 Penalty: 2794.181641 Iteration 27Q: 3 clusters Score -545832.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -545839.187500 Penalty: 2794.181641 Iteration 28Q: 3 clusters Score -545839.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -545843.625000 Penalty: 2794.181641 Iteration 29Q: 3 clusters Score -545843.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -545850.625000 Penalty: 2794.181641 Iteration 30Q: 3 clusters Score -545850.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -545858.875000 Penalty: 2794.181641 Iteration 31Q: 3 clusters Score -545858.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -545866.937500 Penalty: 2794.181641 Iteration 32Q: 3 clusters Score -545866.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -545870.750000 Penalty: 2794.181641 Iteration 33Q: 3 clusters Score -545870.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -545873.312500 Penalty: 2794.181641 Iteration 34Q: 3 clusters Score -545873.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -545874.562500 Penalty: 2794.181641 Iteration 35Q: 3 clusters Score -545874.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -545876.750000 Penalty: 2794.181641 Iteration 36Q: 3 clusters Score -545876.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -545878.812500 Penalty: 2794.181641 Iteration 37Q: 3 clusters Score -545878.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -545880.500000 Penalty: 2794.181641 Iteration 38Q: 3 clusters Score -545880.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -545880.625000 Penalty: 2794.181641 Iteration 39Q: 3 clusters Score -545880.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -545882.687500 Penalty: 2794.181641 Iteration 40F: 3 clusters Score -545882.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -545883.062500 Penalty: 2794.181641 Iteration 41Q: 3 clusters Score -545883.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -545883.000000 Penalty: 2794.181641 Iteration 42Q: 3 clusters Score -545883 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -545884.000000 Penalty: 2794.181641 Iteration 43Q: 3 clusters Score -545884 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -545884.312500 Penalty: 2794.181641 Iteration 44Q: 3 clusters Score -545884.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -545886.062500 Penalty: 2794.181641 Iteration 45Q: 3 clusters Score -545886.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -545885.687500 Penalty: 2794.181641 Iteration 46Q: 3 clusters Score -545885.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -545885.687500 Penalty: 2794.181641 Iteration 47F: 3 clusters Score -545885.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14581 members Entering Unmasked Estep Score: -1476319.000000 Penalty: 1557.964600 Iteration 0F: 2 clusters Score -1476319 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -1466150.500000 Penalty: 3115.929199 Iteration 0F: 3 clusters Score -1466150 nChanged 6531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1469654.000000 Penalty: 3115.929199 Iteration 1F: 3 clusters Score -1469654 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -1469989.250000 Penalty: 3115.929199 Iteration 2F: 3 clusters Score -1469989 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -1470269.125000 Penalty: 3115.929199 Iteration 3Q: 3 clusters Score -1470269 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -1470532.500000 Penalty: 3115.929199 Iteration 4Q: 3 clusters Score -1470532 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1470800.250000 Penalty: 3115.929199 Iteration 5Q: 3 clusters Score -1470800 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9386 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -1471110.000000 Penalty: 3115.929199 Iteration 6Q: 3 clusters Score -1471110 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1471512.875000 Penalty: 3115.929199 Iteration 7Q: 3 clusters Score -1471513 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10635 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1472042.625000 Penalty: 3115.929199 Iteration 8F: 3 clusters Score -1472043 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11350 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -1472648.000000 Penalty: 3115.929199 Iteration 9F: 3 clusters Score -1472648 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11981 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1473217.375000 Penalty: 3115.929199 Iteration 10Q: 3 clusters Score -1473217 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1473703.625000 Penalty: 3115.929199 Iteration 11Q: 3 clusters Score -1473704 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12952 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -1474050.250000 Penalty: 3115.929199 Iteration 12Q: 3 clusters Score -1474050 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13289 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -1474333.000000 Penalty: 3115.929199 Iteration 13Q: 3 clusters Score -1474333 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13507 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1474494.750000 Penalty: 3115.929199 Iteration 14Q: 3 clusters Score -1474495 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13657 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -1474605.875000 Penalty: 3115.929199 Iteration 15Q: 3 clusters Score -1474606 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13772 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1474690.125000 Penalty: 3115.929199 Iteration 16Q: 3 clusters Score -1474690 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13859 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -1474761.125000 Penalty: 3115.929199 Iteration 17Q: 3 clusters Score -1474761 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13936 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -1474832.375000 Penalty: 3115.929199 Iteration 18Q: 3 clusters Score -1474832 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13999 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1474879.875000 Penalty: 3115.929199 Iteration 19Q: 3 clusters Score -1474880 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14048 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1474915.750000 Penalty: 3115.929199 Iteration 20F: 3 clusters Score -1474916 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14075 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1474942.500000 Penalty: 3115.929199 Iteration 21Q: 3 clusters Score -1474942 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14099 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1474960.125000 Penalty: 3115.929199 Iteration 22Q: 3 clusters Score -1474960 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14108 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1474971.875000 Penalty: 3115.929199 Iteration 23Q: 3 clusters Score -1474972 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14121 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -1474981.750000 Penalty: 3115.929199 Iteration 24Q: 3 clusters Score -1474982 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14131 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1474994.125000 Penalty: 3115.929199 Iteration 25Q: 3 clusters Score -1474994 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14144 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1475002.500000 Penalty: 3115.929199 Iteration 26Q: 3 clusters Score -1475002 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14155 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1475016.250000 Penalty: 3115.929199 Iteration 27Q: 3 clusters Score -1475016 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -1475023.750000 Penalty: 3115.929199 Iteration 28Q: 3 clusters Score -1475024 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14173 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -1475034.000000 Penalty: 3115.929199 Iteration 29Q: 3 clusters Score -1475034 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14182 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1475040.125000 Penalty: 3115.929199 Iteration 30Q: 3 clusters Score -1475040 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14188 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1475045.000000 Penalty: 3115.929199 Iteration 31Q: 3 clusters Score -1475045 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14194 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -1475048.250000 Penalty: 3115.929199 Iteration 32Q: 3 clusters Score -1475048 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14192 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1475051.625000 Penalty: 3115.929199 Iteration 33Q: 3 clusters Score -1475052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14191 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1475051.625000 Penalty: 3115.929199 Iteration 34Q: 3 clusters Score -1475052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14192 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1475054.125000 Penalty: 3115.929199 Iteration 35Q: 3 clusters Score -1475054 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14194 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -1475055.000000 Penalty: 3115.929199 Iteration 36Q: 3 clusters Score -1475055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14198 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -1475057.125000 Penalty: 3115.929199 Iteration 37Q: 3 clusters Score -1475057 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14199 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -1475056.375000 Penalty: 3115.929199 Iteration 38Q: 3 clusters Score -1475056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14199 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -1475056.375000 Penalty: 3115.929199 Iteration 39F: 3 clusters Score -1475056 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Entering Unmasked Estep Score: -520358.656250 Penalty: 1389.477051 Iteration 0F: 2 clusters Score -520358.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -516269.531250 Penalty: 2778.954102 Iteration 0F: 3 clusters Score -516269.5 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -517401.750000 Penalty: 2778.954102 Iteration 1F: 3 clusters Score -517401.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -517592.531250 Penalty: 2778.954102 Iteration 2F: 3 clusters Score -517592.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -517698.500000 Penalty: 2778.954102 Iteration 3Q: 3 clusters Score -517698.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -517778.687500 Penalty: 2778.954102 Iteration 4Q: 3 clusters Score -517778.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -517849.062500 Penalty: 2778.954102 Iteration 5Q: 3 clusters Score -517849.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -517923.406250 Penalty: 2778.954102 Iteration 6Q: 3 clusters Score -517923.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -517981.375000 Penalty: 2778.954102 Iteration 7Q: 3 clusters Score -517981.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -518032.062500 Penalty: 2778.954102 Iteration 8Q: 3 clusters Score -518032.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -518097.531250 Penalty: 2778.954102 Iteration 9Q: 3 clusters Score -518097.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -518182.375000 Penalty: 2778.954102 Iteration 10Q: 3 clusters Score -518182.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -518261.156250 Penalty: 2778.954102 Iteration 11Q: 3 clusters Score -518261.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -518339.468750 Penalty: 2778.954102 Iteration 12Q: 3 clusters Score -518339.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -518428.718750 Penalty: 2778.954102 Iteration 13Q: 3 clusters Score -518428.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -518528.406250 Penalty: 2778.954102 Iteration 14Q: 3 clusters Score -518528.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -518635.875000 Penalty: 2778.954102 Iteration 15Q: 3 clusters Score -518635.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -518727.562500 Penalty: 2778.954102 Iteration 16Q: 3 clusters Score -518727.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -518804.781250 Penalty: 2778.954102 Iteration 17Q: 3 clusters Score -518804.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -518886.437500 Penalty: 2778.954102 Iteration 18Q: 3 clusters Score -518886.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -518949.500000 Penalty: 2778.954102 Iteration 19Q: 3 clusters Score -518949.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -519009.781250 Penalty: 2778.954102 Iteration 20F: 3 clusters Score -519009.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -519063.125000 Penalty: 2778.954102 Iteration 21Q: 3 clusters Score -519063.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -519102.218750 Penalty: 2778.954102 Iteration 22Q: 3 clusters Score -519102.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -519135.437500 Penalty: 2778.954102 Iteration 23Q: 3 clusters Score -519135.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -519156.125000 Penalty: 2778.954102 Iteration 24Q: 3 clusters Score -519156.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -519172.937500 Penalty: 2778.954102 Iteration 25Q: 3 clusters Score -519172.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -519188.562500 Penalty: 2778.954102 Iteration 26Q: 3 clusters Score -519188.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -519201.625000 Penalty: 2778.954102 Iteration 27Q: 3 clusters Score -519201.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -519211.656250 Penalty: 2778.954102 Iteration 28Q: 3 clusters Score -519211.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -519223.531250 Penalty: 2778.954102 Iteration 29Q: 3 clusters Score -519223.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -519234.250000 Penalty: 2778.954102 Iteration 30Q: 3 clusters Score -519234.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -519239.531250 Penalty: 2778.954102 Iteration 31Q: 3 clusters Score -519239.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -519250.875000 Penalty: 2778.954102 Iteration 32Q: 3 clusters Score -519250.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -519255.281250 Penalty: 2778.954102 Iteration 33Q: 3 clusters Score -519255.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -519260.625000 Penalty: 2778.954102 Iteration 34Q: 3 clusters Score -519260.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -519265.593750 Penalty: 2778.954102 Iteration 35Q: 3 clusters Score -519265.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -519266.343750 Penalty: 2778.954102 Iteration 36Q: 3 clusters Score -519266.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -519268.531250 Penalty: 2778.954102 Iteration 37Q: 3 clusters Score -519268.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -519272.468750 Penalty: 2778.954102 Iteration 38Q: 3 clusters Score -519272.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -519274.062500 Penalty: 2778.954102 Iteration 39Q: 3 clusters Score -519274.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -519276.875000 Penalty: 2778.954102 Iteration 40F: 3 clusters Score -519276.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -519277.500000 Penalty: 2778.954102 Iteration 41Q: 3 clusters Score -519277.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -519278.625000 Penalty: 2778.954102 Iteration 42Q: 3 clusters Score -519278.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -519280.281250 Penalty: 2778.954102 Iteration 43Q: 3 clusters Score -519280.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -519281.500000 Penalty: 2778.954102 Iteration 44Q: 3 clusters Score -519281.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -519283.812500 Penalty: 2778.954102 Iteration 45Q: 3 clusters Score -519283.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -519286.250000 Penalty: 2778.954102 Iteration 46Q: 3 clusters Score -519286.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -519286.937500 Penalty: 2778.954102 Iteration 47Q: 3 clusters Score -519286.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -519289.718750 Penalty: 2778.954102 Iteration 48Q: 3 clusters Score -519289.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -519294.531250 Penalty: 2778.954102 Iteration 49Q: 3 clusters Score -519294.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -519298.218750 Penalty: 2778.954102 Iteration 50Q: 3 clusters Score -519298.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -519301.437500 Penalty: 2778.954102 Iteration 51Q: 3 clusters Score -519301.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -519304.406250 Penalty: 2778.954102 Iteration 52Q: 3 clusters Score -519304.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -519308.500000 Penalty: 2778.954102 Iteration 53Q: 3 clusters Score -519308.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -519310.531250 Penalty: 2778.954102 Iteration 54Q: 3 clusters Score -519310.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -519314.281250 Penalty: 2778.954102 Iteration 55Q: 3 clusters Score -519314.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -519315.281250 Penalty: 2778.954102 Iteration 56Q: 3 clusters Score -519315.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -519318.531250 Penalty: 2778.954102 Iteration 57Q: 3 clusters Score -519318.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -519319.812500 Penalty: 2778.954102 Iteration 58Q: 3 clusters Score -519319.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -519323.468750 Penalty: 2778.954102 Iteration 59Q: 3 clusters Score -519323.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -519327.687500 Penalty: 2778.954102 Iteration 60F: 3 clusters Score -519327.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -519329.531250 Penalty: 2778.954102 Iteration 61Q: 3 clusters Score -519329.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -519329.531250 Penalty: 2778.954102 Iteration 62F: 3 clusters Score -519329.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (68359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68359 members Entering Unmasked Estep Score: -6733372.000000 Penalty: 1809.035889 Iteration 0F: 2 clusters Score -6733372 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34243 members Mstep: Class 2 contains 34116 members Entering Unmasked Estep Score: -6687608.000000 Penalty: 3618.071777 Iteration 0F: 3 clusters Score -6687608 nChanged 32352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35091 members Mstep: Class 2 contains 33268 members Entering Unmasked Estep Score: -6706403.000000 Penalty: 3618.071777 Iteration 1F: 3 clusters Score -6706403 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35536 members Mstep: Class 2 contains 32823 members Entering Unmasked Estep Score: -6707221.500000 Penalty: 3618.071777 Iteration 2Q: 3 clusters Score -6707222 nChanged 2882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36232 members Mstep: Class 2 contains 32127 members Entering Unmasked Estep Score: -6708329.500000 Penalty: 3618.071777 Iteration 3Q: 3 clusters Score -6708330 nChanged 3148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37174 members Mstep: Class 2 contains 31185 members Entering Unmasked Estep Score: -6709822.000000 Penalty: 3618.071777 Iteration 4Q: 3 clusters Score -6709822 nChanged 3637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38455 members Mstep: Class 2 contains 29904 members Entering Unmasked Estep Score: -6711871.000000 Penalty: 3618.071777 Iteration 5F: 3 clusters Score -6711871 nChanged 4053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40010 members Mstep: Class 2 contains 28349 members Entering Unmasked Estep Score: -6714603.500000 Penalty: 3618.071777 Iteration 6F: 3 clusters Score -6714604 nChanged 4147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41715 members Mstep: Class 2 contains 26644 members Entering Unmasked Estep Score: -6717593.000000 Penalty: 3618.071777 Iteration 7F: 3 clusters Score -6717593 nChanged 3895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43332 members Mstep: Class 2 contains 25027 members Entering Unmasked Estep Score: -6720066.000000 Penalty: 3618.071777 Iteration 8F: 3 clusters Score -6720066 nChanged 3037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44699 members Mstep: Class 2 contains 23660 members Entering Unmasked Estep Score: -6721565.000000 Penalty: 3618.071777 Iteration 9Q: 3 clusters Score -6721565 nChanged 2195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45894 members Mstep: Class 2 contains 22465 members Entering Unmasked Estep Score: -6722356.000000 Penalty: 3618.071777 Iteration 10Q: 3 clusters Score -6722356 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46960 members Mstep: Class 2 contains 21399 members Entering Unmasked Estep Score: -6722865.000000 Penalty: 3618.071777 Iteration 11Q: 3 clusters Score -6722865 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48041 members Mstep: Class 2 contains 20318 members Entering Unmasked Estep Score: -6723267.000000 Penalty: 3618.071777 Iteration 12Q: 3 clusters Score -6723267 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49154 members Mstep: Class 2 contains 19205 members Entering Unmasked Estep Score: -6723565.000000 Penalty: 3618.071777 Iteration 13Q: 3 clusters Score -6723565 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50261 members Mstep: Class 2 contains 18098 members Entering Unmasked Estep Score: -6723906.000000 Penalty: 3618.071777 Iteration 14Q: 3 clusters Score -6723906 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51417 members Mstep: Class 2 contains 16942 members Entering Unmasked Estep Score: -6724314.500000 Penalty: 3618.071777 Iteration 15Q: 3 clusters Score -6724314 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52625 members Mstep: Class 2 contains 15734 members Entering Unmasked Estep Score: -6724797.000000 Penalty: 3618.071777 Iteration 16Q: 3 clusters Score -6724797 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53904 members Mstep: Class 2 contains 14455 members Entering Unmasked Estep Score: -6725278.500000 Penalty: 3618.071777 Iteration 17Q: 3 clusters Score -6725278 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55202 members Mstep: Class 2 contains 13157 members Entering Unmasked Estep Score: -6725787.000000 Penalty: 3618.071777 Iteration 18Q: 3 clusters Score -6725787 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56458 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -6726362.500000 Penalty: 3618.071777 Iteration 19Q: 3 clusters Score -6726362 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57686 members Mstep: Class 2 contains 10673 members Entering Unmasked Estep Score: -6726967.500000 Penalty: 3618.071777 Iteration 20F: 3 clusters Score -6726968 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58968 members Mstep: Class 2 contains 9391 members Entering Unmasked Estep Score: -6727636.000000 Penalty: 3618.071777 Iteration 21Q: 3 clusters Score -6727636 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60238 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -6728409.000000 Penalty: 3618.071777 Iteration 22Q: 3 clusters Score -6728409 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61405 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -6729172.500000 Penalty: 3618.071777 Iteration 23Q: 3 clusters Score -6729172 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62488 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -6729964.000000 Penalty: 3618.071777 Iteration 24Q: 3 clusters Score -6729964 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63456 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -6730780.000000 Penalty: 3618.071777 Iteration 25Q: 3 clusters Score -6730780 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64247 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -6731424.500000 Penalty: 3618.071777 Iteration 26Q: 3 clusters Score -6731424 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64830 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -6731867.500000 Penalty: 3618.071777 Iteration 27Q: 3 clusters Score -6731868 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65240 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -6732173.000000 Penalty: 3618.071777 Iteration 28Q: 3 clusters Score -6732173 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65548 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -6732363.500000 Penalty: 3618.071777 Iteration 29Q: 3 clusters Score -6732364 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65782 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -6732514.000000 Penalty: 3618.071777 Iteration 30Q: 3 clusters Score -6732514 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65973 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -6732593.000000 Penalty: 3618.071777 Iteration 31Q: 3 clusters Score -6732593 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66110 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -6732610.000000 Penalty: 3618.071777 Iteration 32Q: 3 clusters Score -6732610 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66204 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -6732644.500000 Penalty: 3618.071777 Iteration 33Q: 3 clusters Score -6732644 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66270 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -6732669.000000 Penalty: 3618.071777 Iteration 34Q: 3 clusters Score -6732669 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66320 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -6732681.000000 Penalty: 3618.071777 Iteration 35Q: 3 clusters Score -6732681 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66365 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -6732674.500000 Penalty: 3618.071777 Iteration 36Q: 3 clusters Score -6732674 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66409 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -6732685.500000 Penalty: 3618.071777 Iteration 37Q: 3 clusters Score -6732686 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66433 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -6732694.000000 Penalty: 3618.071777 Iteration 38Q: 3 clusters Score -6732694 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66464 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -6732700.500000 Penalty: 3618.071777 Iteration 39Q: 3 clusters Score -6732700 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66488 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -6732697.000000 Penalty: 3618.071777 Iteration 40F: 3 clusters Score -6732697 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66512 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -6732707.500000 Penalty: 3618.071777 Iteration 41Q: 3 clusters Score -6732708 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66533 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -6732721.000000 Penalty: 3618.071777 Iteration 42Q: 3 clusters Score -6732721 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66542 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -6732729.000000 Penalty: 3618.071777 Iteration 43Q: 3 clusters Score -6732729 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66554 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -6732725.000000 Penalty: 3618.071777 Iteration 44Q: 3 clusters Score -6732725 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66568 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -6732733.000000 Penalty: 3618.071777 Iteration 45Q: 3 clusters Score -6732733 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66576 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -6732732.000000 Penalty: 3618.071777 Iteration 46Q: 3 clusters Score -6732732 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66582 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -6732744.000000 Penalty: 3618.071777 Iteration 47Q: 3 clusters Score -6732744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66585 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -6732739.500000 Penalty: 3618.071777 Iteration 48Q: 3 clusters Score -6732740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66588 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -6732740.000000 Penalty: 3618.071777 Iteration 49Q: 3 clusters Score -6732740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66591 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -6732745.000000 Penalty: 3618.071777 Iteration 50Q: 3 clusters Score -6732745 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66594 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -6732740.500000 Penalty: 3618.071777 Iteration 51Q: 3 clusters Score -6732740 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66595 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -6732742.000000 Penalty: 3618.071777 Iteration 52Q: 3 clusters Score -6732742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66596 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -6732739.000000 Penalty: 3618.071777 Iteration 53Q: 3 clusters Score -6732739 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66597 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -6732737.000000 Penalty: 3618.071777 Iteration 54Q: 3 clusters Score -6732737 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66598 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -6732737.500000 Penalty: 3618.071777 Iteration 55Q: 3 clusters Score -6732738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66599 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -6732736.000000 Penalty: 3618.071777 Iteration 56Q: 3 clusters Score -6732736 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66599 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -6732736.000000 Penalty: 3618.071777 Iteration 57F: 3 clusters Score -6732736 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Entering Unmasked Estep Score: -295260.875000 Penalty: 1300.980469 Iteration 0F: 2 clusters Score -295260.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -292552.500000 Penalty: 2601.960938 Iteration 0F: 3 clusters Score -292552.5 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -293263.343750 Penalty: 2601.960938 Iteration 1F: 3 clusters Score -293263.3 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -293446.625000 Penalty: 2601.960938 Iteration 2F: 3 clusters Score -293446.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -293550.312500 Penalty: 2601.960938 Iteration 3F: 3 clusters Score -293550.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -293628.343750 Penalty: 2601.960938 Iteration 4Q: 3 clusters Score -293628.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -293697.656250 Penalty: 2601.960938 Iteration 5Q: 3 clusters Score -293697.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -293757.656250 Penalty: 2601.960938 Iteration 6Q: 3 clusters Score -293757.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -293814.406250 Penalty: 2601.960938 Iteration 7Q: 3 clusters Score -293814.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -293870.281250 Penalty: 2601.960938 Iteration 8Q: 3 clusters Score -293870.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -293912.125000 Penalty: 2601.960938 Iteration 9Q: 3 clusters Score -293912.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -293944.062500 Penalty: 2601.960938 Iteration 10Q: 3 clusters Score -293944.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -293964.562500 Penalty: 2601.960938 Iteration 11Q: 3 clusters Score -293964.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -293993.500000 Penalty: 2601.960938 Iteration 12Q: 3 clusters Score -293993.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -294017.875000 Penalty: 2601.960938 Iteration 13Q: 3 clusters Score -294017.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -294050.906250 Penalty: 2601.960938 Iteration 14Q: 3 clusters Score -294050.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -294086.281250 Penalty: 2601.960938 Iteration 15Q: 3 clusters Score -294086.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -294121.843750 Penalty: 2601.960938 Iteration 16Q: 3 clusters Score -294121.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -294146.718750 Penalty: 2601.960938 Iteration 17Q: 3 clusters Score -294146.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -294169.781250 Penalty: 2601.960938 Iteration 18Q: 3 clusters Score -294169.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -294185.593750 Penalty: 2601.960938 Iteration 19Q: 3 clusters Score -294185.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -294211.406250 Penalty: 2601.960938 Iteration 20F: 3 clusters Score -294211.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -294237.968750 Penalty: 2601.960938 Iteration 21Q: 3 clusters Score -294238 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -294273.687500 Penalty: 2601.960938 Iteration 22Q: 3 clusters Score -294273.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -294312.531250 Penalty: 2601.960938 Iteration 23Q: 3 clusters Score -294312.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -294343.843750 Penalty: 2601.960938 Iteration 24Q: 3 clusters Score -294343.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -294378.718750 Penalty: 2601.960938 Iteration 25Q: 3 clusters Score -294378.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -294405.687500 Penalty: 2601.960938 Iteration 26Q: 3 clusters Score -294405.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -294426.437500 Penalty: 2601.960938 Iteration 27Q: 3 clusters Score -294426.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -294446.187500 Penalty: 2601.960938 Iteration 28Q: 3 clusters Score -294446.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -294464.187500 Penalty: 2601.960938 Iteration 29Q: 3 clusters Score -294464.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -294482.531250 Penalty: 2601.960938 Iteration 30Q: 3 clusters Score -294482.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -294499.750000 Penalty: 2601.960938 Iteration 31Q: 3 clusters Score -294499.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -294513.781250 Penalty: 2601.960938 Iteration 32Q: 3 clusters Score -294513.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -294521.375000 Penalty: 2601.960938 Iteration 33Q: 3 clusters Score -294521.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -294530.750000 Penalty: 2601.960938 Iteration 34Q: 3 clusters Score -294530.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -294539.625000 Penalty: 2601.960938 Iteration 35Q: 3 clusters Score -294539.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -294557.343750 Penalty: 2601.960938 Iteration 36Q: 3 clusters Score -294557.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -294576.468750 Penalty: 2601.960938 Iteration 37Q: 3 clusters Score -294576.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -294589.125000 Penalty: 2601.960938 Iteration 38Q: 3 clusters Score -294589.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -294599.218750 Penalty: 2601.960938 Iteration 39Q: 3 clusters Score -294599.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -294609.843750 Penalty: 2601.960938 Iteration 40F: 3 clusters Score -294609.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -294615.531250 Penalty: 2601.960938 Iteration 41Q: 3 clusters Score -294615.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -294624.406250 Penalty: 2601.960938 Iteration 42Q: 3 clusters Score -294624.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -294633.625000 Penalty: 2601.960938 Iteration 43Q: 3 clusters Score -294633.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -294638.968750 Penalty: 2601.960938 Iteration 44Q: 3 clusters Score -294639 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -294645.218750 Penalty: 2601.960938 Iteration 45Q: 3 clusters Score -294645.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -294648.968750 Penalty: 2601.960938 Iteration 46Q: 3 clusters Score -294649 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -294652.593750 Penalty: 2601.960938 Iteration 47Q: 3 clusters Score -294652.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -294657.468750 Penalty: 2601.960938 Iteration 48Q: 3 clusters Score -294657.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -294662.125000 Penalty: 2601.960938 Iteration 49Q: 3 clusters Score -294662.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -294670.218750 Penalty: 2601.960938 Iteration 50Q: 3 clusters Score -294670.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -294675.906250 Penalty: 2601.960938 Iteration 51Q: 3 clusters Score -294675.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -294678.562500 Penalty: 2601.960938 Iteration 52Q: 3 clusters Score -294678.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -294680.062500 Penalty: 2601.960938 Iteration 53Q: 3 clusters Score -294680.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -294682.125000 Penalty: 2601.960938 Iteration 54Q: 3 clusters Score -294682.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -294684.562500 Penalty: 2601.960938 Iteration 55Q: 3 clusters Score -294684.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -294686.343750 Penalty: 2601.960938 Iteration 56Q: 3 clusters Score -294686.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -294689.062500 Penalty: 2601.960938 Iteration 57Q: 3 clusters Score -294689.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -294690.062500 Penalty: 2601.960938 Iteration 58Q: 3 clusters Score -294690.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -294690.937500 Penalty: 2601.960938 Iteration 59Q: 3 clusters Score -294690.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -294692.687500 Penalty: 2601.960938 Iteration 60F: 3 clusters Score -294692.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -294692.968750 Penalty: 2601.960938 Iteration 61Q: 3 clusters Score -294693 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -294692.968750 Penalty: 2601.960938 Iteration 62F: 3 clusters Score -294693 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Entering Unmasked Estep Score: -339165.656250 Penalty: 1324.966187 Iteration 0F: 2 clusters Score -339165.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -336131.656250 Penalty: 2649.932373 Iteration 0F: 3 clusters Score -336131.7 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -336861.468750 Penalty: 2649.932373 Iteration 1F: 3 clusters Score -336861.5 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -337026.593750 Penalty: 2649.932373 Iteration 2F: 3 clusters Score -337026.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -337142.125000 Penalty: 2649.932373 Iteration 3F: 3 clusters Score -337142.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -337228.000000 Penalty: 2649.932373 Iteration 4Q: 3 clusters Score -337228 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -337302.531250 Penalty: 2649.932373 Iteration 5Q: 3 clusters Score -337302.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -337345.500000 Penalty: 2649.932373 Iteration 6Q: 3 clusters Score -337345.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -337374.500000 Penalty: 2649.932373 Iteration 7Q: 3 clusters Score -337374.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -337404.500000 Penalty: 2649.932373 Iteration 8Q: 3 clusters Score -337404.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -337431.312500 Penalty: 2649.932373 Iteration 9Q: 3 clusters Score -337431.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -337451.468750 Penalty: 2649.932373 Iteration 10Q: 3 clusters Score -337451.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -337466.343750 Penalty: 2649.932373 Iteration 11Q: 3 clusters Score -337466.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -337486.937500 Penalty: 2649.932373 Iteration 12Q: 3 clusters Score -337486.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -337504.437500 Penalty: 2649.932373 Iteration 13Q: 3 clusters Score -337504.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -337519.437500 Penalty: 2649.932373 Iteration 14Q: 3 clusters Score -337519.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -337540.343750 Penalty: 2649.932373 Iteration 15Q: 3 clusters Score -337540.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -337567.218750 Penalty: 2649.932373 Iteration 16Q: 3 clusters Score -337567.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -337587.250000 Penalty: 2649.932373 Iteration 17Q: 3 clusters Score -337587.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -337605.718750 Penalty: 2649.932373 Iteration 18Q: 3 clusters Score -337605.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -337625.062500 Penalty: 2649.932373 Iteration 19Q: 3 clusters Score -337625.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -337643.687500 Penalty: 2649.932373 Iteration 20F: 3 clusters Score -337643.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -337659.187500 Penalty: 2649.932373 Iteration 21Q: 3 clusters Score -337659.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -337664.218750 Penalty: 2649.932373 Iteration 22Q: 3 clusters Score -337664.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -337669.343750 Penalty: 2649.932373 Iteration 23Q: 3 clusters Score -337669.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -337675.625000 Penalty: 2649.932373 Iteration 24Q: 3 clusters Score -337675.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -337680.000000 Penalty: 2649.932373 Iteration 25Q: 3 clusters Score -337680 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -337685.312500 Penalty: 2649.932373 Iteration 26Q: 3 clusters Score -337685.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -337692.000000 Penalty: 2649.932373 Iteration 27Q: 3 clusters Score -337692 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -337697.062500 Penalty: 2649.932373 Iteration 28Q: 3 clusters Score -337697.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -337710.281250 Penalty: 2649.932373 Iteration 29Q: 3 clusters Score -337710.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -337724.750000 Penalty: 2649.932373 Iteration 30Q: 3 clusters Score -337724.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -337741.468750 Penalty: 2649.932373 Iteration 31Q: 3 clusters Score -337741.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -337760.500000 Penalty: 2649.932373 Iteration 32Q: 3 clusters Score -337760.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -337772.625000 Penalty: 2649.932373 Iteration 33Q: 3 clusters Score -337772.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -337784.468750 Penalty: 2649.932373 Iteration 34Q: 3 clusters Score -337784.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -337797.906250 Penalty: 2649.932373 Iteration 35Q: 3 clusters Score -337797.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -337807.156250 Penalty: 2649.932373 Iteration 36Q: 3 clusters Score -337807.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -337818.781250 Penalty: 2649.932373 Iteration 37Q: 3 clusters Score -337818.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -337831.531250 Penalty: 2649.932373 Iteration 38Q: 3 clusters Score -337831.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -337842.250000 Penalty: 2649.932373 Iteration 39Q: 3 clusters Score -337842.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -337854.687500 Penalty: 2649.932373 Iteration 40F: 3 clusters Score -337854.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -337864.531250 Penalty: 2649.932373 Iteration 41Q: 3 clusters Score -337864.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -337868.562500 Penalty: 2649.932373 Iteration 42Q: 3 clusters Score -337868.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -337872.875000 Penalty: 2649.932373 Iteration 43Q: 3 clusters Score -337872.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -337874.187500 Penalty: 2649.932373 Iteration 44Q: 3 clusters Score -337874.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -337874.781250 Penalty: 2649.932373 Iteration 45Q: 3 clusters Score -337874.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -337875.687500 Penalty: 2649.932373 Iteration 46Q: 3 clusters Score -337875.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -337875.906250 Penalty: 2649.932373 Iteration 47Q: 3 clusters Score -337875.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -337876.406250 Penalty: 2649.932373 Iteration 48Q: 3 clusters Score -337876.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -337876.406250 Penalty: 2649.932373 Iteration 49F: 3 clusters Score -337876.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Entering Unmasked Estep Score: -454038.937500 Penalty: 1367.607544 Iteration 0F: 2 clusters Score -454038.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -450363.281250 Penalty: 2735.215088 Iteration 0F: 3 clusters Score -450363.3 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -451338.343750 Penalty: 2735.215088 Iteration 1F: 3 clusters Score -451338.3 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -451515.406250 Penalty: 2735.215088 Iteration 2F: 3 clusters Score -451515.4 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -451654.375000 Penalty: 2735.215088 Iteration 3F: 3 clusters Score -451654.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -451782.562500 Penalty: 2735.215088 Iteration 4Q: 3 clusters Score -451782.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -451914.718750 Penalty: 2735.215088 Iteration 5Q: 3 clusters Score -451914.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -452067.500000 Penalty: 2735.215088 Iteration 6Q: 3 clusters Score -452067.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -452230.656250 Penalty: 2735.215088 Iteration 7Q: 3 clusters Score -452230.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -452424.656250 Penalty: 2735.215088 Iteration 8Q: 3 clusters Score -452424.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -452648.500000 Penalty: 2735.215088 Iteration 9Q: 3 clusters Score -452648.5 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -452931.656250 Penalty: 2735.215088 Iteration 10Q: 3 clusters Score -452931.7 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -453228.281250 Penalty: 2735.215088 Iteration 11F: 3 clusters Score -453228.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -453462.843750 Penalty: 2735.215088 Iteration 12Q: 3 clusters Score -453462.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -453574.750000 Penalty: 2735.215088 Iteration 13Q: 3 clusters Score -453574.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -453626.437500 Penalty: 2735.215088 Iteration 14Q: 3 clusters Score -453626.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -453647.968750 Penalty: 2735.215088 Iteration 15Q: 3 clusters Score -453648 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -453655.781250 Penalty: 2735.215088 Iteration 16Q: 3 clusters Score -453655.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -453660.812500 Penalty: 2735.215088 Iteration 17Q: 3 clusters Score -453660.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -453664.093750 Penalty: 2735.215088 Iteration 18Q: 3 clusters Score -453664.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -453667.093750 Penalty: 2735.215088 Iteration 19Q: 3 clusters Score -453667.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -453667.625000 Penalty: 2735.215088 Iteration 20F: 3 clusters Score -453667.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -453668.250000 Penalty: 2735.215088 Iteration 21Q: 3 clusters Score -453668.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -453669.468750 Penalty: 2735.215088 Iteration 22Q: 3 clusters Score -453669.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -453669.468750 Penalty: 2735.215088 Iteration 23F: 3 clusters Score -453669.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Entering Unmasked Estep Score: -242212.812500 Penalty: 1270.494995 Iteration 0F: 2 clusters Score -242212.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -239803.656250 Penalty: 2540.989990 Iteration 0F: 3 clusters Score -239803.7 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -240363.781250 Penalty: 2540.989990 Iteration 1F: 3 clusters Score -240363.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -240498.218750 Penalty: 2540.989990 Iteration 2F: 3 clusters Score -240498.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -240579.265625 Penalty: 2540.989990 Iteration 3Q: 3 clusters Score -240579.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -240630.828125 Penalty: 2540.989990 Iteration 4Q: 3 clusters Score -240630.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -240661.203125 Penalty: 2540.989990 Iteration 5Q: 3 clusters Score -240661.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -240682.453125 Penalty: 2540.989990 Iteration 6Q: 3 clusters Score -240682.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -240704.437500 Penalty: 2540.989990 Iteration 7Q: 3 clusters Score -240704.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -240722.281250 Penalty: 2540.989990 Iteration 8Q: 3 clusters Score -240722.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -240742.140625 Penalty: 2540.989990 Iteration 9Q: 3 clusters Score -240742.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -240763.593750 Penalty: 2540.989990 Iteration 10Q: 3 clusters Score -240763.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -240779.015625 Penalty: 2540.989990 Iteration 11Q: 3 clusters Score -240779 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -240789.500000 Penalty: 2540.989990 Iteration 12Q: 3 clusters Score -240789.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -240797.203125 Penalty: 2540.989990 Iteration 13Q: 3 clusters Score -240797.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -240806.406250 Penalty: 2540.989990 Iteration 14Q: 3 clusters Score -240806.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -240814.609375 Penalty: 2540.989990 Iteration 15Q: 3 clusters Score -240814.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -240822.281250 Penalty: 2540.989990 Iteration 16Q: 3 clusters Score -240822.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -240835.859375 Penalty: 2540.989990 Iteration 17Q: 3 clusters Score -240835.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -240846.953125 Penalty: 2540.989990 Iteration 18Q: 3 clusters Score -240847 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -240857.171875 Penalty: 2540.989990 Iteration 19Q: 3 clusters Score -240857.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -240870.421875 Penalty: 2540.989990 Iteration 20F: 3 clusters Score -240870.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -240891.703125 Penalty: 2540.989990 Iteration 21Q: 3 clusters Score -240891.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -240915.796875 Penalty: 2540.989990 Iteration 22Q: 3 clusters Score -240915.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -240936.390625 Penalty: 2540.989990 Iteration 23Q: 3 clusters Score -240936.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -240964.093750 Penalty: 2540.989990 Iteration 24Q: 3 clusters Score -240964.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -241000.546875 Penalty: 2540.989990 Iteration 25Q: 3 clusters Score -241000.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -241050.062500 Penalty: 2540.989990 Iteration 26Q: 3 clusters Score -241050.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -241098.578125 Penalty: 2540.989990 Iteration 27Q: 3 clusters Score -241098.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -241142.328125 Penalty: 2540.989990 Iteration 28Q: 3 clusters Score -241142.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -241173.046875 Penalty: 2540.989990 Iteration 29Q: 3 clusters Score -241173 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -241191.984375 Penalty: 2540.989990 Iteration 30Q: 3 clusters Score -241192 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -241204.468750 Penalty: 2540.989990 Iteration 31Q: 3 clusters Score -241204.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -241217.484375 Penalty: 2540.989990 Iteration 32Q: 3 clusters Score -241217.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -241226.703125 Penalty: 2540.989990 Iteration 33Q: 3 clusters Score -241226.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -241234.015625 Penalty: 2540.989990 Iteration 34Q: 3 clusters Score -241234 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -241238.406250 Penalty: 2540.989990 Iteration 35Q: 3 clusters Score -241238.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -241241.390625 Penalty: 2540.989990 Iteration 36Q: 3 clusters Score -241241.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -241244.171875 Penalty: 2540.989990 Iteration 37Q: 3 clusters Score -241244.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -241245.406250 Penalty: 2540.989990 Iteration 38Q: 3 clusters Score -241245.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -241246.656250 Penalty: 2540.989990 Iteration 39Q: 3 clusters Score -241246.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -241247.750000 Penalty: 2540.989990 Iteration 40F: 3 clusters Score -241247.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -241250.500000 Penalty: 2540.989990 Iteration 41Q: 3 clusters Score -241250.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -241253.187500 Penalty: 2540.989990 Iteration 42Q: 3 clusters Score -241253.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -241254.890625 Penalty: 2540.989990 Iteration 43Q: 3 clusters Score -241254.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -241257.156250 Penalty: 2540.989990 Iteration 44Q: 3 clusters Score -241257.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -241257.968750 Penalty: 2540.989990 Iteration 45Q: 3 clusters Score -241258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -241258.140625 Penalty: 2540.989990 Iteration 46Q: 3 clusters Score -241258.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -241258.140625 Penalty: 2540.989990 Iteration 47F: 3 clusters Score -241258.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (12361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12361 members Entering Unmasked Estep Score: -1237902.500000 Penalty: 1531.123901 Iteration 0F: 2 clusters Score -1237902 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1229185.250000 Penalty: 3062.247803 Iteration 0F: 3 clusters Score -1229185 nChanged 5533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -1232237.125000 Penalty: 3062.247803 Iteration 1F: 3 clusters Score -1232237 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -1232621.875000 Penalty: 3062.247803 Iteration 2F: 3 clusters Score -1232622 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -1233029.875000 Penalty: 3062.247803 Iteration 3F: 3 clusters Score -1233030 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -1233495.750000 Penalty: 3062.247803 Iteration 4F: 3 clusters Score -1233496 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -1234012.250000 Penalty: 3062.247803 Iteration 5F: 3 clusters Score -1234012 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1234614.375000 Penalty: 3062.247803 Iteration 6F: 3 clusters Score -1234614 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1235186.500000 Penalty: 3062.247803 Iteration 7F: 3 clusters Score -1235186 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10337 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1235717.250000 Penalty: 3062.247803 Iteration 8F: 3 clusters Score -1235717 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10742 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1236125.250000 Penalty: 3062.247803 Iteration 9Q: 3 clusters Score -1236125 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1236443.500000 Penalty: 3062.247803 Iteration 10Q: 3 clusters Score -1236444 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -1236633.625000 Penalty: 3062.247803 Iteration 11Q: 3 clusters Score -1236634 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11337 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1236757.875000 Penalty: 3062.247803 Iteration 12Q: 3 clusters Score -1236758 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1236830.875000 Penalty: 3062.247803 Iteration 13Q: 3 clusters Score -1236831 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1236884.625000 Penalty: 3062.247803 Iteration 14Q: 3 clusters Score -1236885 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11514 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1236914.625000 Penalty: 3062.247803 Iteration 15Q: 3 clusters Score -1236915 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1236930.000000 Penalty: 3062.247803 Iteration 16Q: 3 clusters Score -1236930 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11550 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1236944.875000 Penalty: 3062.247803 Iteration 17Q: 3 clusters Score -1236945 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -1236956.500000 Penalty: 3062.247803 Iteration 18Q: 3 clusters Score -1236956 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11566 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1236964.250000 Penalty: 3062.247803 Iteration 19Q: 3 clusters Score -1236964 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1236971.750000 Penalty: 3062.247803 Iteration 20F: 3 clusters Score -1236972 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11578 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1236972.125000 Penalty: 3062.247803 Iteration 21Q: 3 clusters Score -1236972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -1236973.625000 Penalty: 3062.247803 Iteration 22Q: 3 clusters Score -1236974 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -1236976.250000 Penalty: 3062.247803 Iteration 23Q: 3 clusters Score -1236976 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1236978.750000 Penalty: 3062.247803 Iteration 24Q: 3 clusters Score -1236979 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11594 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1236980.250000 Penalty: 3062.247803 Iteration 25Q: 3 clusters Score -1236980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1236979.500000 Penalty: 3062.247803 Iteration 26Q: 3 clusters Score -1236980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1236980.125000 Penalty: 3062.247803 Iteration 27Q: 3 clusters Score -1236980 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -1236980.875000 Penalty: 3062.247803 Iteration 28Q: 3 clusters Score -1236981 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11603 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1236982.750000 Penalty: 3062.247803 Iteration 29Q: 3 clusters Score -1236983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11603 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1236983.500000 Penalty: 3062.247803 Iteration 30Q: 3 clusters Score -1236984 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -1236982.500000 Penalty: 3062.247803 Iteration 31Q: 3 clusters Score -1236982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11603 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1236983.875000 Penalty: 3062.247803 Iteration 32Q: 3 clusters Score -1236984 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1236984.125000 Penalty: 3062.247803 Iteration 33Q: 3 clusters Score -1236984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1236984.125000 Penalty: 3062.247803 Iteration 34F: 3 clusters Score -1236984 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Entering Unmasked Estep Score: -123396.703125 Penalty: 1157.072144 Iteration 0F: 2 clusters Score -123396.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -121776.578125 Penalty: 2314.144287 Iteration 0F: 3 clusters Score -121776.6 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -122054.007812 Penalty: 2314.144287 Iteration 1F: 3 clusters Score -122054 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -122128.835938 Penalty: 2314.144287 Iteration 2F: 3 clusters Score -122128.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -122164.125000 Penalty: 2314.144287 Iteration 3Q: 3 clusters Score -122164.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -122186.640625 Penalty: 2314.144287 Iteration 4Q: 3 clusters Score -122186.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -122197.992188 Penalty: 2314.144287 Iteration 5Q: 3 clusters Score -122198 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -122211.039062 Penalty: 2314.144287 Iteration 6Q: 3 clusters Score -122211 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -122222.250000 Penalty: 2314.144287 Iteration 7Q: 3 clusters Score -122222.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -122238.414062 Penalty: 2314.144287 Iteration 8Q: 3 clusters Score -122238.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -122252.453125 Penalty: 2314.144287 Iteration 9Q: 3 clusters Score -122252.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -122256.851562 Penalty: 2314.144287 Iteration 10Q: 3 clusters Score -122256.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -122261.414062 Penalty: 2314.144287 Iteration 11Q: 3 clusters Score -122261.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -122263.914062 Penalty: 2314.144287 Iteration 12Q: 3 clusters Score -122263.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -122265.929688 Penalty: 2314.144287 Iteration 13Q: 3 clusters Score -122265.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -122267.718750 Penalty: 2314.144287 Iteration 14Q: 3 clusters Score -122267.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -122268.578125 Penalty: 2314.144287 Iteration 15Q: 3 clusters Score -122268.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -122269.632812 Penalty: 2314.144287 Iteration 16Q: 3 clusters Score -122269.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -122270.414062 Penalty: 2314.144287 Iteration 17Q: 3 clusters Score -122270.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -122270.414062 Penalty: 2314.144287 Iteration 18F: 3 clusters Score -122270.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (12879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12879 members Entering Unmasked Estep Score: -1303293.125000 Penalty: 1537.794922 Iteration 0F: 2 clusters Score -1303293 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -1294355.000000 Penalty: 3075.589844 Iteration 0F: 3 clusters Score -1294355 nChanged 5668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -1297412.000000 Penalty: 3075.589844 Iteration 1F: 3 clusters Score -1297412 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -1297699.375000 Penalty: 3075.589844 Iteration 2F: 3 clusters Score -1297699 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -1297927.000000 Penalty: 3075.589844 Iteration 3Q: 3 clusters Score -1297927 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -1298111.750000 Penalty: 3075.589844 Iteration 4Q: 3 clusters Score -1298112 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -1298266.125000 Penalty: 3075.589844 Iteration 5Q: 3 clusters Score -1298266 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -1298437.875000 Penalty: 3075.589844 Iteration 6Q: 3 clusters Score -1298438 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -1298642.125000 Penalty: 3075.589844 Iteration 7Q: 3 clusters Score -1298642 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -1298856.375000 Penalty: 3075.589844 Iteration 8Q: 3 clusters Score -1298856 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7452 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -1299092.375000 Penalty: 3075.589844 Iteration 9Q: 3 clusters Score -1299092 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -1299374.750000 Penalty: 3075.589844 Iteration 10Q: 3 clusters Score -1299375 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -1299677.000000 Penalty: 3075.589844 Iteration 11Q: 3 clusters Score -1299677 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -1299939.875000 Penalty: 3075.589844 Iteration 12Q: 3 clusters Score -1299940 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -1300150.125000 Penalty: 3075.589844 Iteration 13Q: 3 clusters Score -1300150 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1300315.625000 Penalty: 3075.589844 Iteration 14Q: 3 clusters Score -1300316 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1300406.875000 Penalty: 3075.589844 Iteration 15Q: 3 clusters Score -1300407 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1300491.500000 Penalty: 3075.589844 Iteration 16Q: 3 clusters Score -1300492 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -1300556.500000 Penalty: 3075.589844 Iteration 17Q: 3 clusters Score -1300556 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1300602.750000 Penalty: 3075.589844 Iteration 18Q: 3 clusters Score -1300603 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -1300648.125000 Penalty: 3075.589844 Iteration 19Q: 3 clusters Score -1300648 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -1300691.375000 Penalty: 3075.589844 Iteration 20F: 3 clusters Score -1300691 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9338 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -1300727.625000 Penalty: 3075.589844 Iteration 21Q: 3 clusters Score -1300728 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9462 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1300763.125000 Penalty: 3075.589844 Iteration 22Q: 3 clusters Score -1300763 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9583 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -1300809.500000 Penalty: 3075.589844 Iteration 23Q: 3 clusters Score -1300810 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9707 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -1300845.125000 Penalty: 3075.589844 Iteration 24Q: 3 clusters Score -1300845 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -1300890.000000 Penalty: 3075.589844 Iteration 25Q: 3 clusters Score -1300890 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9956 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -1300938.250000 Penalty: 3075.589844 Iteration 26Q: 3 clusters Score -1300938 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10112 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -1301001.750000 Penalty: 3075.589844 Iteration 27Q: 3 clusters Score -1301002 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10267 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -1301071.250000 Penalty: 3075.589844 Iteration 28Q: 3 clusters Score -1301071 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10429 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -1301152.250000 Penalty: 3075.589844 Iteration 29Q: 3 clusters Score -1301152 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1301231.875000 Penalty: 3075.589844 Iteration 30Q: 3 clusters Score -1301232 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -1301300.875000 Penalty: 3075.589844 Iteration 31Q: 3 clusters Score -1301301 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10858 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -1301364.250000 Penalty: 3075.589844 Iteration 32Q: 3 clusters Score -1301364 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -1301417.000000 Penalty: 3075.589844 Iteration 33Q: 3 clusters Score -1301417 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -1301461.750000 Penalty: 3075.589844 Iteration 34Q: 3 clusters Score -1301462 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11141 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1301507.375000 Penalty: 3075.589844 Iteration 35Q: 3 clusters Score -1301507 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11216 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1301536.375000 Penalty: 3075.589844 Iteration 36Q: 3 clusters Score -1301536 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11282 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -1301566.625000 Penalty: 3075.589844 Iteration 37Q: 3 clusters Score -1301567 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1301616.125000 Penalty: 3075.589844 Iteration 38Q: 3 clusters Score -1301616 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -1301658.125000 Penalty: 3075.589844 Iteration 39Q: 3 clusters Score -1301658 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11519 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1301703.125000 Penalty: 3075.589844 Iteration 40F: 3 clusters Score -1301703 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11574 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1301741.625000 Penalty: 3075.589844 Iteration 41Q: 3 clusters Score -1301742 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11624 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1301769.625000 Penalty: 3075.589844 Iteration 42Q: 3 clusters Score -1301770 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -1301796.375000 Penalty: 3075.589844 Iteration 43Q: 3 clusters Score -1301796 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1301820.500000 Penalty: 3075.589844 Iteration 44Q: 3 clusters Score -1301820 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11748 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -1301843.375000 Penalty: 3075.589844 Iteration 45Q: 3 clusters Score -1301843 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11783 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -1301858.875000 Penalty: 3075.589844 Iteration 46Q: 3 clusters Score -1301859 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11813 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1301876.250000 Penalty: 3075.589844 Iteration 47Q: 3 clusters Score -1301876 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11850 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -1301897.500000 Penalty: 3075.589844 Iteration 48Q: 3 clusters Score -1301898 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -1301915.375000 Penalty: 3075.589844 Iteration 49Q: 3 clusters Score -1301915 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1301930.625000 Penalty: 3075.589844 Iteration 50Q: 3 clusters Score -1301931 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1301945.625000 Penalty: 3075.589844 Iteration 51Q: 3 clusters Score -1301946 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11961 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1301956.000000 Penalty: 3075.589844 Iteration 52Q: 3 clusters Score -1301956 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -1301968.250000 Penalty: 3075.589844 Iteration 53Q: 3 clusters Score -1301968 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11987 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1301979.000000 Penalty: 3075.589844 Iteration 54Q: 3 clusters Score -1301979 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11997 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1301983.500000 Penalty: 3075.589844 Iteration 55Q: 3 clusters Score -1301984 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12016 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1301999.000000 Penalty: 3075.589844 Iteration 56Q: 3 clusters Score -1301999 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12027 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1302004.625000 Penalty: 3075.589844 Iteration 57Q: 3 clusters Score -1302005 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12027 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1302007.375000 Penalty: 3075.589844 Iteration 58Q: 3 clusters Score -1302007 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -1302009.000000 Penalty: 3075.589844 Iteration 59Q: 3 clusters Score -1302009 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12024 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -1302008.750000 Penalty: 3075.589844 Iteration 60F: 3 clusters Score -1302009 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12022 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1302010.125000 Penalty: 3075.589844 Iteration 61Q: 3 clusters Score -1302010 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1302011.125000 Penalty: 3075.589844 Iteration 62Q: 3 clusters Score -1302011 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1302010.375000 Penalty: 3075.589844 Iteration 63Q: 3 clusters Score -1302010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1302010.375000 Penalty: 3075.589844 Iteration 64Q: 3 clusters Score -1302010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1302012.375000 Penalty: 3075.589844 Iteration 65Q: 3 clusters Score -1302012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1302011.625000 Penalty: 3075.589844 Iteration 66Q: 3 clusters Score -1302012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1302012.125000 Penalty: 3075.589844 Iteration 67Q: 3 clusters Score -1302012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -1302011.750000 Penalty: 3075.589844 Iteration 68Q: 3 clusters Score -1302012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1302010.375000 Penalty: 3075.589844 Iteration 69Q: 3 clusters Score -1302010 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1302010.000000 Penalty: 3075.589844 Iteration 70Q: 3 clusters Score -1302010 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1302011.875000 Penalty: 3075.589844 Iteration 71Q: 3 clusters Score -1302012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -1302010.625000 Penalty: 3075.589844 Iteration 72Q: 3 clusters Score -1302011 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1302011.250000 Penalty: 3075.589844 Iteration 73Q: 3 clusters Score -1302011 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12015 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1302013.000000 Penalty: 3075.589844 Iteration 74Q: 3 clusters Score -1302013 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -1302015.125000 Penalty: 3075.589844 Iteration 75Q: 3 clusters Score -1302015 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12010 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1302016.125000 Penalty: 3075.589844 Iteration 76Q: 3 clusters Score -1302016 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1302019.000000 Penalty: 3075.589844 Iteration 77Q: 3 clusters Score -1302019 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12006 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1302019.000000 Penalty: 3075.589844 Iteration 78Q: 3 clusters Score -1302019 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12005 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1302018.250000 Penalty: 3075.589844 Iteration 79Q: 3 clusters Score -1302018 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12005 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1302018.250000 Penalty: 3075.589844 Iteration 80F: 3 clusters Score -1302018 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -13052.377930 Penalty: 843.855530 Iteration 0F: 2 clusters Score -13052.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -12435.083984 Penalty: 1687.711060 Iteration 0F: 3 clusters Score -12435.08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -12587.164062 Penalty: 1687.711060 Iteration 1F: 3 clusters Score -12587.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -12632.563477 Penalty: 1687.711060 Iteration 2Q: 3 clusters Score -12632.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -12639.643555 Penalty: 1687.711060 Iteration 3Q: 3 clusters Score -12639.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -12639.643555 Penalty: 1687.711060 Iteration 4F: 3 clusters Score -12639.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (943 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Entering Unmasked Estep Score: -91908.125000 Penalty: 1112.973267 Iteration 0F: 2 clusters Score -91908.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -90496.351562 Penalty: 2225.946533 Iteration 0F: 3 clusters Score -90496.35 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -90747.078125 Penalty: 2225.946533 Iteration 1F: 3 clusters Score -90747.08 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -90798.515625 Penalty: 2225.946533 Iteration 2F: 3 clusters Score -90798.52 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -90827.554688 Penalty: 2225.946533 Iteration 3Q: 3 clusters Score -90827.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -90846.117188 Penalty: 2225.946533 Iteration 4Q: 3 clusters Score -90846.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -90857.757812 Penalty: 2225.946533 Iteration 5Q: 3 clusters Score -90857.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -90871.992188 Penalty: 2225.946533 Iteration 6Q: 3 clusters Score -90871.99 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -90882.085938 Penalty: 2225.946533 Iteration 7Q: 3 clusters Score -90882.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -90889.953125 Penalty: 2225.946533 Iteration 8Q: 3 clusters Score -90889.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -90893.710938 Penalty: 2225.946533 Iteration 9Q: 3 clusters Score -90893.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -90896.968750 Penalty: 2225.946533 Iteration 10Q: 3 clusters Score -90896.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -90898.195312 Penalty: 2225.946533 Iteration 11Q: 3 clusters Score -90898.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -90899.117188 Penalty: 2225.946533 Iteration 12Q: 3 clusters Score -90899.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -90899.117188 Penalty: 2225.946533 Iteration 13F: 3 clusters Score -90899.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Entering Unmasked Estep Score: -548023.687500 Penalty: 1398.553833 Iteration 0F: 2 clusters Score -548023.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -543728.062500 Penalty: 2797.107666 Iteration 0F: 3 clusters Score -543728.1 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -545055.625000 Penalty: 2797.107666 Iteration 1F: 3 clusters Score -545055.6 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -545303.625000 Penalty: 2797.107666 Iteration 2F: 3 clusters Score -545303.6 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -545519.250000 Penalty: 2797.107666 Iteration 3F: 3 clusters Score -545519.2 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -545728.750000 Penalty: 2797.107666 Iteration 4Q: 3 clusters Score -545728.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -545969.562500 Penalty: 2797.107666 Iteration 5F: 3 clusters Score -545969.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -546264.812500 Penalty: 2797.107666 Iteration 6F: 3 clusters Score -546264.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -546619.437500 Penalty: 2797.107666 Iteration 7F: 3 clusters Score -546619.4 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -546972.875000 Penalty: 2797.107666 Iteration 8F: 3 clusters Score -546972.9 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -547353.250000 Penalty: 2797.107666 Iteration 9F: 3 clusters Score -547353.2 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -547774.687500 Penalty: 2797.107666 Iteration 10F: 3 clusters Score -547774.7 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -548126.625000 Penalty: 2797.107666 Iteration 11Q: 3 clusters Score -548126.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -548373.875000 Penalty: 2797.107666 Iteration 12Q: 3 clusters Score -548373.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -548592.125000 Penalty: 2797.107666 Iteration 13Q: 3 clusters Score -548592.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -548740.500000 Penalty: 2797.107666 Iteration 14Q: 3 clusters Score -548740.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -548835.750000 Penalty: 2797.107666 Iteration 15Q: 3 clusters Score -548835.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -548884.375000 Penalty: 2797.107666 Iteration 16Q: 3 clusters Score -548884.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -548900.437500 Penalty: 2797.107666 Iteration 17Q: 3 clusters Score -548900.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -548904.937500 Penalty: 2797.107666 Iteration 18Q: 3 clusters Score -548904.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -548905.812500 Penalty: 2797.107666 Iteration 19Q: 3 clusters Score -548905.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -548905.812500 Penalty: 2797.107666 Iteration 20F: 3 clusters Score -548905.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15299 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5170 members Mstep: Class 8 contains 68359 members Mstep: Class 9 contains 2999 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 2075 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14824 members Mstep: Class 21 contains 5104 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2830 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35100 members Mstep: Class 31 contains 763 members Mstep: Class 32 contains 3392 members Entering Unmasked Estep Score: -22261272.000000 Penalty: 64227.179688 Splitting cluster 18 changes total score from -22260926.000000 to -22261272.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 19 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -41284.339844 Penalty: 979.595215 Iteration 0F: 2 clusters Score -41284.34 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 211 members Entering Unmasked Estep Score: -40317.242188 Penalty: 1959.190430 Iteration 0F: 3 clusters Score -40317.24 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -40439.101562 Penalty: 1959.190430 Iteration 1F: 3 clusters Score -40439.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -40460.597656 Penalty: 1959.190430 Iteration 2Q: 3 clusters Score -40460.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -40470.960938 Penalty: 1959.190430 Iteration 3Q: 3 clusters Score -40470.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -40475.253906 Penalty: 1959.190430 Iteration 4Q: 3 clusters Score -40475.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -40480.738281 Penalty: 1959.190430 Iteration 5Q: 3 clusters Score -40480.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -40480.738281 Penalty: 1959.190430 Iteration 6F: 3 clusters Score -40480.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (14824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14824 members Entering Unmasked Estep Score: -1512839.750000 Penalty: 1560.650513 Iteration 0F: 2 clusters Score -1512840 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -1502725.500000 Penalty: 3121.301025 Iteration 0F: 3 clusters Score -1502726 nChanged 6518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 7464 members Entering Unmasked Estep Score: -1506376.625000 Penalty: 3121.301025 Iteration 1F: 3 clusters Score -1506377 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -1506815.125000 Penalty: 3121.301025 Iteration 2F: 3 clusters Score -1506815 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -1507193.250000 Penalty: 3121.301025 Iteration 3F: 3 clusters Score -1507193 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -1507526.500000 Penalty: 3121.301025 Iteration 4F: 3 clusters Score -1507526 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6988 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -1507814.375000 Penalty: 3121.301025 Iteration 5Q: 3 clusters Score -1507814 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -1508056.125000 Penalty: 3121.301025 Iteration 6Q: 3 clusters Score -1508056 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6722 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -1508247.625000 Penalty: 3121.301025 Iteration 7Q: 3 clusters Score -1508248 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -1508405.000000 Penalty: 3121.301025 Iteration 8Q: 3 clusters Score -1508405 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 8427 members Entering Unmasked Estep Score: -1508576.375000 Penalty: 3121.301025 Iteration 9Q: 3 clusters Score -1508576 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 8662 members Entering Unmasked Estep Score: -1508781.375000 Penalty: 3121.301025 Iteration 10Q: 3 clusters Score -1508781 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -1509021.500000 Penalty: 3121.301025 Iteration 11Q: 3 clusters Score -1509022 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 9182 members Entering Unmasked Estep Score: -1509281.375000 Penalty: 3121.301025 Iteration 12Q: 3 clusters Score -1509281 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 9454 members Entering Unmasked Estep Score: -1509530.500000 Penalty: 3121.301025 Iteration 13Q: 3 clusters Score -1509530 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -1509720.875000 Penalty: 3121.301025 Iteration 14Q: 3 clusters Score -1509721 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -1509872.000000 Penalty: 3121.301025 Iteration 15Q: 3 clusters Score -1509872 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -1510003.125000 Penalty: 3121.301025 Iteration 16Q: 3 clusters Score -1510003 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 10418 members Entering Unmasked Estep Score: -1510133.500000 Penalty: 3121.301025 Iteration 17Q: 3 clusters Score -1510134 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 10646 members Entering Unmasked Estep Score: -1510240.500000 Penalty: 3121.301025 Iteration 18Q: 3 clusters Score -1510240 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 10856 members Entering Unmasked Estep Score: -1510322.250000 Penalty: 3121.301025 Iteration 19Q: 3 clusters Score -1510322 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 11053 members Entering Unmasked Estep Score: -1510415.625000 Penalty: 3121.301025 Iteration 20F: 3 clusters Score -1510416 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -1510494.750000 Penalty: 3121.301025 Iteration 21Q: 3 clusters Score -1510495 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 11461 members Entering Unmasked Estep Score: -1510576.125000 Penalty: 3121.301025 Iteration 22Q: 3 clusters Score -1510576 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -1510645.875000 Penalty: 3121.301025 Iteration 23Q: 3 clusters Score -1510646 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -1510713.500000 Penalty: 3121.301025 Iteration 24Q: 3 clusters Score -1510714 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 11966 members Entering Unmasked Estep Score: -1510770.750000 Penalty: 3121.301025 Iteration 25Q: 3 clusters Score -1510771 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -1510832.500000 Penalty: 3121.301025 Iteration 26Q: 3 clusters Score -1510832 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -1510900.000000 Penalty: 3121.301025 Iteration 27Q: 3 clusters Score -1510900 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 12405 members Entering Unmasked Estep Score: -1510959.000000 Penalty: 3121.301025 Iteration 28Q: 3 clusters Score -1510959 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 12540 members Entering Unmasked Estep Score: -1511015.125000 Penalty: 3121.301025 Iteration 29Q: 3 clusters Score -1511015 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 12658 members Entering Unmasked Estep Score: -1511061.500000 Penalty: 3121.301025 Iteration 30Q: 3 clusters Score -1511062 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 12754 members Entering Unmasked Estep Score: -1511110.500000 Penalty: 3121.301025 Iteration 31Q: 3 clusters Score -1511110 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 12838 members Entering Unmasked Estep Score: -1511144.125000 Penalty: 3121.301025 Iteration 32Q: 3 clusters Score -1511144 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -1511174.625000 Penalty: 3121.301025 Iteration 33Q: 3 clusters Score -1511175 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 12982 members Entering Unmasked Estep Score: -1511205.750000 Penalty: 3121.301025 Iteration 34Q: 3 clusters Score -1511206 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 13047 members Entering Unmasked Estep Score: -1511225.500000 Penalty: 3121.301025 Iteration 35Q: 3 clusters Score -1511226 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 13109 members Entering Unmasked Estep Score: -1511247.625000 Penalty: 3121.301025 Iteration 36Q: 3 clusters Score -1511248 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 13180 members Entering Unmasked Estep Score: -1511276.375000 Penalty: 3121.301025 Iteration 37Q: 3 clusters Score -1511276 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 13244 members Entering Unmasked Estep Score: -1511302.750000 Penalty: 3121.301025 Iteration 38Q: 3 clusters Score -1511303 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -1511328.625000 Penalty: 3121.301025 Iteration 39Q: 3 clusters Score -1511329 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 13358 members Entering Unmasked Estep Score: -1511352.125000 Penalty: 3121.301025 Iteration 40F: 3 clusters Score -1511352 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 13407 members Entering Unmasked Estep Score: -1511374.000000 Penalty: 3121.301025 Iteration 41Q: 3 clusters Score -1511374 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 13449 members Entering Unmasked Estep Score: -1511384.250000 Penalty: 3121.301025 Iteration 42Q: 3 clusters Score -1511384 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 13481 members Entering Unmasked Estep Score: -1511396.500000 Penalty: 3121.301025 Iteration 43Q: 3 clusters Score -1511396 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 13509 members Entering Unmasked Estep Score: -1511402.750000 Penalty: 3121.301025 Iteration 44Q: 3 clusters Score -1511403 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 13537 members Entering Unmasked Estep Score: -1511412.125000 Penalty: 3121.301025 Iteration 45Q: 3 clusters Score -1511412 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 13557 members Entering Unmasked Estep Score: -1511418.250000 Penalty: 3121.301025 Iteration 46Q: 3 clusters Score -1511418 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 13574 members Entering Unmasked Estep Score: -1511417.125000 Penalty: 3121.301025 Iteration 47Q: 3 clusters Score -1511417 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 13586 members Entering Unmasked Estep Score: -1511424.375000 Penalty: 3121.301025 Iteration 48Q: 3 clusters Score -1511424 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 13594 members Entering Unmasked Estep Score: -1511425.250000 Penalty: 3121.301025 Iteration 49Q: 3 clusters Score -1511425 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 13604 members Entering Unmasked Estep Score: -1511428.750000 Penalty: 3121.301025 Iteration 50Q: 3 clusters Score -1511429 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 13614 members Entering Unmasked Estep Score: -1511429.500000 Penalty: 3121.301025 Iteration 51Q: 3 clusters Score -1511430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -1511429.375000 Penalty: 3121.301025 Iteration 52Q: 3 clusters Score -1511429 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -1511432.000000 Penalty: 3121.301025 Iteration 53Q: 3 clusters Score -1511432 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 13624 members Entering Unmasked Estep Score: -1511432.375000 Penalty: 3121.301025 Iteration 54Q: 3 clusters Score -1511432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 13630 members Entering Unmasked Estep Score: -1511436.250000 Penalty: 3121.301025 Iteration 55Q: 3 clusters Score -1511436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 13633 members Entering Unmasked Estep Score: -1511435.875000 Penalty: 3121.301025 Iteration 56Q: 3 clusters Score -1511436 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 13634 members Entering Unmasked Estep Score: -1511436.625000 Penalty: 3121.301025 Iteration 57Q: 3 clusters Score -1511437 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 13635 members Entering Unmasked Estep Score: -1511436.375000 Penalty: 3121.301025 Iteration 58Q: 3 clusters Score -1511436 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 13636 members Entering Unmasked Estep Score: -1511439.500000 Penalty: 3121.301025 Iteration 59Q: 3 clusters Score -1511440 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 13639 members Entering Unmasked Estep Score: -1511437.375000 Penalty: 3121.301025 Iteration 60F: 3 clusters Score -1511437 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 13641 members Entering Unmasked Estep Score: -1511439.750000 Penalty: 3121.301025 Iteration 61Q: 3 clusters Score -1511440 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 13643 members Entering Unmasked Estep Score: -1511439.375000 Penalty: 3121.301025 Iteration 62Q: 3 clusters Score -1511439 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 13643 members Entering Unmasked Estep Score: -1511439.375000 Penalty: 3121.301025 Iteration 63F: 3 clusters Score -1511439 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Entering Unmasked Estep Score: -500999.593750 Penalty: 1387.389160 Iteration 0F: 2 clusters Score -500999.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -496976.031250 Penalty: 2774.778320 Iteration 0F: 3 clusters Score -496976 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -498194.156250 Penalty: 2774.778320 Iteration 1F: 3 clusters Score -498194.2 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -498469.000000 Penalty: 2774.778320 Iteration 2F: 3 clusters Score -498469 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -498714.781250 Penalty: 2774.778320 Iteration 3F: 3 clusters Score -498714.8 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -498943.343750 Penalty: 2774.778320 Iteration 4F: 3 clusters Score -498943.3 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -499179.562500 Penalty: 2774.778320 Iteration 5F: 3 clusters Score -499179.6 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -499418.531250 Penalty: 2774.778320 Iteration 6F: 3 clusters Score -499418.5 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -499659.843750 Penalty: 2774.778320 Iteration 7Q: 3 clusters Score -499659.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -499907.656250 Penalty: 2774.778320 Iteration 8Q: 3 clusters Score -499907.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -500123.500000 Penalty: 2774.778320 Iteration 9Q: 3 clusters Score -500123.5 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -500293.656250 Penalty: 2774.778320 Iteration 10Q: 3 clusters Score -500293.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -500401.781250 Penalty: 2774.778320 Iteration 11Q: 3 clusters Score -500401.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -500491.000000 Penalty: 2774.778320 Iteration 12Q: 3 clusters Score -500491 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -500550.843750 Penalty: 2774.778320 Iteration 13Q: 3 clusters Score -500550.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -500584.125000 Penalty: 2774.778320 Iteration 14Q: 3 clusters Score -500584.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -500603.343750 Penalty: 2774.778320 Iteration 15Q: 3 clusters Score -500603.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -500618.375000 Penalty: 2774.778320 Iteration 16Q: 3 clusters Score -500618.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -500628.125000 Penalty: 2774.778320 Iteration 17Q: 3 clusters Score -500628.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -500636.343750 Penalty: 2774.778320 Iteration 18Q: 3 clusters Score -500636.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -500642.000000 Penalty: 2774.778320 Iteration 19Q: 3 clusters Score -500642 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -500644.406250 Penalty: 2774.778320 Iteration 20F: 3 clusters Score -500644.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -500646.218750 Penalty: 2774.778320 Iteration 21Q: 3 clusters Score -500646.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -500649.187500 Penalty: 2774.778320 Iteration 22Q: 3 clusters Score -500649.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -500649.656250 Penalty: 2774.778320 Iteration 23Q: 3 clusters Score -500649.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -500650.062500 Penalty: 2774.778320 Iteration 24Q: 3 clusters Score -500650.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -500650.062500 Penalty: 2774.778320 Iteration 25Q: 3 clusters Score -500650.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -500650.281250 Penalty: 2774.778320 Iteration 26Q: 3 clusters Score -500650.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -500650.281250 Penalty: 2774.778320 Iteration 27F: 3 clusters Score -500650.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Entering Unmasked Estep Score: -32069.894531 Penalty: 960.063477 Iteration 0F: 2 clusters Score -32069.89 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 185 members Entering Unmasked Estep Score: -31165.384766 Penalty: 1920.126953 Iteration 0F: 3 clusters Score -31165.38 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -31398.574219 Penalty: 1920.126953 Iteration 1F: 3 clusters Score -31398.57 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -31466.701172 Penalty: 1920.126953 Iteration 2F: 3 clusters Score -31466.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -31503.970703 Penalty: 1920.126953 Iteration 3Q: 3 clusters Score -31503.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -31514.871094 Penalty: 1920.126953 Iteration 4Q: 3 clusters Score -31514.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -31518.890625 Penalty: 1920.126953 Iteration 5Q: 3 clusters Score -31518.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -31523.394531 Penalty: 1920.126953 Iteration 6Q: 3 clusters Score -31523.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -31529.791016 Penalty: 1920.126953 Iteration 7Q: 3 clusters Score -31529.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -31536.785156 Penalty: 1920.126953 Iteration 8Q: 3 clusters Score -31536.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -31545.525391 Penalty: 1920.126953 Iteration 9Q: 3 clusters Score -31545.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -31551.582031 Penalty: 1920.126953 Iteration 10Q: 3 clusters Score -31551.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -31562.601562 Penalty: 1920.126953 Iteration 11Q: 3 clusters Score -31562.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -31571.910156 Penalty: 1920.126953 Iteration 12Q: 3 clusters Score -31571.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -31571.910156 Penalty: 1920.126953 Iteration 13F: 3 clusters Score -31571.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -12886.570312 Penalty: 823.696960 Iteration 0F: 2 clusters Score -12886.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -12217.014648 Penalty: 1647.393921 Iteration 0F: 3 clusters Score -12217.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -12270.920898 Penalty: 1647.393921 Iteration 1F: 3 clusters Score -12270.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -12285.678711 Penalty: 1647.393921 Iteration 2Q: 3 clusters Score -12285.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -12288.527344 Penalty: 1647.393921 Iteration 3Q: 3 clusters Score -12288.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -12288.527344 Penalty: 1647.393921 Iteration 4F: 3 clusters Score -12288.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2830 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Entering Unmasked Estep Score: -261434.343750 Penalty: 1291.555176 Iteration 0F: 2 clusters Score -261434.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -258822.109375 Penalty: 2583.110352 Iteration 0F: 3 clusters Score -258822.1 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -259485.843750 Penalty: 2583.110352 Iteration 1F: 3 clusters Score -259485.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -259637.843750 Penalty: 2583.110352 Iteration 2F: 3 clusters Score -259637.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -259725.562500 Penalty: 2583.110352 Iteration 3Q: 3 clusters Score -259725.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -259822.125000 Penalty: 2583.110352 Iteration 4Q: 3 clusters Score -259822.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -259912.296875 Penalty: 2583.110352 Iteration 5Q: 3 clusters Score -259912.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -259996.296875 Penalty: 2583.110352 Iteration 6Q: 3 clusters Score -259996.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -260057.187500 Penalty: 2583.110352 Iteration 7Q: 3 clusters Score -260057.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -260119.250000 Penalty: 2583.110352 Iteration 8Q: 3 clusters Score -260119.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -260178.906250 Penalty: 2583.110352 Iteration 9Q: 3 clusters Score -260178.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -260256.234375 Penalty: 2583.110352 Iteration 10Q: 3 clusters Score -260256.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -260333.703125 Penalty: 2583.110352 Iteration 11Q: 3 clusters Score -260333.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -260391.343750 Penalty: 2583.110352 Iteration 12Q: 3 clusters Score -260391.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -260455.703125 Penalty: 2583.110352 Iteration 13Q: 3 clusters Score -260455.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -260533.187500 Penalty: 2583.110352 Iteration 14Q: 3 clusters Score -260533.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -260606.796875 Penalty: 2583.110352 Iteration 15Q: 3 clusters Score -260606.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -260672.203125 Penalty: 2583.110352 Iteration 16Q: 3 clusters Score -260672.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -260712.156250 Penalty: 2583.110352 Iteration 17Q: 3 clusters Score -260712.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -260746.984375 Penalty: 2583.110352 Iteration 18Q: 3 clusters Score -260747 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -260777.937500 Penalty: 2583.110352 Iteration 19Q: 3 clusters Score -260777.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -260795.859375 Penalty: 2583.110352 Iteration 20F: 3 clusters Score -260795.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -260810.062500 Penalty: 2583.110352 Iteration 21Q: 3 clusters Score -260810.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -260816.359375 Penalty: 2583.110352 Iteration 22Q: 3 clusters Score -260816.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -260820.562500 Penalty: 2583.110352 Iteration 23Q: 3 clusters Score -260820.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -260821.828125 Penalty: 2583.110352 Iteration 24Q: 3 clusters Score -260821.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -260824.421875 Penalty: 2583.110352 Iteration 25Q: 3 clusters Score -260824.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -260824.640625 Penalty: 2583.110352 Iteration 26Q: 3 clusters Score -260824.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -260824.578125 Penalty: 2583.110352 Iteration 27Q: 3 clusters Score -260824.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -260824.578125 Penalty: 2583.110352 Iteration 28F: 3 clusters Score -260824.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Entering Unmasked Estep Score: -438396.375000 Penalty: 1361.749756 Iteration 0F: 2 clusters Score -438396.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -434854.937500 Penalty: 2723.499512 Iteration 0F: 3 clusters Score -434854.9 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -435833.062500 Penalty: 2723.499512 Iteration 1F: 3 clusters Score -435833.1 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -435981.375000 Penalty: 2723.499512 Iteration 2F: 3 clusters Score -435981.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -436071.000000 Penalty: 2723.499512 Iteration 3Q: 3 clusters Score -436071 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -436155.687500 Penalty: 2723.499512 Iteration 4Q: 3 clusters Score -436155.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -436215.406250 Penalty: 2723.499512 Iteration 5Q: 3 clusters Score -436215.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -436277.781250 Penalty: 2723.499512 Iteration 6Q: 3 clusters Score -436277.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -436332.125000 Penalty: 2723.499512 Iteration 7Q: 3 clusters Score -436332.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -436395.687500 Penalty: 2723.499512 Iteration 8Q: 3 clusters Score -436395.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -436455.281250 Penalty: 2723.499512 Iteration 9Q: 3 clusters Score -436455.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -436512.218750 Penalty: 2723.499512 Iteration 10Q: 3 clusters Score -436512.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -436574.406250 Penalty: 2723.499512 Iteration 11Q: 3 clusters Score -436574.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -436633.625000 Penalty: 2723.499512 Iteration 12Q: 3 clusters Score -436633.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -436689.250000 Penalty: 2723.499512 Iteration 13Q: 3 clusters Score -436689.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -436742.312500 Penalty: 2723.499512 Iteration 14Q: 3 clusters Score -436742.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -436799.281250 Penalty: 2723.499512 Iteration 15Q: 3 clusters Score -436799.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -436849.031250 Penalty: 2723.499512 Iteration 16Q: 3 clusters Score -436849 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -436891.781250 Penalty: 2723.499512 Iteration 17Q: 3 clusters Score -436891.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -436917.468750 Penalty: 2723.499512 Iteration 18Q: 3 clusters Score -436917.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -436944.968750 Penalty: 2723.499512 Iteration 19Q: 3 clusters Score -436945 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -436965.937500 Penalty: 2723.499512 Iteration 20F: 3 clusters Score -436965.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -436981.312500 Penalty: 2723.499512 Iteration 21Q: 3 clusters Score -436981.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -436995.781250 Penalty: 2723.499512 Iteration 22Q: 3 clusters Score -436995.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -437007.718750 Penalty: 2723.499512 Iteration 23Q: 3 clusters Score -437007.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -437018.031250 Penalty: 2723.499512 Iteration 24Q: 3 clusters Score -437018 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -437028.093750 Penalty: 2723.499512 Iteration 25Q: 3 clusters Score -437028.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -437030.093750 Penalty: 2723.499512 Iteration 26Q: 3 clusters Score -437030.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -437033.343750 Penalty: 2723.499512 Iteration 27Q: 3 clusters Score -437033.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -437037.250000 Penalty: 2723.499512 Iteration 28Q: 3 clusters Score -437037.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -437040.156250 Penalty: 2723.499512 Iteration 29Q: 3 clusters Score -437040.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -437043.312500 Penalty: 2723.499512 Iteration 30Q: 3 clusters Score -437043.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -437044.750000 Penalty: 2723.499512 Iteration 31Q: 3 clusters Score -437044.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -437047.031250 Penalty: 2723.499512 Iteration 32Q: 3 clusters Score -437047 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -437049.937500 Penalty: 2723.499512 Iteration 33Q: 3 clusters Score -437049.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -437052.062500 Penalty: 2723.499512 Iteration 34Q: 3 clusters Score -437052.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -437052.437500 Penalty: 2723.499512 Iteration 35Q: 3 clusters Score -437052.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -437054.781250 Penalty: 2723.499512 Iteration 36Q: 3 clusters Score -437054.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -437056.562500 Penalty: 2723.499512 Iteration 37Q: 3 clusters Score -437056.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -437058.875000 Penalty: 2723.499512 Iteration 38Q: 3 clusters Score -437058.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -437061.593750 Penalty: 2723.499512 Iteration 39Q: 3 clusters Score -437061.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -437061.656250 Penalty: 2723.499512 Iteration 40F: 3 clusters Score -437061.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -437063.250000 Penalty: 2723.499512 Iteration 41Q: 3 clusters Score -437063.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -437065.187500 Penalty: 2723.499512 Iteration 42Q: 3 clusters Score -437065.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -437065.156250 Penalty: 2723.499512 Iteration 43Q: 3 clusters Score -437065.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -437064.843750 Penalty: 2723.499512 Iteration 44Q: 3 clusters Score -437064.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -437064.843750 Penalty: 2723.499512 Iteration 45F: 3 clusters Score -437064.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Entering Unmasked Estep Score: -214504.812500 Penalty: 1248.253540 Iteration 0F: 2 clusters Score -214504.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -212299.437500 Penalty: 2496.507080 Iteration 0F: 3 clusters Score -212299.4 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -212786.000000 Penalty: 2496.507080 Iteration 1F: 3 clusters Score -212786 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -212911.937500 Penalty: 2496.507080 Iteration 2F: 3 clusters Score -212911.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -212986.062500 Penalty: 2496.507080 Iteration 3Q: 3 clusters Score -212986.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -213031.390625 Penalty: 2496.507080 Iteration 4Q: 3 clusters Score -213031.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -213064.546875 Penalty: 2496.507080 Iteration 5Q: 3 clusters Score -213064.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -213088.140625 Penalty: 2496.507080 Iteration 6Q: 3 clusters Score -213088.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -213108.640625 Penalty: 2496.507080 Iteration 7Q: 3 clusters Score -213108.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -213128.890625 Penalty: 2496.507080 Iteration 8Q: 3 clusters Score -213128.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -213148.828125 Penalty: 2496.507080 Iteration 9Q: 3 clusters Score -213148.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -213165.343750 Penalty: 2496.507080 Iteration 10Q: 3 clusters Score -213165.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -213176.593750 Penalty: 2496.507080 Iteration 11Q: 3 clusters Score -213176.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -213185.015625 Penalty: 2496.507080 Iteration 12Q: 3 clusters Score -213185 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -213189.859375 Penalty: 2496.507080 Iteration 13Q: 3 clusters Score -213189.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -213194.750000 Penalty: 2496.507080 Iteration 14Q: 3 clusters Score -213194.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -213196.562500 Penalty: 2496.507080 Iteration 15Q: 3 clusters Score -213196.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -213198.531250 Penalty: 2496.507080 Iteration 16Q: 3 clusters Score -213198.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -213204.734375 Penalty: 2496.507080 Iteration 17Q: 3 clusters Score -213204.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -213209.640625 Penalty: 2496.507080 Iteration 18Q: 3 clusters Score -213209.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -213211.890625 Penalty: 2496.507080 Iteration 19Q: 3 clusters Score -213211.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -213214.250000 Penalty: 2496.507080 Iteration 20F: 3 clusters Score -213214.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -213216.562500 Penalty: 2496.507080 Iteration 21Q: 3 clusters Score -213216.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -213217.390625 Penalty: 2496.507080 Iteration 22Q: 3 clusters Score -213217.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -213219.328125 Penalty: 2496.507080 Iteration 23Q: 3 clusters Score -213219.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -213220.046875 Penalty: 2496.507080 Iteration 24Q: 3 clusters Score -213220 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -213221.156250 Penalty: 2496.507080 Iteration 25Q: 3 clusters Score -213221.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -213223.484375 Penalty: 2496.507080 Iteration 26Q: 3 clusters Score -213223.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -213224.890625 Penalty: 2496.507080 Iteration 27Q: 3 clusters Score -213224.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -213224.937500 Penalty: 2496.507080 Iteration 28Q: 3 clusters Score -213224.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -213225.593750 Penalty: 2496.507080 Iteration 29Q: 3 clusters Score -213225.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -213225.875000 Penalty: 2496.507080 Iteration 30Q: 3 clusters Score -213225.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -213225.875000 Penalty: 2496.507080 Iteration 31F: 3 clusters Score -213225.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Entering Unmasked Estep Score: -71977.734375 Penalty: 1076.841553 Iteration 0F: 2 clusters Score -71977.73 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 356 members Entering Unmasked Estep Score: -70720.460938 Penalty: 2153.683105 Iteration 0F: 3 clusters Score -70720.46 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -70907.101562 Penalty: 2153.683105 Iteration 1F: 3 clusters Score -70907.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -70981.468750 Penalty: 2153.683105 Iteration 2F: 3 clusters Score -70981.47 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -71008.914062 Penalty: 2153.683105 Iteration 3Q: 3 clusters Score -71008.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -71026.906250 Penalty: 2153.683105 Iteration 4Q: 3 clusters Score -71026.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -71034.296875 Penalty: 2153.683105 Iteration 5Q: 3 clusters Score -71034.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -71040.046875 Penalty: 2153.683105 Iteration 6Q: 3 clusters Score -71040.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -71049.195312 Penalty: 2153.683105 Iteration 7Q: 3 clusters Score -71049.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -71058.656250 Penalty: 2153.683105 Iteration 8Q: 3 clusters Score -71058.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -71071.226562 Penalty: 2153.683105 Iteration 9Q: 3 clusters Score -71071.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -71076.109375 Penalty: 2153.683105 Iteration 10Q: 3 clusters Score -71076.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -71081.406250 Penalty: 2153.683105 Iteration 11Q: 3 clusters Score -71081.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -71083.757812 Penalty: 2153.683105 Iteration 12Q: 3 clusters Score -71083.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -71087.015625 Penalty: 2153.683105 Iteration 13Q: 3 clusters Score -71087.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -71088.476562 Penalty: 2153.683105 Iteration 14Q: 3 clusters Score -71088.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -71091.812500 Penalty: 2153.683105 Iteration 15Q: 3 clusters Score -71091.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -71096.765625 Penalty: 2153.683105 Iteration 16Q: 3 clusters Score -71096.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -71099.171875 Penalty: 2153.683105 Iteration 17Q: 3 clusters Score -71099.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -71100.492188 Penalty: 2153.683105 Iteration 18Q: 3 clusters Score -71100.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -71101.804688 Penalty: 2153.683105 Iteration 19Q: 3 clusters Score -71101.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -71104.164062 Penalty: 2153.683105 Iteration 20F: 3 clusters Score -71104.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -71105.375000 Penalty: 2153.683105 Iteration 21Q: 3 clusters Score -71105.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -71107.062500 Penalty: 2153.683105 Iteration 22Q: 3 clusters Score -71107.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -71108.687500 Penalty: 2153.683105 Iteration 23Q: 3 clusters Score -71108.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -71108.687500 Penalty: 2153.683105 Iteration 24F: 3 clusters Score -71108.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Entering Unmasked Estep Score: -49594.816406 Penalty: 1032.585205 Iteration 0F: 2 clusters Score -49594.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -48547.792969 Penalty: 2065.170410 Iteration 0F: 3 clusters Score -48547.79 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -48762.347656 Penalty: 2065.170410 Iteration 1F: 3 clusters Score -48762.35 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -48815.359375 Penalty: 2065.170410 Iteration 2F: 3 clusters Score -48815.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -48842.195312 Penalty: 2065.170410 Iteration 3Q: 3 clusters Score -48842.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -48883.761719 Penalty: 2065.170410 Iteration 4Q: 3 clusters Score -48883.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -48917.839844 Penalty: 2065.170410 Iteration 5Q: 3 clusters Score -48917.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -48939.214844 Penalty: 2065.170410 Iteration 6Q: 3 clusters Score -48939.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -48948.855469 Penalty: 2065.170410 Iteration 7Q: 3 clusters Score -48948.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -48962.574219 Penalty: 2065.170410 Iteration 8Q: 3 clusters Score -48962.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -48975.484375 Penalty: 2065.170410 Iteration 9Q: 3 clusters Score -48975.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -48981.117188 Penalty: 2065.170410 Iteration 10Q: 3 clusters Score -48981.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -48982.468750 Penalty: 2065.170410 Iteration 11Q: 3 clusters Score -48982.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -48983.785156 Penalty: 2065.170410 Iteration 12Q: 3 clusters Score -48983.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -48984.519531 Penalty: 2065.170410 Iteration 13Q: 3 clusters Score -48984.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -48984.832031 Penalty: 2065.170410 Iteration 14Q: 3 clusters Score -48984.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -48984.832031 Penalty: 2065.170410 Iteration 15F: 3 clusters Score -48984.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Entering Unmasked Estep Score: -45300.039062 Penalty: 1001.196167 Iteration 0F: 2 clusters Score -45300.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -44243.851562 Penalty: 2002.392334 Iteration 0F: 3 clusters Score -44243.85 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -44379.957031 Penalty: 2002.392334 Iteration 1F: 3 clusters Score -44379.96 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -44422.593750 Penalty: 2002.392334 Iteration 2F: 3 clusters Score -44422.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -44441.515625 Penalty: 2002.392334 Iteration 3Q: 3 clusters Score -44441.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -44455.078125 Penalty: 2002.392334 Iteration 4Q: 3 clusters Score -44455.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -44460.203125 Penalty: 2002.392334 Iteration 5Q: 3 clusters Score -44460.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -44466.011719 Penalty: 2002.392334 Iteration 6Q: 3 clusters Score -44466.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -44466.011719 Penalty: 2002.392334 Iteration 7F: 3 clusters Score -44466.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (35100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35100 members Entering Unmasked Estep Score: -3461092.000000 Penalty: 1700.718018 Iteration 0F: 2 clusters Score -3461092 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17609 members Mstep: Class 2 contains 17491 members Entering Unmasked Estep Score: -3437693.500000 Penalty: 3401.436035 Iteration 0F: 3 clusters Score -3437694 nChanged 16145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18120 members Mstep: Class 2 contains 16980 members Entering Unmasked Estep Score: -3447289.000000 Penalty: 3401.436035 Iteration 1F: 3 clusters Score -3447289 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18551 members Mstep: Class 2 contains 16549 members Entering Unmasked Estep Score: -3448643.500000 Penalty: 3401.436035 Iteration 2F: 3 clusters Score -3448644 nChanged 2404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19153 members Mstep: Class 2 contains 15947 members Entering Unmasked Estep Score: -3450406.000000 Penalty: 3401.436035 Iteration 3F: 3 clusters Score -3450406 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19718 members Mstep: Class 2 contains 15382 members Entering Unmasked Estep Score: -3452289.500000 Penalty: 3401.436035 Iteration 4F: 3 clusters Score -3452290 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20107 members Mstep: Class 2 contains 14993 members Entering Unmasked Estep Score: -3454076.750000 Penalty: 3401.436035 Iteration 5F: 3 clusters Score -3454077 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20264 members Mstep: Class 2 contains 14836 members Entering Unmasked Estep Score: -3455568.000000 Penalty: 3401.436035 Iteration 6F: 3 clusters Score -3455568 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20244 members Mstep: Class 2 contains 14856 members Entering Unmasked Estep Score: -3456395.750000 Penalty: 3401.436035 Iteration 7Q: 3 clusters Score -3456396 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20160 members Mstep: Class 2 contains 14940 members Entering Unmasked Estep Score: -3456789.750000 Penalty: 3401.436035 Iteration 8Q: 3 clusters Score -3456790 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20095 members Mstep: Class 2 contains 15005 members Entering Unmasked Estep Score: -3456949.000000 Penalty: 3401.436035 Iteration 9Q: 3 clusters Score -3456949 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20049 members Mstep: Class 2 contains 15051 members Entering Unmasked Estep Score: -3457048.250000 Penalty: 3401.436035 Iteration 10Q: 3 clusters Score -3457048 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19980 members Mstep: Class 2 contains 15120 members Entering Unmasked Estep Score: -3457106.500000 Penalty: 3401.436035 Iteration 11Q: 3 clusters Score -3457106 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19896 members Mstep: Class 2 contains 15204 members Entering Unmasked Estep Score: -3457157.000000 Penalty: 3401.436035 Iteration 12Q: 3 clusters Score -3457157 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19815 members Mstep: Class 2 contains 15285 members Entering Unmasked Estep Score: -3457190.250000 Penalty: 3401.436035 Iteration 13Q: 3 clusters Score -3457190 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19733 members Mstep: Class 2 contains 15367 members Entering Unmasked Estep Score: -3457209.750000 Penalty: 3401.436035 Iteration 14Q: 3 clusters Score -3457210 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19650 members Mstep: Class 2 contains 15450 members Entering Unmasked Estep Score: -3457227.500000 Penalty: 3401.436035 Iteration 15Q: 3 clusters Score -3457228 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19573 members Mstep: Class 2 contains 15527 members Entering Unmasked Estep Score: -3457246.500000 Penalty: 3401.436035 Iteration 16Q: 3 clusters Score -3457246 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19482 members Mstep: Class 2 contains 15618 members Entering Unmasked Estep Score: -3457256.250000 Penalty: 3401.436035 Iteration 17Q: 3 clusters Score -3457256 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19381 members Mstep: Class 2 contains 15719 members Entering Unmasked Estep Score: -3457300.000000 Penalty: 3401.436035 Iteration 18Q: 3 clusters Score -3457300 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19301 members Mstep: Class 2 contains 15799 members Entering Unmasked Estep Score: -3457329.000000 Penalty: 3401.436035 Iteration 19Q: 3 clusters Score -3457329 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19211 members Mstep: Class 2 contains 15889 members Entering Unmasked Estep Score: -3457342.000000 Penalty: 3401.436035 Iteration 20F: 3 clusters Score -3457342 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19113 members Mstep: Class 2 contains 15987 members Entering Unmasked Estep Score: -3457359.250000 Penalty: 3401.436035 Iteration 21Q: 3 clusters Score -3457359 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19019 members Mstep: Class 2 contains 16081 members Entering Unmasked Estep Score: -3457369.250000 Penalty: 3401.436035 Iteration 22Q: 3 clusters Score -3457369 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18930 members Mstep: Class 2 contains 16170 members Entering Unmasked Estep Score: -3457373.750000 Penalty: 3401.436035 Iteration 23Q: 3 clusters Score -3457374 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18845 members Mstep: Class 2 contains 16255 members Entering Unmasked Estep Score: -3457400.250000 Penalty: 3401.436035 Iteration 24Q: 3 clusters Score -3457400 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18761 members Mstep: Class 2 contains 16339 members Entering Unmasked Estep Score: -3457398.750000 Penalty: 3401.436035 Iteration 25Q: 3 clusters Score -3457399 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18689 members Mstep: Class 2 contains 16411 members Entering Unmasked Estep Score: -3457412.750000 Penalty: 3401.436035 Iteration 26Q: 3 clusters Score -3457413 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18603 members Mstep: Class 2 contains 16497 members Entering Unmasked Estep Score: -3457427.250000 Penalty: 3401.436035 Iteration 27Q: 3 clusters Score -3457427 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18535 members Mstep: Class 2 contains 16565 members Entering Unmasked Estep Score: -3457439.500000 Penalty: 3401.436035 Iteration 28Q: 3 clusters Score -3457440 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18476 members Mstep: Class 2 contains 16624 members Entering Unmasked Estep Score: -3457439.500000 Penalty: 3401.436035 Iteration 29Q: 3 clusters Score -3457440 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18427 members Mstep: Class 2 contains 16673 members Entering Unmasked Estep Score: -3457458.750000 Penalty: 3401.436035 Iteration 30Q: 3 clusters Score -3457459 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18358 members Mstep: Class 2 contains 16742 members Entering Unmasked Estep Score: -3457466.250000 Penalty: 3401.436035 Iteration 31Q: 3 clusters Score -3457466 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18298 members Mstep: Class 2 contains 16802 members Entering Unmasked Estep Score: -3457483.750000 Penalty: 3401.436035 Iteration 32Q: 3 clusters Score -3457484 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18233 members Mstep: Class 2 contains 16867 members Entering Unmasked Estep Score: -3457473.250000 Penalty: 3401.436035 Iteration 33Q: 3 clusters Score -3457473 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18192 members Mstep: Class 2 contains 16908 members Entering Unmasked Estep Score: -3457481.500000 Penalty: 3401.436035 Iteration 34Q: 3 clusters Score -3457482 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18146 members Mstep: Class 2 contains 16954 members Entering Unmasked Estep Score: -3457475.750000 Penalty: 3401.436035 Iteration 35Q: 3 clusters Score -3457476 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18107 members Mstep: Class 2 contains 16993 members Entering Unmasked Estep Score: -3457480.000000 Penalty: 3401.436035 Iteration 36Q: 3 clusters Score -3457480 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18069 members Mstep: Class 2 contains 17031 members Entering Unmasked Estep Score: -3457493.250000 Penalty: 3401.436035 Iteration 37Q: 3 clusters Score -3457493 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18024 members Mstep: Class 2 contains 17076 members Entering Unmasked Estep Score: -3457493.500000 Penalty: 3401.436035 Iteration 38Q: 3 clusters Score -3457494 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17978 members Mstep: Class 2 contains 17122 members Entering Unmasked Estep Score: -3457498.500000 Penalty: 3401.436035 Iteration 39Q: 3 clusters Score -3457498 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17932 members Mstep: Class 2 contains 17168 members Entering Unmasked Estep Score: -3457494.500000 Penalty: 3401.436035 Iteration 40F: 3 clusters Score -3457494 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17900 members Mstep: Class 2 contains 17200 members Entering Unmasked Estep Score: -3457489.500000 Penalty: 3401.436035 Iteration 41Q: 3 clusters Score -3457490 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17850 members Mstep: Class 2 contains 17250 members Entering Unmasked Estep Score: -3457495.250000 Penalty: 3401.436035 Iteration 42Q: 3 clusters Score -3457495 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17806 members Mstep: Class 2 contains 17294 members Entering Unmasked Estep Score: -3457504.000000 Penalty: 3401.436035 Iteration 43Q: 3 clusters Score -3457504 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17774 members Mstep: Class 2 contains 17326 members Entering Unmasked Estep Score: -3457513.250000 Penalty: 3401.436035 Iteration 44Q: 3 clusters Score -3457513 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17738 members Mstep: Class 2 contains 17362 members Entering Unmasked Estep Score: -3457511.750000 Penalty: 3401.436035 Iteration 45Q: 3 clusters Score -3457512 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17709 members Mstep: Class 2 contains 17391 members Entering Unmasked Estep Score: -3457517.500000 Penalty: 3401.436035 Iteration 46Q: 3 clusters Score -3457518 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17677 members Mstep: Class 2 contains 17423 members Entering Unmasked Estep Score: -3457521.750000 Penalty: 3401.436035 Iteration 47Q: 3 clusters Score -3457522 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17648 members Mstep: Class 2 contains 17452 members Entering Unmasked Estep Score: -3457525.750000 Penalty: 3401.436035 Iteration 48Q: 3 clusters Score -3457526 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17625 members Mstep: Class 2 contains 17475 members Entering Unmasked Estep Score: -3457525.500000 Penalty: 3401.436035 Iteration 49Q: 3 clusters Score -3457526 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17582 members Mstep: Class 2 contains 17518 members Entering Unmasked Estep Score: -3457529.250000 Penalty: 3401.436035 Iteration 50Q: 3 clusters Score -3457529 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17541 members Mstep: Class 2 contains 17559 members Entering Unmasked Estep Score: -3457523.500000 Penalty: 3401.436035 Iteration 51Q: 3 clusters Score -3457524 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17501 members Mstep: Class 2 contains 17599 members Entering Unmasked Estep Score: -3457525.000000 Penalty: 3401.436035 Iteration 52Q: 3 clusters Score -3457525 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17460 members Mstep: Class 2 contains 17640 members Entering Unmasked Estep Score: -3457525.750000 Penalty: 3401.436035 Iteration 53Q: 3 clusters Score -3457526 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17433 members Mstep: Class 2 contains 17667 members Entering Unmasked Estep Score: -3457532.000000 Penalty: 3401.436035 Iteration 54Q: 3 clusters Score -3457532 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17396 members Mstep: Class 2 contains 17704 members Entering Unmasked Estep Score: -3457530.000000 Penalty: 3401.436035 Iteration 55Q: 3 clusters Score -3457530 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17354 members Mstep: Class 2 contains 17746 members Entering Unmasked Estep Score: -3457541.750000 Penalty: 3401.436035 Iteration 56Q: 3 clusters Score -3457542 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17324 members Mstep: Class 2 contains 17776 members Entering Unmasked Estep Score: -3457544.500000 Penalty: 3401.436035 Iteration 57Q: 3 clusters Score -3457544 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17295 members Mstep: Class 2 contains 17805 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -3457561.000000 Penalty: 3401.436035 Iteration 62Q: 3 clusters Score -3457561 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17104 members Mstep: Class 2 contains 17996 members Entering Unmasked Estep Score: -3457570.500000 Penalty: 3401.436035 Iteration 63Q: 3 clusters Score -3457570 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17040 members Mstep: Class 2 contains 18060 members Entering Unmasked Estep Score: -3457556.000000 Penalty: 3401.436035 Iteration 64Q: 3 clusters Score -3457556 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16979 members Mstep: Class 2 contains 18121 members Entering Unmasked Estep Score: -3457565.500000 Penalty: 3401.436035 Iteration 65Q: 3 clusters Score -3457566 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16922 members Mstep: Class 2 contains 18178 members Entering Unmasked Estep Score: -3457566.500000 Penalty: 3401.436035 Iteration 66Q: 3 clusters Score -3457566 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16869 members Mstep: Class 2 contains 18231 members Entering Unmasked Estep Score: -3457571.250000 Penalty: 3401.436035 Iteration 67Q: 3 clusters Score -3457571 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16817 members Mstep: Class 2 contains 18283 members Entering Unmasked Estep Score: -3457574.000000 Penalty: 3401.436035 Iteration 68Q: 3 clusters Score -3457574 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16766 members Mstep: Class 2 contains 18334 members Entering Unmasked Estep Score: -3457568.250000 Penalty: 3401.436035 Iteration 69Q: 3 clusters Score -3457568 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16704 members Mstep: Class 2 contains 18396 members Entering Unmasked Estep Score: -3457582.500000 Penalty: 3401.436035 Iteration 70Q: 3 clusters Score -3457582 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16635 members Mstep: Class 2 contains 18465 members Entering Unmasked Estep Score: -3457591.750000 Penalty: 3401.436035 Iteration 71Q: 3 clusters Score -3457592 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16565 members Mstep: Class 2 contains 18535 members Entering Unmasked Estep Score: -3457589.750000 Penalty: 3401.436035 Iteration 72Q: 3 clusters Score -3457590 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16498 members Mstep: Class 2 contains 18602 members Entering Unmasked Estep Score: -3457595.000000 Penalty: 3401.436035 Iteration 73Q: 3 clusters Score -3457595 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16426 members Mstep: Class 2 contains 18674 members Entering Unmasked Estep Score: -3457601.250000 Penalty: 3401.436035 Iteration 74Q: 3 clusters Score -3457601 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16372 members Mstep: Class 2 contains 18728 members Entering Unmasked Estep Score: -3457601.000000 Penalty: 3401.436035 Iteration 75Q: 3 clusters Score -3457601 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16306 members Mstep: Class 2 contains 18794 members Entering Unmasked Estep Score: -3457624.000000 Penalty: 3401.436035 Iteration 76Q: 3 clusters Score -3457624 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16238 members Mstep: Class 2 contains 18862 members Entering Unmasked Estep Score: -3457628.750000 Penalty: 3401.436035 Iteration 77Q: 3 clusters Score -3457629 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16166 members Mstep: Class 2 contains 18934 members Entering Unmasked Estep Score: -3457627.250000 Penalty: 3401.436035 Iteration 78Q: 3 clusters Score -3457627 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16106 members Mstep: Class 2 contains 18994 members Entering Unmasked Estep Score: -3457628.250000 Penalty: 3401.436035 Iteration 79Q: 3 clusters Score -3457628 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16069 members Mstep: Class 2 contains 19031 members Entering Unmasked Estep Score: -3457634.250000 Penalty: 3401.436035 Iteration 80F: 3 clusters Score -3457634 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16026 members Mstep: Class 2 contains 19074 members Entering Unmasked Estep Score: -3457638.000000 Penalty: 3401.436035 Iteration 81Q: 3 clusters Score -3457638 nChanged 35 Entering Unmasked 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27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15885 members Mstep: Class 2 contains 19215 members Entering Unmasked Estep Score: -3457650.750000 Penalty: 3401.436035 Iteration 86Q: 3 clusters Score -3457651 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15866 members Mstep: Class 2 contains 19234 members Entering Unmasked Estep Score: -3457651.000000 Penalty: 3401.436035 Iteration 87Q: 3 clusters Score -3457651 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15836 members Mstep: Class 2 contains 19264 members Entering Unmasked Estep Score: -3457647.000000 Penalty: 3401.436035 Iteration 88Q: 3 clusters Score -3457647 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15797 members Mstep: Class 2 contains 19303 members Entering Unmasked Estep Score: -3457647.500000 Penalty: 3401.436035 Iteration 89Q: 3 clusters 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Iteration 93Q: 3 clusters Score -3457641 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15632 members Mstep: Class 2 contains 19468 members Entering Unmasked Estep Score: -3457644.000000 Penalty: 3401.436035 Iteration 94Q: 3 clusters Score -3457644 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15602 members Mstep: Class 2 contains 19498 members Entering Unmasked Estep Score: -3457647.000000 Penalty: 3401.436035 Iteration 95Q: 3 clusters Score -3457647 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15577 members Mstep: Class 2 contains 19523 members Entering Unmasked Estep Score: -3457642.750000 Penalty: 3401.436035 Iteration 96Q: 3 clusters Score -3457643 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15553 members Mstep: Class 2 contains 19547 members Entering Unmasked Estep Score: -3457645.750000 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Class 1 contains 14720 members Mstep: Class 2 contains 20380 members Entering Unmasked Estep Score: -3457711.750000 Penalty: 3401.436035 Iteration 117Q: 3 clusters Score -3457712 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14666 members Mstep: Class 2 contains 20434 members Entering Unmasked Estep Score: -3457715.250000 Penalty: 3401.436035 Iteration 118Q: 3 clusters Score -3457715 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14602 members Mstep: Class 2 contains 20498 members Entering Unmasked Estep Score: -3457704.000000 Penalty: 3401.436035 Iteration 119Q: 3 clusters Score -3457704 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14542 members Mstep: Class 2 contains 20558 members Entering Unmasked Estep Score: -3457714.250000 Penalty: 3401.436035 Iteration 120F: 3 clusters Score -3457714 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14476 members Mstep: Class 2 contains 20624 members Entering Unmasked Estep Score: -3457719.250000 Penalty: 3401.436035 Iteration 121Q: 3 clusters Score -3457719 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14430 members Mstep: Class 2 contains 20670 members Entering Unmasked Estep Score: -3457724.500000 Penalty: 3401.436035 Iteration 122Q: 3 clusters Score -3457724 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14388 members Mstep: Class 2 contains 20712 members Entering Unmasked Estep Score: -3457728.750000 Penalty: 3401.436035 Iteration 123Q: 3 clusters Score -3457729 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14339 members Mstep: Class 2 contains 20761 members Entering Unmasked Estep Score: -3457727.500000 Penalty: 3401.436035 Iteration 124Q: 3 clusters Score -3457728 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14290 members Mstep: Class 2 contains 20810 members Entering Unmasked Estep Score: -3457715.250000 Penalty: 3401.436035 Iteration 125Q: 3 clusters Score -3457715 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14244 members Mstep: Class 2 contains 20856 members Entering Unmasked Estep Score: -3457731.750000 Penalty: 3401.436035 Iteration 126Q: 3 clusters Score -3457732 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14197 members Mstep: Class 2 contains 20903 members Entering Unmasked Estep Score: -3457737.750000 Penalty: 3401.436035 Iteration 127Q: 3 clusters Score -3457738 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14153 members Mstep: Class 2 contains 20947 members Entering Unmasked Estep Score: -3457746.000000 Penalty: 3401.436035 Iteration 128Q: 3 clusters Score -3457746 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14106 members Mstep: Class 2 contains 20994 members Entering Unmasked Estep Score: -3457752.500000 Penalty: 3401.436035 Iteration 129Q: 3 clusters Score -3457752 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14059 members Mstep: Class 2 contains 21041 members Entering Unmasked Estep Score: -3457745.250000 Penalty: 3401.436035 Iteration 130Q: 3 clusters Score -3457745 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14021 members Mstep: Class 2 contains 21079 members Entering Unmasked Estep Score: -3457751.500000 Penalty: 3401.436035 Iteration 131Q: 3 clusters Score -3457752 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 21124 members Entering Unmasked Estep Score: -3457762.250000 Penalty: 3401.436035 Iteration 132Q: 3 clusters Score -3457762 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13928 members Mstep: Class 2 contains 21172 members Entering Unmasked Estep Score: -3457769.500000 Penalty: 3401.436035 Iteration 133Q: 3 clusters Score -3457770 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13876 members Mstep: Class 2 contains 21224 members Entering Unmasked Estep Score: -3457767.250000 Penalty: 3401.436035 Iteration 134Q: 3 clusters Score -3457767 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13817 members Mstep: Class 2 contains 21283 members Entering Unmasked Estep Score: -3457769.750000 Penalty: 3401.436035 Iteration 135Q: 3 clusters Score -3457770 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13776 members Mstep: Class 2 contains 21324 members Entering Unmasked Estep Score: -3457774.250000 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contains 32802 members Entering Unmasked Estep Score: -3460585.500000 Penalty: 3401.436035 Iteration 218Q: 3 clusters Score -3460586 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 32873 members Entering Unmasked Estep Score: -3460607.250000 Penalty: 3401.436035 Iteration 219Q: 3 clusters Score -3460607 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 32920 members Entering Unmasked Estep Score: -3460618.000000 Penalty: 3401.436035 Iteration 220F: 3 clusters Score -3460618 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 32948 members Entering Unmasked Estep Score: -3460624.000000 Penalty: 3401.436035 Iteration 221Q: 3 clusters Score -3460624 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 32978 members Entering Unmasked Estep Score: -3460630.750000 Penalty: 3401.436035 Iteration 222Q: 3 clusters Score -3460631 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 33000 members Entering Unmasked Estep Score: -3460631.250000 Penalty: 3401.436035 Iteration 223Q: 3 clusters Score -3460631 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 33014 members Entering Unmasked Estep Score: -3460635.750000 Penalty: 3401.436035 Iteration 224Q: 3 clusters Score -3460636 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 33031 members Entering Unmasked Estep Score: -3460638.250000 Penalty: 3401.436035 Iteration 225Q: 3 clusters Score -3460638 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 33042 members Entering Unmasked Estep Score: -3460635.500000 Penalty: 3401.436035 Iteration 226Q: 3 clusters Score -3460636 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 33047 members Entering Unmasked Estep Score: -3460636.000000 Penalty: 3401.436035 Iteration 227Q: 3 clusters Score -3460636 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 33047 members Entering Unmasked Estep Score: -3460636.000000 Penalty: 3401.436035 Iteration 228F: 3 clusters Score -3460636 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Entering Unmasked Estep Score: -72113.726562 Penalty: 1078.554443 Iteration 0F: 2 clusters Score -72113.73 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 367 members Entering Unmasked Estep Score: -70844.640625 Penalty: 2157.108887 Iteration 0F: 3 clusters Score -70844.64 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -71109.281250 Penalty: 2157.108887 Iteration 1F: 3 clusters Score -71109.28 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -71174.703125 Penalty: 2157.108887 Iteration 2F: 3 clusters Score -71174.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -71200.070312 Penalty: 2157.108887 Iteration 3Q: 3 clusters Score -71200.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -71225.968750 Penalty: 2157.108887 Iteration 4Q: 3 clusters Score -71225.97 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -71242.578125 Penalty: 2157.108887 Iteration 5Q: 3 clusters Score -71242.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -71261.835938 Penalty: 2157.108887 Iteration 6Q: 3 clusters Score -71261.84 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -71275.171875 Penalty: 2157.108887 Iteration 7Q: 3 clusters Score -71275.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -71280.789062 Penalty: 2157.108887 Iteration 8Q: 3 clusters Score -71280.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -71285.953125 Penalty: 2157.108887 Iteration 9Q: 3 clusters Score -71285.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -71291.171875 Penalty: 2157.108887 Iteration 10Q: 3 clusters Score -71291.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -71294.101562 Penalty: 2157.108887 Iteration 11Q: 3 clusters Score -71294.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -71296.070312 Penalty: 2157.108887 Iteration 12Q: 3 clusters Score -71296.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -71301.289062 Penalty: 2157.108887 Iteration 13Q: 3 clusters Score -71301.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -71305.828125 Penalty: 2157.108887 Iteration 14Q: 3 clusters Score -71305.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -71306.828125 Penalty: 2157.108887 Iteration 15Q: 3 clusters Score -71306.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -71307.445312 Penalty: 2157.108887 Iteration 16Q: 3 clusters Score -71307.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -71307.445312 Penalty: 2157.108887 Iteration 17F: 3 clusters Score -71307.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15299 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5170 members Mstep: Class 8 contains 68359 members Mstep: Class 9 contains 2999 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 943 members Mstep: Class 18 contains 2075 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14824 members Mstep: Class 21 contains 5104 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2830 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 2168 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35100 members Mstep: Class 31 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -22261634.000000 Penalty: 64227.179688 Iteration 119Q: 33 clusters Score -2.226163e+07 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15296 members Mstep: Class 3 contains 3895 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5170 members Mstep: Class 8 contains 68358 members Mstep: Class 9 contains 2999 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 944 members Mstep: Class 18 contains 2246 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14824 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 368 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2834 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 2085 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 575 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 35156 members Mstep: Class 31 contains 763 members Mstep: Class 32 contains 3247 members Entering Unmasked Estep ConsiderDeletion Score: -22261972.000000 Penalty: 64227.179688 Iteration 120F: 33 clusters Score -2.226197e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15291 members Mstep: Class 3 contains 3896 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5170 members Mstep: Class 8 contains 68359 members Mstep: Class 9 contains 2999 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 944 members Mstep: Class 18 contains 2366 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14825 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 367 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2837 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 2047 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 578 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34924 members Mstep: Class 31 contains 763 members Mstep: Class 32 contains 3394 members Entering Unmasked Estep ConsiderDeletion Score: -22262108.000000 Penalty: 64227.179688 Iteration 121Q: 33 clusters Score -2.226211e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15285 members Mstep: Class 3 contains 3898 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5171 members Mstep: Class 8 contains 68360 members Mstep: Class 9 contains 2999 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 179 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 2458 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14827 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 364 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2842 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 2019 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 582 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34741 members Mstep: Class 31 contains 763 members Mstep: Class 32 contains 3507 members Entering Unmasked Estep ConsiderDeletion Score: -22262184.000000 Penalty: 64227.179688 Iteration 122Q: 33 clusters Score -2.226218e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15280 members Mstep: Class 3 contains 3898 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5418 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5171 members Mstep: Class 8 contains 68359 members Mstep: Class 9 contains 3001 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 2517 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14830 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 360 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2848 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1998 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 585 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34616 members Mstep: Class 31 contains 763 members Mstep: Class 32 contains 3591 members Entering Unmasked Estep ConsiderDeletion Score: -22262178.000000 Penalty: 64227.179688 Iteration 123Q: 33 clusters Score -2.226218e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15268 members Mstep: Class 3 contains 3899 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5419 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5171 members Mstep: Class 8 contains 68359 members Mstep: Class 9 contains 3001 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 2558 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14830 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 357 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2858 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1977 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 586 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34523 members Mstep: Class 31 contains 763 members Mstep: Class 32 contains 3666 members Entering Unmasked Estep ConsiderDeletion Score: -22262214.000000 Penalty: 64227.179688 Iteration 124Q: 33 clusters Score -2.226221e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15265 members Mstep: Class 3 contains 3901 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5420 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5171 members Mstep: Class 8 contains 68357 members Mstep: Class 9 contains 3002 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12361 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 2600 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14829 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 356 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2862 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1956 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 587 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34445 members Mstep: Class 31 contains 763 members Mstep: Class 32 contains 3721 members Entering Unmasked Estep ConsiderDeletion Score: -22262224.000000 Penalty: 64227.179688 Iteration 125Q: 33 clusters Score -2.226222e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15262 members Mstep: Class 3 contains 3903 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5171 members Mstep: Class 8 contains 68356 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4519 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 946 members Mstep: Class 18 contains 2632 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14830 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 355 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2866 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1938 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 587 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34389 members Mstep: Class 31 contains 763 members Mstep: Class 32 contains 3759 members Entering Unmasked Estep ConsiderDeletion Score: -22262278.000000 Penalty: 64227.179688 Iteration 126Q: 33 clusters Score -2.226228e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15265 members Mstep: Class 3 contains 3903 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5171 members Mstep: Class 8 contains 68352 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4518 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 947 members Mstep: Class 18 contains 2665 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14831 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 353 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2866 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1927 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34341 members Mstep: Class 31 contains 763 members Mstep: Class 32 contains 3786 members Entering Unmasked Estep ConsiderDeletion Score: -22262286.000000 Penalty: 64227.179688 Iteration 127Q: 33 clusters Score -2.226229e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 15266 members Mstep: Class 3 contains 3903 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5172 members Mstep: Class 8 contains 68351 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 947 members Mstep: Class 18 contains 2703 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14833 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 347 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2866 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1908 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34305 members Mstep: Class 31 contains 763 members Mstep: Class 32 contains 3807 members Entering Unmasked Estep ConsiderDeletion Score: -22262342.000000 Penalty: 64227.179688 Iteration 128Q: 33 clusters Score -2.226234e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15268 members Mstep: Class 3 contains 3902 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5172 members Mstep: Class 8 contains 68350 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3476 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 947 members Mstep: Class 18 contains 2739 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14838 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 345 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2866 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1885 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 587 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34269 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3828 members Entering Unmasked Estep ConsiderDeletion Score: -22262358.000000 Penalty: 64227.179688 Iteration 129Q: 33 clusters Score -2.226236e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15268 members Mstep: Class 3 contains 3903 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5172 members Mstep: Class 8 contains 68350 members Mstep: Class 9 contains 3004 members Mstep: Class 10 contains 3475 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 949 members Mstep: Class 18 contains 2767 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14841 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 343 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2866 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1867 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 587 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34231 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3852 members Entering Unmasked Estep ConsiderDeletion Score: -22262358.000000 Penalty: 64227.179688 Iteration 130Q: 33 clusters Score -2.226236e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15268 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5172 members Mstep: Class 8 contains 68350 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3475 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 951 members Mstep: Class 18 contains 2787 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14847 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 340 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2866 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1852 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 587 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34200 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3873 members Entering Unmasked Estep ConsiderDeletion Score: -22262402.000000 Penalty: 64227.179688 Iteration 131Q: 33 clusters Score -2.22624e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15268 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5172 members Mstep: Class 8 contains 68350 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3475 members Mstep: Class 11 contains 4515 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2807 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 335 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2866 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1841 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 587 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34174 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3892 members Entering Unmasked Estep ConsiderDeletion Score: -22262420.000000 Penalty: 64227.179688 Iteration 132Q: 33 clusters Score -2.226242e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15268 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5172 members Mstep: Class 8 contains 68350 members Mstep: Class 9 contains 3002 members Mstep: Class 10 contains 3475 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2819 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 328 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2866 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1840 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 587 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34152 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3911 members Entering Unmasked Estep ConsiderDeletion Score: -22262430.000000 Penalty: 64227.179688 Iteration 133Q: 33 clusters Score -2.226243e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15268 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5172 members Mstep: Class 8 contains 68349 members Mstep: Class 9 contains 3002 members Mstep: Class 10 contains 3475 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2836 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 324 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2866 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1838 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 587 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34124 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3928 members Entering Unmasked Estep ConsiderDeletion Score: -22262442.000000 Penalty: 64227.179688 Iteration 134Q: 33 clusters Score -2.226244e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15269 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5172 members Mstep: Class 8 contains 68345 members Mstep: Class 9 contains 3002 members Mstep: Class 10 contains 3475 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14850 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 321 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2866 members Mstep: Class 25 contains 4360 members Mstep: Class 26 contains 1834 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34112 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3936 members Entering Unmasked Estep ConsiderDeletion Score: -22262438.000000 Penalty: 64227.179688 Iteration 135Q: 33 clusters Score -2.226244e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15272 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5172 members Mstep: Class 8 contains 68341 members Mstep: Class 9 contains 3002 members Mstep: Class 10 contains 3475 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2853 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14851 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 318 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2866 members Mstep: Class 25 contains 4360 members Mstep: Class 26 contains 1833 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34099 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3946 members Entering Unmasked Estep ConsiderDeletion Score: -22262428.000000 Penalty: 64227.179688 Iteration 136Q: 33 clusters Score -2.226243e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5172 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3475 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2858 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14849 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 318 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4360 members Mstep: Class 26 contains 1833 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34081 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3961 members Entering Unmasked Estep ConsiderDeletion Score: -22262432.000000 Penalty: 64227.179688 Iteration 137Q: 33 clusters Score -2.226243e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68336 members Mstep: Class 9 contains 3004 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2862 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14849 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 317 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4360 members Mstep: Class 26 contains 1831 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34069 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3972 members Entering Unmasked Estep ConsiderDeletion Score: -22262412.000000 Penalty: 64227.179688 Iteration 138Q: 33 clusters Score -2.226241e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2871 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14851 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4360 members Mstep: Class 26 contains 1824 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34058 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3980 members Entering Unmasked Estep ConsiderDeletion Score: -22262406.000000 Penalty: 64227.179688 Iteration 139Q: 33 clusters Score -2.226241e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2876 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14851 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 314 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4360 members Mstep: Class 26 contains 1823 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34041 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 3995 members Entering Unmasked Estep ConsiderDeletion Score: -22262424.000000 Penalty: 64227.179688 Iteration 140F: 33 clusters Score -2.226242e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2881 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14851 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4360 members Mstep: Class 26 contains 1821 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34031 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4004 members Entering Unmasked Estep ConsiderDeletion Score: -22262450.000000 Penalty: 64227.179688 Iteration 141Q: 33 clusters Score -2.226245e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2880 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34027 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4011 members Entering Unmasked Estep ConsiderDeletion Score: -22262434.000000 Penalty: 64227.179688 Iteration 142Q: 33 clusters Score -2.226243e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2880 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34019 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -22262434.000000 Penalty: 64227.179688 Iteration 143Q: 33 clusters Score -2.226243e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2879 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34013 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4026 members Entering Unmasked Estep ConsiderDeletion Score: -22262450.000000 Penalty: 64227.179688 Iteration 144Q: 33 clusters Score -2.226245e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34009 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4031 members Entering Unmasked Estep ConsiderDeletion Score: -22262446.000000 Penalty: 64227.179688 Iteration 145Q: 33 clusters Score -2.226245e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 34004 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4036 members Entering Unmasked Estep ConsiderDeletion Score: -22262450.000000 Penalty: 64227.179688 Iteration 146Q: 33 clusters Score -2.226245e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33999 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4041 members Entering Unmasked Estep ConsiderDeletion Score: -22262450.000000 Penalty: 64227.179688 Iteration 147Q: 33 clusters Score -2.226245e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33995 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4045 members Entering Unmasked Estep ConsiderDeletion Score: -22262450.000000 Penalty: 64227.179688 Iteration 148Q: 33 clusters Score -2.226245e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33992 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4048 members Entering Unmasked Estep ConsiderDeletion Score: -22262444.000000 Penalty: 64227.179688 Iteration 149Q: 33 clusters Score -2.226244e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33986 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4054 members Entering Unmasked Estep ConsiderDeletion Score: -22262442.000000 Penalty: 64227.179688 Iteration 150Q: 33 clusters Score -2.226244e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33976 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4063 members Entering Unmasked Estep ConsiderDeletion Score: -22262444.000000 Penalty: 64227.179688 Iteration 151Q: 33 clusters Score -2.226244e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33970 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4069 members Entering Unmasked Estep ConsiderDeletion Score: -22262452.000000 Penalty: 64227.179688 Iteration 152Q: 33 clusters Score -2.226245e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33965 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4074 members Entering Unmasked Estep ConsiderDeletion Score: -22262440.000000 Penalty: 64227.179688 Iteration 153Q: 33 clusters Score -2.226244e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3906 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33952 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4086 members Entering Unmasked Estep ConsiderDeletion Score: -22262444.000000 Penalty: 64227.179688 Iteration 154Q: 33 clusters Score -2.226244e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3906 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33946 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4092 members Entering Unmasked Estep ConsiderDeletion Score: -22262448.000000 Penalty: 64227.179688 Iteration 155Q: 33 clusters Score -2.226245e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3906 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33941 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4097 members Entering Unmasked Estep ConsiderDeletion Score: -22262436.000000 Penalty: 64227.179688 Iteration 156Q: 33 clusters Score -2.226244e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3906 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33933 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4105 members Entering Unmasked Estep ConsiderDeletion Score: -22262448.000000 Penalty: 64227.179688 Iteration 157Q: 33 clusters Score -2.226245e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3906 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33920 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4118 members Entering Unmasked Estep ConsiderDeletion Score: -22262450.000000 Penalty: 64227.179688 Iteration 158Q: 33 clusters Score -2.226245e+07 nChanged 17 Entering ConstructFrom: Score: -22262450.000000 Penalty: 64227.179688 Entering ConstructFrom: Trying to split cluster 1 (1944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Entering Unmasked Estep Score: -184410.312500 Penalty: 1230.531738 Iteration 0F: 2 clusters Score -184410.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -182356.468750 Penalty: 2461.063477 Iteration 0F: 3 clusters Score -182356.5 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -182799.625000 Penalty: 2461.063477 Iteration 1F: 3 clusters Score -182799.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -182896.968750 Penalty: 2461.063477 Iteration 2F: 3 clusters Score -182897 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -182958.578125 Penalty: 2461.063477 Iteration 3Q: 3 clusters Score -182958.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -182992.890625 Penalty: 2461.063477 Iteration 4Q: 3 clusters Score -182992.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -183016.078125 Penalty: 2461.063477 Iteration 5Q: 3 clusters Score -183016.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -183030.250000 Penalty: 2461.063477 Iteration 6Q: 3 clusters Score -183030.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -183044.062500 Penalty: 2461.063477 Iteration 7Q: 3 clusters Score -183044.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -183057.937500 Penalty: 2461.063477 Iteration 8Q: 3 clusters Score -183057.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -183069.062500 Penalty: 2461.063477 Iteration 9Q: 3 clusters Score -183069.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -183075.031250 Penalty: 2461.063477 Iteration 10Q: 3 clusters Score -183075 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -183081.468750 Penalty: 2461.063477 Iteration 11Q: 3 clusters Score -183081.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -183087.750000 Penalty: 2461.063477 Iteration 12Q: 3 clusters Score -183087.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -183094.937500 Penalty: 2461.063477 Iteration 13Q: 3 clusters Score -183094.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -183099.609375 Penalty: 2461.063477 Iteration 14Q: 3 clusters Score -183099.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -183103.156250 Penalty: 2461.063477 Iteration 15Q: 3 clusters Score -183103.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -183107.031250 Penalty: 2461.063477 Iteration 16Q: 3 clusters Score -183107 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -183109.468750 Penalty: 2461.063477 Iteration 17Q: 3 clusters Score -183109.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -183111.093750 Penalty: 2461.063477 Iteration 18Q: 3 clusters Score -183111.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -183116.406250 Penalty: 2461.063477 Iteration 19Q: 3 clusters Score -183116.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -183119.500000 Penalty: 2461.063477 Iteration 20F: 3 clusters Score -183119.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -183121.359375 Penalty: 2461.063477 Iteration 21Q: 3 clusters Score -183121.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -183123.343750 Penalty: 2461.063477 Iteration 22Q: 3 clusters Score -183123.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -183126.937500 Penalty: 2461.063477 Iteration 23Q: 3 clusters Score -183126.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -183129.046875 Penalty: 2461.063477 Iteration 24Q: 3 clusters Score -183129 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -183130.750000 Penalty: 2461.063477 Iteration 25Q: 3 clusters Score -183130.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -183132.953125 Penalty: 2461.063477 Iteration 26Q: 3 clusters Score -183133 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -183135.406250 Penalty: 2461.063477 Iteration 27Q: 3 clusters Score -183135.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -183136.421875 Penalty: 2461.063477 Iteration 28Q: 3 clusters Score -183136.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -183137.625000 Penalty: 2461.063477 Iteration 29Q: 3 clusters Score -183137.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -183139.062500 Penalty: 2461.063477 Iteration 30Q: 3 clusters Score -183139.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -183141.281250 Penalty: 2461.063477 Iteration 31Q: 3 clusters Score -183141.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -183143.250000 Penalty: 2461.063477 Iteration 32Q: 3 clusters Score -183143.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -183145.468750 Penalty: 2461.063477 Iteration 33Q: 3 clusters Score -183145.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -183145.390625 Penalty: 2461.063477 Iteration 34Q: 3 clusters Score -183145.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -183147.328125 Penalty: 2461.063477 Iteration 35Q: 3 clusters Score -183147.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -183149.781250 Penalty: 2461.063477 Iteration 36Q: 3 clusters Score -183149.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -183150.484375 Penalty: 2461.063477 Iteration 37Q: 3 clusters Score -183150.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -183151.078125 Penalty: 2461.063477 Iteration 38Q: 3 clusters Score -183151.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -183151.656250 Penalty: 2461.063477 Iteration 39Q: 3 clusters Score -183151.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -183151.671875 Penalty: 2461.063477 Iteration 40F: 3 clusters Score -183151.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (15274 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15274 members Entering Unmasked Estep Score: -1466563.625000 Penalty: 1565.509888 Iteration 0F: 2 clusters Score -1466564 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -1456110.875000 Penalty: 3131.019775 Iteration 0F: 3 clusters Score -1456111 nChanged 6742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -1459752.500000 Penalty: 3131.019775 Iteration 1F: 3 clusters Score -1459752 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8487 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -1460056.250000 Penalty: 3131.019775 Iteration 2F: 3 clusters Score -1460056 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -1460361.375000 Penalty: 3131.019775 Iteration 3Q: 3 clusters Score -1460361 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -1460729.125000 Penalty: 3131.019775 Iteration 4Q: 3 clusters Score -1460729 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -1461238.375000 Penalty: 3131.019775 Iteration 5F: 3 clusters Score -1461238 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10846 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1461868.250000 Penalty: 3131.019775 Iteration 6F: 3 clusters Score -1461868 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11621 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1462514.125000 Penalty: 3131.019775 Iteration 7F: 3 clusters Score -1462514 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12324 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -1463194.750000 Penalty: 3131.019775 Iteration 8F: 3 clusters Score -1463195 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12820 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1463753.750000 Penalty: 3131.019775 Iteration 9Q: 3 clusters Score -1463754 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13136 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -1464278.375000 Penalty: 3131.019775 Iteration 10Q: 3 clusters Score -1464278 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13283 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -1464732.000000 Penalty: 3131.019775 Iteration 11Q: 3 clusters Score -1464732 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13340 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -1465048.375000 Penalty: 3131.019775 Iteration 12Q: 3 clusters Score -1465048 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13373 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -1465241.875000 Penalty: 3131.019775 Iteration 13Q: 3 clusters Score -1465242 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13362 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1465332.875000 Penalty: 3131.019775 Iteration 14Q: 3 clusters Score -1465333 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13362 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1465393.875000 Penalty: 3131.019775 Iteration 15Q: 3 clusters Score -1465394 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -1465434.750000 Penalty: 3131.019775 Iteration 16Q: 3 clusters Score -1465435 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13350 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -1465460.750000 Penalty: 3131.019775 Iteration 17Q: 3 clusters Score -1465461 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13346 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1465472.375000 Penalty: 3131.019775 Iteration 18Q: 3 clusters Score -1465472 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13335 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1465477.125000 Penalty: 3131.019775 Iteration 19Q: 3 clusters Score -1465477 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13330 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -1465487.625000 Penalty: 3131.019775 Iteration 20F: 3 clusters Score -1465488 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13325 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -1465491.625000 Penalty: 3131.019775 Iteration 21Q: 3 clusters Score -1465492 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13317 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -1465498.125000 Penalty: 3131.019775 Iteration 22Q: 3 clusters Score -1465498 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13316 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1465501.125000 Penalty: 3131.019775 Iteration 23Q: 3 clusters Score -1465501 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13318 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -1465507.750000 Penalty: 3131.019775 Iteration 24Q: 3 clusters Score -1465508 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13319 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -1465508.250000 Penalty: 3131.019775 Iteration 25Q: 3 clusters Score -1465508 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13320 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -1465509.250000 Penalty: 3131.019775 Iteration 26Q: 3 clusters Score -1465509 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13319 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -1465507.500000 Penalty: 3131.019775 Iteration 27Q: 3 clusters Score -1465508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13317 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -1465508.250000 Penalty: 3131.019775 Iteration 28Q: 3 clusters Score -1465508 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13316 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1465507.000000 Penalty: 3131.019775 Iteration 29Q: 3 clusters Score -1465507 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13316 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1465507.000000 Penalty: 3131.019775 Iteration 30F: 3 clusters Score -1465507 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Entering Unmasked Estep Score: -373337.656250 Penalty: 1343.918823 Iteration 0F: 2 clusters Score -373337.7 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 1980 members Entering Unmasked Estep Score: -370090.906250 Penalty: 2687.837646 Iteration 0F: 3 clusters Score -370090.9 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -371168.968750 Penalty: 2687.837646 Iteration 1F: 3 clusters Score -371169 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -371539.812500 Penalty: 2687.837646 Iteration 2F: 3 clusters Score -371539.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -371782.000000 Penalty: 2687.837646 Iteration 3F: 3 clusters Score -371782 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -371974.406250 Penalty: 2687.837646 Iteration 4F: 3 clusters Score -371974.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -372129.093750 Penalty: 2687.837646 Iteration 5F: 3 clusters Score -372129.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -372266.281250 Penalty: 2687.837646 Iteration 6Q: 3 clusters Score -372266.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -372363.656250 Penalty: 2687.837646 Iteration 7Q: 3 clusters Score -372363.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -372430.031250 Penalty: 2687.837646 Iteration 8Q: 3 clusters Score -372430 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -372471.531250 Penalty: 2687.837646 Iteration 9Q: 3 clusters Score -372471.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -372497.781250 Penalty: 2687.837646 Iteration 10Q: 3 clusters Score -372497.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -372517.968750 Penalty: 2687.837646 Iteration 11Q: 3 clusters Score -372518 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -372529.593750 Penalty: 2687.837646 Iteration 12Q: 3 clusters Score -372529.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -372538.812500 Penalty: 2687.837646 Iteration 13Q: 3 clusters Score -372538.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -372546.625000 Penalty: 2687.837646 Iteration 14Q: 3 clusters Score -372546.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -372550.718750 Penalty: 2687.837646 Iteration 15Q: 3 clusters Score -372550.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -372552.062500 Penalty: 2687.837646 Iteration 16Q: 3 clusters Score -372552.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -372554.000000 Penalty: 2687.837646 Iteration 17Q: 3 clusters Score -372554 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -372557.062500 Penalty: 2687.837646 Iteration 18Q: 3 clusters Score -372557.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -372560.000000 Penalty: 2687.837646 Iteration 19Q: 3 clusters Score -372560 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -372562.312500 Penalty: 2687.837646 Iteration 20F: 3 clusters Score -372562.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -372565.625000 Penalty: 2687.837646 Iteration 21Q: 3 clusters Score -372565.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -372569.687500 Penalty: 2687.837646 Iteration 22Q: 3 clusters Score -372569.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -372572.218750 Penalty: 2687.837646 Iteration 23Q: 3 clusters Score -372572.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -372576.156250 Penalty: 2687.837646 Iteration 24Q: 3 clusters Score -372576.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -372577.562500 Penalty: 2687.837646 Iteration 25Q: 3 clusters Score -372577.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -372580.625000 Penalty: 2687.837646 Iteration 26Q: 3 clusters Score -372580.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -372581.031250 Penalty: 2687.837646 Iteration 27Q: 3 clusters Score -372581 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -372581.312500 Penalty: 2687.837646 Iteration 28Q: 3 clusters Score -372581.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -372581.312500 Penalty: 2687.837646 Iteration 29Q: 3 clusters Score -372581.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -372581.312500 Penalty: 2687.837646 Iteration 30F: 3 clusters Score -372581.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Entering Unmasked Estep Score: -209373.046875 Penalty: 1247.652832 Iteration 0F: 2 clusters Score -209373 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -207175.640625 Penalty: 2495.305664 Iteration 0F: 3 clusters Score -207175.6 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -207757.359375 Penalty: 2495.305664 Iteration 1F: 3 clusters Score -207757.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -207958.234375 Penalty: 2495.305664 Iteration 2F: 3 clusters Score -207958.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -208108.890625 Penalty: 2495.305664 Iteration 3F: 3 clusters Score -208108.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -208226.703125 Penalty: 2495.305664 Iteration 4F: 3 clusters Score -208226.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -208330.109375 Penalty: 2495.305664 Iteration 5Q: 3 clusters Score -208330.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -208427.671875 Penalty: 2495.305664 Iteration 6Q: 3 clusters Score -208427.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -208475.734375 Penalty: 2495.305664 Iteration 7Q: 3 clusters Score -208475.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -208523.875000 Penalty: 2495.305664 Iteration 8Q: 3 clusters Score -208523.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -208548.859375 Penalty: 2495.305664 Iteration 9Q: 3 clusters Score -208548.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -208573.500000 Penalty: 2495.305664 Iteration 10Q: 3 clusters Score -208573.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -208591.078125 Penalty: 2495.305664 Iteration 11Q: 3 clusters Score -208591.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -208612.765625 Penalty: 2495.305664 Iteration 12Q: 3 clusters Score -208612.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -208621.515625 Penalty: 2495.305664 Iteration 13Q: 3 clusters Score -208621.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -208628.250000 Penalty: 2495.305664 Iteration 14Q: 3 clusters Score -208628.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -208632.453125 Penalty: 2495.305664 Iteration 15Q: 3 clusters Score -208632.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -208637.406250 Penalty: 2495.305664 Iteration 16Q: 3 clusters Score -208637.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -208640.781250 Penalty: 2495.305664 Iteration 17Q: 3 clusters Score -208640.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -208642.406250 Penalty: 2495.305664 Iteration 18Q: 3 clusters Score -208642.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -208644.000000 Penalty: 2495.305664 Iteration 19Q: 3 clusters Score -208644 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -208646.203125 Penalty: 2495.305664 Iteration 20F: 3 clusters Score -208646.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -208650.187500 Penalty: 2495.305664 Iteration 21Q: 3 clusters Score -208650.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -208652.703125 Penalty: 2495.305664 Iteration 22Q: 3 clusters Score -208652.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -208653.578125 Penalty: 2495.305664 Iteration 23Q: 3 clusters Score -208653.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -208655.515625 Penalty: 2495.305664 Iteration 24Q: 3 clusters Score -208655.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -208656.234375 Penalty: 2495.305664 Iteration 25Q: 3 clusters Score -208656.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -208657.437500 Penalty: 2495.305664 Iteration 26Q: 3 clusters Score -208657.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -208658.343750 Penalty: 2495.305664 Iteration 27Q: 3 clusters Score -208658.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -208658.343750 Penalty: 2495.305664 Iteration 28F: 3 clusters Score -208658.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Entering Unmasked Estep Score: -547608.312500 Penalty: 1397.180786 Iteration 0F: 2 clusters Score -547608.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -543374.062500 Penalty: 2794.361572 Iteration 0F: 3 clusters Score -543374.1 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -544668.500000 Penalty: 2794.361572 Iteration 1F: 3 clusters Score -544668.5 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -544857.000000 Penalty: 2794.361572 Iteration 2F: 3 clusters Score -544857 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -544983.937500 Penalty: 2794.361572 Iteration 3Q: 3 clusters Score -544983.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -545069.250000 Penalty: 2794.361572 Iteration 4Q: 3 clusters Score -545069.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -545139.187500 Penalty: 2794.361572 Iteration 5Q: 3 clusters Score -545139.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -545200.687500 Penalty: 2794.361572 Iteration 6Q: 3 clusters Score -545200.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -545259.187500 Penalty: 2794.361572 Iteration 7Q: 3 clusters Score -545259.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -545329.125000 Penalty: 2794.361572 Iteration 8Q: 3 clusters Score -545329.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -545415.625000 Penalty: 2794.361572 Iteration 9Q: 3 clusters Score -545415.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -545497.062500 Penalty: 2794.361572 Iteration 10Q: 3 clusters Score -545497.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -545576.687500 Penalty: 2794.361572 Iteration 11Q: 3 clusters Score -545576.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -545662.687500 Penalty: 2794.361572 Iteration 12Q: 3 clusters Score -545662.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -545734.000000 Penalty: 2794.361572 Iteration 13Q: 3 clusters Score -545734 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -545817.812500 Penalty: 2794.361572 Iteration 14Q: 3 clusters Score -545817.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -545882.250000 Penalty: 2794.361572 Iteration 15Q: 3 clusters Score -545882.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -545962.750000 Penalty: 2794.361572 Iteration 16Q: 3 clusters Score -545962.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -546030.875000 Penalty: 2794.361572 Iteration 17Q: 3 clusters Score -546030.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -546099.250000 Penalty: 2794.361572 Iteration 18Q: 3 clusters Score -546099.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -546158.250000 Penalty: 2794.361572 Iteration 19Q: 3 clusters Score -546158.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -546209.625000 Penalty: 2794.361572 Iteration 20F: 3 clusters Score -546209.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -546246.062500 Penalty: 2794.361572 Iteration 21Q: 3 clusters Score -546246.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -546277.812500 Penalty: 2794.361572 Iteration 22Q: 3 clusters Score -546277.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -546309.625000 Penalty: 2794.361572 Iteration 23Q: 3 clusters Score -546309.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -546334.500000 Penalty: 2794.361572 Iteration 24Q: 3 clusters Score -546334.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -546349.437500 Penalty: 2794.361572 Iteration 25Q: 3 clusters Score -546349.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -546358.187500 Penalty: 2794.361572 Iteration 26Q: 3 clusters Score -546358.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -546365.937500 Penalty: 2794.361572 Iteration 27Q: 3 clusters Score -546365.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -546366.312500 Penalty: 2794.361572 Iteration 28Q: 3 clusters Score -546366.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -546369.437500 Penalty: 2794.361572 Iteration 29Q: 3 clusters Score -546369.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -546370.250000 Penalty: 2794.361572 Iteration 30Q: 3 clusters Score -546370.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -546370.750000 Penalty: 2794.361572 Iteration 31Q: 3 clusters Score -546370.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -546371.312500 Penalty: 2794.361572 Iteration 32Q: 3 clusters Score -546371.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -546372.250000 Penalty: 2794.361572 Iteration 33Q: 3 clusters Score -546372.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -546374.875000 Penalty: 2794.361572 Iteration 34Q: 3 clusters Score -546374.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -546378.687500 Penalty: 2794.361572 Iteration 35Q: 3 clusters Score -546378.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -546381.750000 Penalty: 2794.361572 Iteration 36Q: 3 clusters Score -546381.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -546386.562500 Penalty: 2794.361572 Iteration 37Q: 3 clusters Score -546386.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -546389.375000 Penalty: 2794.361572 Iteration 38Q: 3 clusters Score -546389.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -546393.375000 Penalty: 2794.361572 Iteration 39Q: 3 clusters Score -546393.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -546397.562500 Penalty: 2794.361572 Iteration 40F: 3 clusters Score -546397.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -546399.437500 Penalty: 2794.361572 Iteration 41Q: 3 clusters Score -546399.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -546399.750000 Penalty: 2794.361572 Iteration 42Q: 3 clusters Score -546399.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -546399.750000 Penalty: 2794.361572 Iteration 43F: 3 clusters Score -546399.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14581 members Entering Unmasked Estep Score: -1476319.000000 Penalty: 1557.964600 Iteration 0F: 2 clusters Score -1476319 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -1466304.625000 Penalty: 3115.929199 Iteration 0F: 3 clusters Score -1466305 nChanged 6386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -1469804.375000 Penalty: 3115.929199 Iteration 1F: 3 clusters Score -1469804 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -1470213.625000 Penalty: 3115.929199 Iteration 2F: 3 clusters Score -1470214 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -1470593.500000 Penalty: 3115.929199 Iteration 3F: 3 clusters Score -1470594 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 8764 members Entering Unmasked Estep Score: -1470993.625000 Penalty: 3115.929199 Iteration 4F: 3 clusters Score -1470994 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 9216 members Entering Unmasked Estep Score: -1471402.125000 Penalty: 3115.929199 Iteration 5F: 3 clusters Score -1471402 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -1471915.000000 Penalty: 3115.929199 Iteration 6F: 3 clusters Score -1471915 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 10358 members Entering Unmasked Estep Score: -1472457.250000 Penalty: 3115.929199 Iteration 7F: 3 clusters Score -1472457 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -1472992.750000 Penalty: 3115.929199 Iteration 8Q: 3 clusters Score -1472993 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 11456 members Entering Unmasked Estep Score: -1473454.375000 Penalty: 3115.929199 Iteration 9Q: 3 clusters Score -1473454 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 11878 members Entering Unmasked Estep Score: -1473818.750000 Penalty: 3115.929199 Iteration 10Q: 3 clusters Score -1473819 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -1474101.500000 Penalty: 3115.929199 Iteration 11Q: 3 clusters Score -1474102 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 12508 members Entering Unmasked Estep Score: -1474291.500000 Penalty: 3115.929199 Iteration 12Q: 3 clusters Score -1474292 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 12720 members Entering Unmasked Estep Score: -1474422.375000 Penalty: 3115.929199 Iteration 13Q: 3 clusters Score -1474422 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 12887 members Entering Unmasked Estep Score: -1474508.750000 Penalty: 3115.929199 Iteration 14Q: 3 clusters Score -1474509 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -1474563.625000 Penalty: 3115.929199 Iteration 15Q: 3 clusters Score -1474564 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 13112 members Entering Unmasked Estep Score: -1474616.000000 Penalty: 3115.929199 Iteration 16Q: 3 clusters Score -1474616 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 13201 members Entering Unmasked Estep Score: -1474660.750000 Penalty: 3115.929199 Iteration 17Q: 3 clusters Score -1474661 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 13290 members Entering Unmasked Estep Score: -1474702.250000 Penalty: 3115.929199 Iteration 18Q: 3 clusters Score -1474702 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 13365 members Entering Unmasked Estep Score: -1474743.250000 Penalty: 3115.929199 Iteration 19Q: 3 clusters Score -1474743 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 13422 members Entering Unmasked Estep Score: -1474779.625000 Penalty: 3115.929199 Iteration 20F: 3 clusters Score -1474780 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 13487 members Entering Unmasked Estep Score: -1474818.875000 Penalty: 3115.929199 Iteration 21Q: 3 clusters Score -1474819 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 13548 members Entering Unmasked Estep Score: -1474850.250000 Penalty: 3115.929199 Iteration 22Q: 3 clusters Score -1474850 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 13601 members Entering Unmasked Estep Score: -1474892.125000 Penalty: 3115.929199 Iteration 23Q: 3 clusters Score -1474892 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 13656 members Entering Unmasked Estep Score: -1474930.500000 Penalty: 3115.929199 Iteration 24Q: 3 clusters Score -1474930 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 13698 members Entering Unmasked Estep Score: -1474970.875000 Penalty: 3115.929199 Iteration 25Q: 3 clusters Score -1474971 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 13738 members Entering Unmasked Estep Score: -1475003.750000 Penalty: 3115.929199 Iteration 26Q: 3 clusters Score -1475004 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 13764 members Entering Unmasked Estep Score: -1475034.250000 Penalty: 3115.929199 Iteration 27Q: 3 clusters Score -1475034 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 13790 members Entering Unmasked Estep Score: -1475058.250000 Penalty: 3115.929199 Iteration 28Q: 3 clusters Score -1475058 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 13813 members Entering Unmasked Estep Score: -1475073.875000 Penalty: 3115.929199 Iteration 29Q: 3 clusters Score -1475074 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 13829 members Entering Unmasked Estep Score: -1475085.625000 Penalty: 3115.929199 Iteration 30Q: 3 clusters Score -1475086 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 13841 members Entering Unmasked Estep Score: -1475093.625000 Penalty: 3115.929199 Iteration 31Q: 3 clusters Score -1475094 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 13850 members Entering Unmasked Estep Score: -1475102.750000 Penalty: 3115.929199 Iteration 32Q: 3 clusters Score -1475103 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 13855 members Entering Unmasked Estep Score: -1475108.750000 Penalty: 3115.929199 Iteration 33Q: 3 clusters Score -1475109 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 13859 members Entering Unmasked Estep Score: -1475113.875000 Penalty: 3115.929199 Iteration 34Q: 3 clusters Score -1475114 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 13863 members Entering Unmasked Estep Score: -1475116.500000 Penalty: 3115.929199 Iteration 35Q: 3 clusters Score -1475116 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 13869 members Entering Unmasked Estep Score: -1475125.500000 Penalty: 3115.929199 Iteration 36Q: 3 clusters Score -1475126 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 13871 members Entering Unmasked Estep Score: -1475132.000000 Penalty: 3115.929199 Iteration 37Q: 3 clusters Score -1475132 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 13873 members Entering Unmasked Estep Score: -1475136.750000 Penalty: 3115.929199 Iteration 38Q: 3 clusters Score -1475137 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 13876 members Entering Unmasked Estep Score: -1475146.000000 Penalty: 3115.929199 Iteration 39Q: 3 clusters Score -1475146 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 13879 members Entering Unmasked Estep Score: -1475151.250000 Penalty: 3115.929199 Iteration 40F: 3 clusters Score -1475151 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 13878 members Entering Unmasked Estep Score: -1475153.500000 Penalty: 3115.929199 Iteration 41Q: 3 clusters Score -1475154 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 13875 members Entering Unmasked Estep Score: -1475154.875000 Penalty: 3115.929199 Iteration 42Q: 3 clusters Score -1475155 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 13873 members Entering Unmasked Estep Score: -1475155.375000 Penalty: 3115.929199 Iteration 43Q: 3 clusters Score -1475155 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 13871 members Entering Unmasked Estep Score: -1475156.500000 Penalty: 3115.929199 Iteration 44Q: 3 clusters Score -1475156 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 13870 members Entering Unmasked Estep Score: -1475155.000000 Penalty: 3115.929199 Iteration 45Q: 3 clusters Score -1475155 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 13870 members Entering Unmasked Estep Score: -1475155.000000 Penalty: 3115.929199 Iteration 46F: 3 clusters Score -1475155 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Entering Unmasked Estep Score: -520651.250000 Penalty: 1389.571411 Iteration 0F: 2 clusters Score -520651.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -516578.312500 Penalty: 2779.142822 Iteration 0F: 3 clusters Score -516578.3 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -517773.468750 Penalty: 2779.142822 Iteration 1F: 3 clusters Score -517773.5 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -518019.937500 Penalty: 2779.142822 Iteration 2F: 3 clusters Score -518019.9 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -518204.468750 Penalty: 2779.142822 Iteration 3F: 3 clusters Score -518204.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -518347.281250 Penalty: 2779.142822 Iteration 4F: 3 clusters Score -518347.3 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -518478.343750 Penalty: 2779.142822 Iteration 5Q: 3 clusters Score -518478.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -518584.812500 Penalty: 2779.142822 Iteration 6Q: 3 clusters Score -518584.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -518671.125000 Penalty: 2779.142822 Iteration 7Q: 3 clusters Score -518671.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -518751.250000 Penalty: 2779.142822 Iteration 8Q: 3 clusters Score -518751.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -518853.125000 Penalty: 2779.142822 Iteration 9Q: 3 clusters Score -518853.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -518969.968750 Penalty: 2779.142822 Iteration 10Q: 3 clusters Score -518970 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -519076.875000 Penalty: 2779.142822 Iteration 11Q: 3 clusters Score -519076.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -519179.062500 Penalty: 2779.142822 Iteration 12Q: 3 clusters Score -519179.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -519262.062500 Penalty: 2779.142822 Iteration 13Q: 3 clusters Score -519262.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -519328.562500 Penalty: 2779.142822 Iteration 14Q: 3 clusters Score -519328.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -519379.843750 Penalty: 2779.142822 Iteration 15Q: 3 clusters Score -519379.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -519416.031250 Penalty: 2779.142822 Iteration 16Q: 3 clusters Score -519416 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -519439.656250 Penalty: 2779.142822 Iteration 17Q: 3 clusters Score -519439.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -519450.781250 Penalty: 2779.142822 Iteration 18Q: 3 clusters Score -519450.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -519459.343750 Penalty: 2779.142822 Iteration 19Q: 3 clusters Score -519459.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -519467.625000 Penalty: 2779.142822 Iteration 20F: 3 clusters Score -519467.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -519477.312500 Penalty: 2779.142822 Iteration 21Q: 3 clusters Score -519477.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -519483.968750 Penalty: 2779.142822 Iteration 22Q: 3 clusters Score -519484 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -519490.250000 Penalty: 2779.142822 Iteration 23Q: 3 clusters Score -519490.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -519497.468750 Penalty: 2779.142822 Iteration 24Q: 3 clusters Score -519497.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -519501.718750 Penalty: 2779.142822 Iteration 25Q: 3 clusters Score -519501.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -519507.968750 Penalty: 2779.142822 Iteration 26Q: 3 clusters Score -519508 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -519517.281250 Penalty: 2779.142822 Iteration 27Q: 3 clusters Score -519517.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -519524.656250 Penalty: 2779.142822 Iteration 28Q: 3 clusters Score -519524.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -519529.156250 Penalty: 2779.142822 Iteration 29Q: 3 clusters Score -519529.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -519532.937500 Penalty: 2779.142822 Iteration 30Q: 3 clusters Score -519532.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -519535.156250 Penalty: 2779.142822 Iteration 31Q: 3 clusters Score -519535.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -519538.687500 Penalty: 2779.142822 Iteration 32Q: 3 clusters Score -519538.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -519542.281250 Penalty: 2779.142822 Iteration 33Q: 3 clusters Score -519542.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -519545.281250 Penalty: 2779.142822 Iteration 34Q: 3 clusters Score -519545.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -519545.093750 Penalty: 2779.142822 Iteration 35Q: 3 clusters Score -519545.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -519545.312500 Penalty: 2779.142822 Iteration 36Q: 3 clusters Score -519545.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -519546.406250 Penalty: 2779.142822 Iteration 37Q: 3 clusters Score -519546.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -519547.218750 Penalty: 2779.142822 Iteration 38Q: 3 clusters Score -519547.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -519546.062500 Penalty: 2779.142822 Iteration 39Q: 3 clusters Score -519546.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -519546.062500 Penalty: 2779.142822 Iteration 40F: 3 clusters Score -519546.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (68337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68337 members Entering Unmasked Estep Score: -6731234.500000 Penalty: 1808.983643 Iteration 0F: 2 clusters Score -6731234 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34336 members Mstep: Class 2 contains 34001 members Entering Unmasked Estep Score: -6685586.000000 Penalty: 3617.967285 Iteration 0F: 3 clusters Score -6685586 nChanged 32312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35724 members Mstep: Class 2 contains 32613 members Entering Unmasked Estep Score: -6704483.500000 Penalty: 3617.967285 Iteration 1F: 3 clusters Score -6704484 nChanged 2476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36696 members Mstep: Class 2 contains 31641 members Entering Unmasked Estep Score: -6705106.000000 Penalty: 3617.967285 Iteration 2Q: 3 clusters Score -6705106 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38082 members Mstep: Class 2 contains 30255 members Entering Unmasked Estep Score: -6705914.500000 Penalty: 3617.967285 Iteration 3Q: 3 clusters Score -6705914 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40023 members Mstep: Class 2 contains 28314 members Entering Unmasked Estep Score: -6707066.500000 Penalty: 3617.967285 Iteration 4Q: 3 clusters Score -6707066 nChanged 3177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42724 members Mstep: Class 2 contains 25613 members Entering Unmasked Estep Score: -6708600.000000 Penalty: 3617.967285 Iteration 5Q: 3 clusters Score -6708600 nChanged 3801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46299 members Mstep: Class 2 contains 22038 members Entering Unmasked Estep Score: -6710804.500000 Penalty: 3617.967285 Iteration 6F: 3 clusters Score -6710804 nChanged 4600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50825 members Mstep: Class 2 contains 17512 members Entering Unmasked Estep Score: -6714062.500000 Penalty: 3617.967285 Iteration 7F: 3 clusters Score -6714062 nChanged 5228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56029 members Mstep: Class 2 contains 12308 members Entering Unmasked Estep Score: -6718462.500000 Penalty: 3617.967285 Iteration 8F: 3 clusters Score -6718462 nChanged 4973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60990 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -6722968.000000 Penalty: 3617.967285 Iteration 9F: 3 clusters Score -6722968 nChanged 3725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64715 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -6726503.000000 Penalty: 3617.967285 Iteration 10F: 3 clusters Score -6726503 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66758 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -6728320.000000 Penalty: 3617.967285 Iteration 11Q: 3 clusters Score -6728320 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67639 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -6729097.000000 Penalty: 3617.967285 Iteration 12Q: 3 clusters Score -6729097 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67935 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -6729351.500000 Penalty: 3617.967285 Iteration 13Q: 3 clusters Score -6729352 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68054 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -6729492.000000 Penalty: 3617.967285 Iteration 14Q: 3 clusters Score -6729492 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68104 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -6729564.000000 Penalty: 3617.967285 Iteration 15Q: 3 clusters Score -6729564 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68122 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -6729592.500000 Penalty: 3617.967285 Iteration 16Q: 3 clusters Score -6729592 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68139 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -6729618.500000 Penalty: 3617.967285 Iteration 17Q: 3 clusters Score -6729618 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68146 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -6729656.000000 Penalty: 3617.967285 Iteration 18Q: 3 clusters Score -6729656 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68152 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -6729665.500000 Penalty: 3617.967285 Iteration 19Q: 3 clusters Score -6729666 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68155 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -6729668.000000 Penalty: 3617.967285 Iteration 20F: 3 clusters Score -6729668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68157 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -6729671.000000 Penalty: 3617.967285 Iteration 21Q: 3 clusters Score -6729671 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68159 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -6729672.000000 Penalty: 3617.967285 Iteration 22Q: 3 clusters Score -6729672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68161 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -6729678.500000 Penalty: 3617.967285 Iteration 23Q: 3 clusters Score -6729678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68160 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -6729679.000000 Penalty: 3617.967285 Iteration 24Q: 3 clusters Score -6729679 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68161 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -6729680.500000 Penalty: 3617.967285 Iteration 25Q: 3 clusters Score -6729680 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68161 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -6729680.500000 Penalty: 3617.967285 Iteration 26F: 3 clusters Score -6729680 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Entering Unmasked Estep Score: -295648.781250 Penalty: 1301.197144 Iteration 0F: 2 clusters Score -295648.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -292872.843750 Penalty: 2602.394287 Iteration 0F: 3 clusters Score -292872.8 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -293573.531250 Penalty: 2602.394287 Iteration 1F: 3 clusters Score -293573.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -293728.906250 Penalty: 2602.394287 Iteration 2F: 3 clusters Score -293728.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -293848.125000 Penalty: 2602.394287 Iteration 3F: 3 clusters Score -293848.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -293941.218750 Penalty: 2602.394287 Iteration 4Q: 3 clusters Score -293941.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -294018.875000 Penalty: 2602.394287 Iteration 5Q: 3 clusters Score -294018.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -294071.812500 Penalty: 2602.394287 Iteration 6Q: 3 clusters Score -294071.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -294116.343750 Penalty: 2602.394287 Iteration 7Q: 3 clusters Score -294116.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -294151.812500 Penalty: 2602.394287 Iteration 8Q: 3 clusters Score -294151.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -294192.093750 Penalty: 2602.394287 Iteration 9Q: 3 clusters Score -294192.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -294226.062500 Penalty: 2602.394287 Iteration 10Q: 3 clusters Score -294226.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -294254.281250 Penalty: 2602.394287 Iteration 11Q: 3 clusters Score -294254.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -294279.750000 Penalty: 2602.394287 Iteration 12Q: 3 clusters Score -294279.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -294301.625000 Penalty: 2602.394287 Iteration 13Q: 3 clusters Score -294301.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -294322.812500 Penalty: 2602.394287 Iteration 14Q: 3 clusters Score -294322.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -294344.968750 Penalty: 2602.394287 Iteration 15Q: 3 clusters Score -294345 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -294362.250000 Penalty: 2602.394287 Iteration 16Q: 3 clusters Score -294362.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -294376.812500 Penalty: 2602.394287 Iteration 17Q: 3 clusters Score -294376.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -294392.718750 Penalty: 2602.394287 Iteration 18Q: 3 clusters Score -294392.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -294409.937500 Penalty: 2602.394287 Iteration 19Q: 3 clusters Score -294409.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -294423.250000 Penalty: 2602.394287 Iteration 20F: 3 clusters Score -294423.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -294430.343750 Penalty: 2602.394287 Iteration 21Q: 3 clusters Score -294430.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -294434.375000 Penalty: 2602.394287 Iteration 22Q: 3 clusters Score -294434.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -294436.656250 Penalty: 2602.394287 Iteration 23Q: 3 clusters Score -294436.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -294439.031250 Penalty: 2602.394287 Iteration 24Q: 3 clusters Score -294439 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -294441.437500 Penalty: 2602.394287 Iteration 25Q: 3 clusters Score -294441.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -294444.593750 Penalty: 2602.394287 Iteration 26Q: 3 clusters Score -294444.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -294448.000000 Penalty: 2602.394287 Iteration 27Q: 3 clusters Score -294448 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -294450.718750 Penalty: 2602.394287 Iteration 28Q: 3 clusters Score -294450.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -294453.687500 Penalty: 2602.394287 Iteration 29Q: 3 clusters Score -294453.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -294455.593750 Penalty: 2602.394287 Iteration 30Q: 3 clusters Score -294455.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -294457.343750 Penalty: 2602.394287 Iteration 31Q: 3 clusters Score -294457.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -294458.812500 Penalty: 2602.394287 Iteration 32Q: 3 clusters Score -294458.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -294462.218750 Penalty: 2602.394287 Iteration 33Q: 3 clusters Score -294462.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -294464.625000 Penalty: 2602.394287 Iteration 34Q: 3 clusters Score -294464.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -294466.093750 Penalty: 2602.394287 Iteration 35Q: 3 clusters Score -294466.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -294467.375000 Penalty: 2602.394287 Iteration 36Q: 3 clusters Score -294467.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -294469.531250 Penalty: 2602.394287 Iteration 37Q: 3 clusters Score -294469.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -294471.000000 Penalty: 2602.394287 Iteration 38Q: 3 clusters Score -294471 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -294470.968750 Penalty: 2602.394287 Iteration 39Q: 3 clusters Score -294471 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -294473.093750 Penalty: 2602.394287 Iteration 40F: 3 clusters Score -294473.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -294474.531250 Penalty: 2602.394287 Iteration 41Q: 3 clusters Score -294474.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -294475.937500 Penalty: 2602.394287 Iteration 42Q: 3 clusters Score -294475.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -294477.281250 Penalty: 2602.394287 Iteration 43Q: 3 clusters Score -294477.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -294478.250000 Penalty: 2602.394287 Iteration 44Q: 3 clusters Score -294478.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -294479.625000 Penalty: 2602.394287 Iteration 45Q: 3 clusters Score -294479.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -294481.812500 Penalty: 2602.394287 Iteration 46Q: 3 clusters Score -294481.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -294484.281250 Penalty: 2602.394287 Iteration 47Q: 3 clusters Score -294484.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -294486.000000 Penalty: 2602.394287 Iteration 48Q: 3 clusters Score -294486 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -294486.468750 Penalty: 2602.394287 Iteration 49Q: 3 clusters Score -294486.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -294487.625000 Penalty: 2602.394287 Iteration 50Q: 3 clusters Score -294487.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -294487.906250 Penalty: 2602.394287 Iteration 51Q: 3 clusters Score -294487.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -294489.250000 Penalty: 2602.394287 Iteration 52Q: 3 clusters Score -294489.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -294490.468750 Penalty: 2602.394287 Iteration 53Q: 3 clusters Score -294490.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -294491.812500 Penalty: 2602.394287 Iteration 54Q: 3 clusters Score -294491.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -294495.000000 Penalty: 2602.394287 Iteration 55Q: 3 clusters Score -294495 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -294500.937500 Penalty: 2602.394287 Iteration 56Q: 3 clusters Score -294500.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -294506.062500 Penalty: 2602.394287 Iteration 57Q: 3 clusters Score -294506.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -294511.656250 Penalty: 2602.394287 Iteration 58Q: 3 clusters Score -294511.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -294517.718750 Penalty: 2602.394287 Iteration 59Q: 3 clusters Score -294517.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -294526.093750 Penalty: 2602.394287 Iteration 60F: 3 clusters Score -294526.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -294539.343750 Penalty: 2602.394287 Iteration 61Q: 3 clusters Score -294539.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -294552.062500 Penalty: 2602.394287 Iteration 62Q: 3 clusters Score -294552.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -294562.781250 Penalty: 2602.394287 Iteration 63Q: 3 clusters Score -294562.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -294568.093750 Penalty: 2602.394287 Iteration 64Q: 3 clusters Score -294568.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -294571.156250 Penalty: 2602.394287 Iteration 65Q: 3 clusters Score -294571.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -294573.281250 Penalty: 2602.394287 Iteration 66Q: 3 clusters Score -294573.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -294574.781250 Penalty: 2602.394287 Iteration 67Q: 3 clusters Score -294574.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -294576.406250 Penalty: 2602.394287 Iteration 68Q: 3 clusters Score -294576.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -294579.125000 Penalty: 2602.394287 Iteration 69Q: 3 clusters Score -294579.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -294583.906250 Penalty: 2602.394287 Iteration 70Q: 3 clusters Score -294583.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -294590.875000 Penalty: 2602.394287 Iteration 71Q: 3 clusters Score -294590.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -294595.906250 Penalty: 2602.394287 Iteration 72Q: 3 clusters Score -294595.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -294599.625000 Penalty: 2602.394287 Iteration 73Q: 3 clusters Score -294599.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -294606.062500 Penalty: 2602.394287 Iteration 74Q: 3 clusters Score -294606.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -294612.125000 Penalty: 2602.394287 Iteration 75Q: 3 clusters Score -294612.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -294614.968750 Penalty: 2602.394287 Iteration 76Q: 3 clusters Score -294615 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -294616.218750 Penalty: 2602.394287 Iteration 77Q: 3 clusters Score -294616.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -294616.906250 Penalty: 2602.394287 Iteration 78Q: 3 clusters Score -294616.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -294617.531250 Penalty: 2602.394287 Iteration 79Q: 3 clusters Score -294617.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -294618.000000 Penalty: 2602.394287 Iteration 80F: 3 clusters Score -294618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -294618.500000 Penalty: 2602.394287 Iteration 81Q: 3 clusters Score -294618.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -294618.500000 Penalty: 2602.394287 Iteration 82F: 3 clusters Score -294618.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Entering Unmasked Estep Score: -338993.843750 Penalty: 1324.872559 Iteration 0F: 2 clusters Score -338993.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -336031.625000 Penalty: 2649.745117 Iteration 0F: 3 clusters Score -336031.6 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -336818.531250 Penalty: 2649.745117 Iteration 1F: 3 clusters Score -336818.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -336991.968750 Penalty: 2649.745117 Iteration 2F: 3 clusters Score -336992 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -337115.812500 Penalty: 2649.745117 Iteration 3F: 3 clusters Score -337115.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -337207.625000 Penalty: 2649.745117 Iteration 4Q: 3 clusters Score -337207.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -337297.375000 Penalty: 2649.745117 Iteration 5Q: 3 clusters Score -337297.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -337385.250000 Penalty: 2649.745117 Iteration 6Q: 3 clusters Score -337385.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -337455.468750 Penalty: 2649.745117 Iteration 7Q: 3 clusters Score -337455.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -337515.343750 Penalty: 2649.745117 Iteration 8Q: 3 clusters Score -337515.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -337554.718750 Penalty: 2649.745117 Iteration 9Q: 3 clusters Score -337554.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -337607.750000 Penalty: 2649.745117 Iteration 10Q: 3 clusters Score -337607.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -337657.875000 Penalty: 2649.745117 Iteration 11Q: 3 clusters Score -337657.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -337697.156250 Penalty: 2649.745117 Iteration 12Q: 3 clusters Score -337697.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -337731.093750 Penalty: 2649.745117 Iteration 13Q: 3 clusters Score -337731.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -337758.281250 Penalty: 2649.745117 Iteration 14Q: 3 clusters Score -337758.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -337784.531250 Penalty: 2649.745117 Iteration 15Q: 3 clusters Score -337784.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -337807.656250 Penalty: 2649.745117 Iteration 16Q: 3 clusters Score -337807.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -337825.781250 Penalty: 2649.745117 Iteration 17Q: 3 clusters Score -337825.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -337844.843750 Penalty: 2649.745117 Iteration 18Q: 3 clusters Score -337844.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -337864.906250 Penalty: 2649.745117 Iteration 19Q: 3 clusters Score -337864.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -337884.312500 Penalty: 2649.745117 Iteration 20F: 3 clusters Score -337884.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -337897.250000 Penalty: 2649.745117 Iteration 21Q: 3 clusters Score -337897.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -337905.062500 Penalty: 2649.745117 Iteration 22Q: 3 clusters Score -337905.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -337909.687500 Penalty: 2649.745117 Iteration 23Q: 3 clusters Score -337909.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -337917.750000 Penalty: 2649.745117 Iteration 24Q: 3 clusters Score -337917.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -337927.406250 Penalty: 2649.745117 Iteration 25Q: 3 clusters Score -337927.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -337936.625000 Penalty: 2649.745117 Iteration 26Q: 3 clusters Score -337936.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -337943.375000 Penalty: 2649.745117 Iteration 27Q: 3 clusters Score -337943.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -337945.718750 Penalty: 2649.745117 Iteration 28Q: 3 clusters Score -337945.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -337947.312500 Penalty: 2649.745117 Iteration 29Q: 3 clusters Score -337947.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -337948.031250 Penalty: 2649.745117 Iteration 30Q: 3 clusters Score -337948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -337949.031250 Penalty: 2649.745117 Iteration 31Q: 3 clusters Score -337949 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -337950.156250 Penalty: 2649.745117 Iteration 32Q: 3 clusters Score -337950.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -337950.343750 Penalty: 2649.745117 Iteration 33Q: 3 clusters Score -337950.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -337951.343750 Penalty: 2649.745117 Iteration 34Q: 3 clusters Score -337951.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -337951.343750 Penalty: 2649.745117 Iteration 35F: 3 clusters Score -337951.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Entering Unmasked Estep Score: -453753.218750 Penalty: 1367.499634 Iteration 0F: 2 clusters Score -453753.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -450106.125000 Penalty: 2734.999268 Iteration 0F: 3 clusters Score -450106.1 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -451096.531250 Penalty: 2734.999268 Iteration 1F: 3 clusters Score -451096.5 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -451262.031250 Penalty: 2734.999268 Iteration 2F: 3 clusters Score -451262 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -451364.406250 Penalty: 2734.999268 Iteration 3F: 3 clusters Score -451364.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -451443.718750 Penalty: 2734.999268 Iteration 4Q: 3 clusters Score -451443.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -451519.718750 Penalty: 2734.999268 Iteration 5Q: 3 clusters Score -451519.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -451576.593750 Penalty: 2734.999268 Iteration 6Q: 3 clusters Score -451576.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -451631.968750 Penalty: 2734.999268 Iteration 7Q: 3 clusters Score -451632 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -451687.375000 Penalty: 2734.999268 Iteration 8Q: 3 clusters Score -451687.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -451737.937500 Penalty: 2734.999268 Iteration 9Q: 3 clusters Score -451737.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -451779.437500 Penalty: 2734.999268 Iteration 10Q: 3 clusters Score -451779.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -451820.000000 Penalty: 2734.999268 Iteration 11Q: 3 clusters Score -451820 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -451865.187500 Penalty: 2734.999268 Iteration 12Q: 3 clusters Score -451865.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -451918.843750 Penalty: 2734.999268 Iteration 13Q: 3 clusters Score -451918.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -451984.968750 Penalty: 2734.999268 Iteration 14Q: 3 clusters Score -451985 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -452063.906250 Penalty: 2734.999268 Iteration 15Q: 3 clusters Score -452063.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -452171.312500 Penalty: 2734.999268 Iteration 16Q: 3 clusters Score -452171.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -452298.843750 Penalty: 2734.999268 Iteration 17Q: 3 clusters Score -452298.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -452452.281250 Penalty: 2734.999268 Iteration 18Q: 3 clusters Score -452452.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -452571.156250 Penalty: 2734.999268 Iteration 19Q: 3 clusters Score -452571.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -452654.156250 Penalty: 2734.999268 Iteration 20F: 3 clusters Score -452654.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -452721.531250 Penalty: 2734.999268 Iteration 21Q: 3 clusters Score -452721.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -452762.843750 Penalty: 2734.999268 Iteration 22Q: 3 clusters Score -452762.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -452796.937500 Penalty: 2734.999268 Iteration 23Q: 3 clusters Score -452796.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -452823.187500 Penalty: 2734.999268 Iteration 24Q: 3 clusters Score -452823.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -452843.593750 Penalty: 2734.999268 Iteration 25Q: 3 clusters Score -452843.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -452856.031250 Penalty: 2734.999268 Iteration 26Q: 3 clusters Score -452856 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -452868.437500 Penalty: 2734.999268 Iteration 27Q: 3 clusters Score -452868.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -452887.000000 Penalty: 2734.999268 Iteration 28Q: 3 clusters Score -452887 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -452908.781250 Penalty: 2734.999268 Iteration 29Q: 3 clusters Score -452908.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -452929.093750 Penalty: 2734.999268 Iteration 30Q: 3 clusters Score -452929.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -452946.093750 Penalty: 2734.999268 Iteration 31Q: 3 clusters Score -452946.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -452961.031250 Penalty: 2734.999268 Iteration 32Q: 3 clusters Score -452961 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -452972.250000 Penalty: 2734.999268 Iteration 33Q: 3 clusters Score -452972.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -452977.093750 Penalty: 2734.999268 Iteration 34Q: 3 clusters Score -452977.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -452984.500000 Penalty: 2734.999268 Iteration 35Q: 3 clusters Score -452984.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -452988.812500 Penalty: 2734.999268 Iteration 36Q: 3 clusters Score -452988.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -452995.937500 Penalty: 2734.999268 Iteration 37Q: 3 clusters Score -452995.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -453000.125000 Penalty: 2734.999268 Iteration 38Q: 3 clusters Score -453000.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -453007.031250 Penalty: 2734.999268 Iteration 39Q: 3 clusters Score -453007 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -453015.687500 Penalty: 2734.999268 Iteration 40F: 3 clusters Score -453015.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -453023.906250 Penalty: 2734.999268 Iteration 41Q: 3 clusters Score -453023.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -453038.906250 Penalty: 2734.999268 Iteration 42Q: 3 clusters Score -453038.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -453058.968750 Penalty: 2734.999268 Iteration 43Q: 3 clusters Score -453059 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -453074.156250 Penalty: 2734.999268 Iteration 44Q: 3 clusters Score -453074.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -453087.968750 Penalty: 2734.999268 Iteration 45Q: 3 clusters Score -453088 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -453100.562500 Penalty: 2734.999268 Iteration 46Q: 3 clusters Score -453100.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -453111.531250 Penalty: 2734.999268 Iteration 47Q: 3 clusters Score -453111.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -453121.437500 Penalty: 2734.999268 Iteration 48Q: 3 clusters Score -453121.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -453136.000000 Penalty: 2734.999268 Iteration 49Q: 3 clusters Score -453136 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -453151.781250 Penalty: 2734.999268 Iteration 50Q: 3 clusters Score -453151.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -453165.281250 Penalty: 2734.999268 Iteration 51Q: 3 clusters Score -453165.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -453175.687500 Penalty: 2734.999268 Iteration 52Q: 3 clusters Score -453175.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -453182.781250 Penalty: 2734.999268 Iteration 53Q: 3 clusters Score -453182.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -453188.781250 Penalty: 2734.999268 Iteration 54Q: 3 clusters Score -453188.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -453199.406250 Penalty: 2734.999268 Iteration 55Q: 3 clusters Score -453199.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -453215.156250 Penalty: 2734.999268 Iteration 56Q: 3 clusters Score -453215.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -453226.468750 Penalty: 2734.999268 Iteration 57Q: 3 clusters Score -453226.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -453235.656250 Penalty: 2734.999268 Iteration 58Q: 3 clusters Score -453235.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -453241.937500 Penalty: 2734.999268 Iteration 59Q: 3 clusters Score -453241.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -453250.562500 Penalty: 2734.999268 Iteration 60F: 3 clusters Score -453250.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -453256.625000 Penalty: 2734.999268 Iteration 61Q: 3 clusters Score -453256.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -453261.437500 Penalty: 2734.999268 Iteration 62Q: 3 clusters Score -453261.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -453268.500000 Penalty: 2734.999268 Iteration 63Q: 3 clusters Score -453268.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -453277.875000 Penalty: 2734.999268 Iteration 64Q: 3 clusters Score -453277.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -453285.218750 Penalty: 2734.999268 Iteration 65Q: 3 clusters Score -453285.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -453291.687500 Penalty: 2734.999268 Iteration 66Q: 3 clusters Score -453291.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -453294.187500 Penalty: 2734.999268 Iteration 67Q: 3 clusters Score -453294.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -453298.500000 Penalty: 2734.999268 Iteration 68Q: 3 clusters Score -453298.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -453301.093750 Penalty: 2734.999268 Iteration 69Q: 3 clusters Score -453301.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -453303.218750 Penalty: 2734.999268 Iteration 70Q: 3 clusters Score -453303.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -453305.812500 Penalty: 2734.999268 Iteration 71Q: 3 clusters Score -453305.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -453308.875000 Penalty: 2734.999268 Iteration 72Q: 3 clusters Score -453308.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -453310.156250 Penalty: 2734.999268 Iteration 73Q: 3 clusters Score -453310.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -453314.125000 Penalty: 2734.999268 Iteration 74Q: 3 clusters Score -453314.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -453314.781250 Penalty: 2734.999268 Iteration 75Q: 3 clusters Score -453314.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -453315.156250 Penalty: 2734.999268 Iteration 76Q: 3 clusters Score -453315.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -453316.375000 Penalty: 2734.999268 Iteration 77Q: 3 clusters Score -453316.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -453316.562500 Penalty: 2734.999268 Iteration 78Q: 3 clusters Score -453316.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -453317.781250 Penalty: 2734.999268 Iteration 79Q: 3 clusters Score -453317.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -453321.187500 Penalty: 2734.999268 Iteration 80F: 3 clusters Score -453321.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -453324.218750 Penalty: 2734.999268 Iteration 81Q: 3 clusters Score -453324.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -453325.218750 Penalty: 2734.999268 Iteration 82Q: 3 clusters Score -453325.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -453328.843750 Penalty: 2734.999268 Iteration 83Q: 3 clusters Score -453328.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -453331.625000 Penalty: 2734.999268 Iteration 84Q: 3 clusters Score -453331.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -453333.375000 Penalty: 2734.999268 Iteration 85Q: 3 clusters Score -453333.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -453333.406250 Penalty: 2734.999268 Iteration 86Q: 3 clusters Score -453333.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -453334.343750 Penalty: 2734.999268 Iteration 87Q: 3 clusters Score -453334.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -453334.968750 Penalty: 2734.999268 Iteration 88Q: 3 clusters Score -453335 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -453336.093750 Penalty: 2734.999268 Iteration 89Q: 3 clusters Score -453336.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -453337.875000 Penalty: 2734.999268 Iteration 90Q: 3 clusters Score -453337.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -453338.500000 Penalty: 2734.999268 Iteration 91Q: 3 clusters Score -453338.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -453340.687500 Penalty: 2734.999268 Iteration 92Q: 3 clusters Score -453340.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -453342.250000 Penalty: 2734.999268 Iteration 93Q: 3 clusters Score -453342.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -453343.468750 Penalty: 2734.999268 Iteration 94Q: 3 clusters Score -453343.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -453344.281250 Penalty: 2734.999268 Iteration 95Q: 3 clusters Score -453344.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -453344.687500 Penalty: 2734.999268 Iteration 96Q: 3 clusters Score -453344.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -453345.781250 Penalty: 2734.999268 Iteration 97Q: 3 clusters Score -453345.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -453345.343750 Penalty: 2734.999268 Iteration 98Q: 3 clusters Score -453345.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -453345.843750 Penalty: 2734.999268 Iteration 99Q: 3 clusters Score -453345.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -453347.906250 Penalty: 2734.999268 Iteration 100F: 3 clusters Score -453347.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -453348.812500 Penalty: 2734.999268 Iteration 101Q: 3 clusters Score -453348.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -453349.593750 Penalty: 2734.999268 Iteration 102Q: 3 clusters Score -453349.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -453350.750000 Penalty: 2734.999268 Iteration 103Q: 3 clusters Score -453350.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -453352.593750 Penalty: 2734.999268 Iteration 104Q: 3 clusters Score -453352.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -453355.281250 Penalty: 2734.999268 Iteration 105Q: 3 clusters Score -453355.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -453356.031250 Penalty: 2734.999268 Iteration 106Q: 3 clusters Score -453356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -453356.125000 Penalty: 2734.999268 Iteration 107Q: 3 clusters Score -453356.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -453356.718750 Penalty: 2734.999268 Iteration 108Q: 3 clusters Score -453356.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -453356.781250 Penalty: 2734.999268 Iteration 109Q: 3 clusters Score -453356.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -453357.000000 Penalty: 2734.999268 Iteration 110Q: 3 clusters Score -453357 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -453357.625000 Penalty: 2734.999268 Iteration 111Q: 3 clusters Score -453357.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -453361.218750 Penalty: 2734.999268 Iteration 112Q: 3 clusters Score -453361.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -453361.031250 Penalty: 2734.999268 Iteration 113Q: 3 clusters Score -453361 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -453362.500000 Penalty: 2734.999268 Iteration 114Q: 3 clusters Score -453362.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -453362.343750 Penalty: 2734.999268 Iteration 115Q: 3 clusters Score -453362.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -453363.156250 Penalty: 2734.999268 Iteration 116Q: 3 clusters Score -453363.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -453363.000000 Penalty: 2734.999268 Iteration 117Q: 3 clusters Score -453363 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -453363.625000 Penalty: 2734.999268 Iteration 118Q: 3 clusters Score -453363.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -453363.968750 Penalty: 2734.999268 Iteration 119Q: 3 clusters Score -453364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -453364.218750 Penalty: 2734.999268 Iteration 120F: 3 clusters Score -453364.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -453364.750000 Penalty: 2734.999268 Iteration 121Q: 3 clusters Score -453364.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -453364.750000 Penalty: 2734.999268 Iteration 122F: 3 clusters Score -453364.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Entering Unmasked Estep Score: -242212.812500 Penalty: 1270.494995 Iteration 0F: 2 clusters Score -242212.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -239828.828125 Penalty: 2540.989990 Iteration 0F: 3 clusters Score -239828.8 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -240364.218750 Penalty: 2540.989990 Iteration 1F: 3 clusters Score -240364.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -240532.218750 Penalty: 2540.989990 Iteration 2F: 3 clusters Score -240532.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -240646.500000 Penalty: 2540.989990 Iteration 3F: 3 clusters Score -240646.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -240741.828125 Penalty: 2540.989990 Iteration 4Q: 3 clusters Score -240741.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -240822.359375 Penalty: 2540.989990 Iteration 5Q: 3 clusters Score -240822.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -240871.734375 Penalty: 2540.989990 Iteration 6Q: 3 clusters Score -240871.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -240913.906250 Penalty: 2540.989990 Iteration 7Q: 3 clusters Score -240913.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -240960.265625 Penalty: 2540.989990 Iteration 8Q: 3 clusters Score -240960.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -240996.187500 Penalty: 2540.989990 Iteration 9Q: 3 clusters Score -240996.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -241017.734375 Penalty: 2540.989990 Iteration 10Q: 3 clusters Score -241017.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -241038.093750 Penalty: 2540.989990 Iteration 11Q: 3 clusters Score -241038.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -241056.984375 Penalty: 2540.989990 Iteration 12Q: 3 clusters Score -241057 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -241074.593750 Penalty: 2540.989990 Iteration 13Q: 3 clusters Score -241074.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -241089.000000 Penalty: 2540.989990 Iteration 14Q: 3 clusters Score -241089 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -241100.250000 Penalty: 2540.989990 Iteration 15Q: 3 clusters Score -241100.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -241114.484375 Penalty: 2540.989990 Iteration 16Q: 3 clusters Score -241114.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -241127.375000 Penalty: 2540.989990 Iteration 17Q: 3 clusters Score -241127.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -241140.062500 Penalty: 2540.989990 Iteration 18Q: 3 clusters Score -241140.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -241149.875000 Penalty: 2540.989990 Iteration 19Q: 3 clusters Score -241149.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -241161.531250 Penalty: 2540.989990 Iteration 20F: 3 clusters Score -241161.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -241167.781250 Penalty: 2540.989990 Iteration 21Q: 3 clusters Score -241167.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -241173.562500 Penalty: 2540.989990 Iteration 22Q: 3 clusters Score -241173.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -241176.031250 Penalty: 2540.989990 Iteration 23Q: 3 clusters Score -241176 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -241181.343750 Penalty: 2540.989990 Iteration 24Q: 3 clusters Score -241181.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -241187.015625 Penalty: 2540.989990 Iteration 25Q: 3 clusters Score -241187 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -241192.968750 Penalty: 2540.989990 Iteration 26Q: 3 clusters Score -241193 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -241199.187500 Penalty: 2540.989990 Iteration 27Q: 3 clusters Score -241199.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -241203.906250 Penalty: 2540.989990 Iteration 28Q: 3 clusters Score -241203.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -241206.562500 Penalty: 2540.989990 Iteration 29Q: 3 clusters Score -241206.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -241209.234375 Penalty: 2540.989990 Iteration 30Q: 3 clusters Score -241209.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -241212.156250 Penalty: 2540.989990 Iteration 31Q: 3 clusters Score -241212.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -241215.437500 Penalty: 2540.989990 Iteration 32Q: 3 clusters Score -241215.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -241220.484375 Penalty: 2540.989990 Iteration 33Q: 3 clusters Score -241220.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -241225.468750 Penalty: 2540.989990 Iteration 34Q: 3 clusters Score -241225.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -241230.109375 Penalty: 2540.989990 Iteration 35Q: 3 clusters Score -241230.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -241236.640625 Penalty: 2540.989990 Iteration 36Q: 3 clusters Score -241236.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -241242.859375 Penalty: 2540.989990 Iteration 37Q: 3 clusters Score -241242.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -241246.078125 Penalty: 2540.989990 Iteration 38Q: 3 clusters Score -241246.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -241247.625000 Penalty: 2540.989990 Iteration 39Q: 3 clusters Score -241247.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -241248.484375 Penalty: 2540.989990 Iteration 40F: 3 clusters Score -241248.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -241248.937500 Penalty: 2540.989990 Iteration 41Q: 3 clusters Score -241248.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -241248.937500 Penalty: 2540.989990 Iteration 42F: 3 clusters Score -241248.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (12360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12360 members Entering Unmasked Estep Score: -1237799.250000 Penalty: 1531.110962 Iteration 0F: 2 clusters Score -1237799 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -1229212.375000 Penalty: 3062.221924 Iteration 0F: 3 clusters Score -1229212 nChanged 5353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -1232435.750000 Penalty: 3062.221924 Iteration 1F: 3 clusters Score -1232436 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -1233032.375000 Penalty: 3062.221924 Iteration 2F: 3 clusters Score -1233032 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -1233713.750000 Penalty: 3062.221924 Iteration 3F: 3 clusters Score -1233714 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1234434.625000 Penalty: 3062.221924 Iteration 4F: 3 clusters Score -1234435 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9056 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -1235039.750000 Penalty: 3062.221924 Iteration 5F: 3 clusters Score -1235040 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -1235477.000000 Penalty: 3062.221924 Iteration 6F: 3 clusters Score -1235477 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1235775.375000 Penalty: 3062.221924 Iteration 7Q: 3 clusters Score -1235775 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10136 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -1235985.000000 Penalty: 3062.221924 Iteration 8Q: 3 clusters Score -1235985 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10388 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -1236143.125000 Penalty: 3062.221924 Iteration 9Q: 3 clusters Score -1236143 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -1236281.750000 Penalty: 3062.221924 Iteration 10Q: 3 clusters Score -1236282 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10799 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -1236406.500000 Penalty: 3062.221924 Iteration 11Q: 3 clusters Score -1236406 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10968 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1236524.625000 Penalty: 3062.221924 Iteration 12Q: 3 clusters Score -1236525 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11110 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1236633.750000 Penalty: 3062.221924 Iteration 13Q: 3 clusters Score -1236634 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11225 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1236716.000000 Penalty: 3062.221924 Iteration 14Q: 3 clusters Score -1236716 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1236757.125000 Penalty: 3062.221924 Iteration 15Q: 3 clusters Score -1236757 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11343 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -1236787.375000 Penalty: 3062.221924 Iteration 16Q: 3 clusters Score -1236787 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11387 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1236816.875000 Penalty: 3062.221924 Iteration 17Q: 3 clusters Score -1236817 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1236826.000000 Penalty: 3062.221924 Iteration 18Q: 3 clusters Score -1236826 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11434 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1236833.625000 Penalty: 3062.221924 Iteration 19Q: 3 clusters Score -1236834 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11449 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1236840.000000 Penalty: 3062.221924 Iteration 20F: 3 clusters Score -1236840 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11456 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -1236841.125000 Penalty: 3062.221924 Iteration 21Q: 3 clusters Score -1236841 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1236842.250000 Penalty: 3062.221924 Iteration 22Q: 3 clusters Score -1236842 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1236850.375000 Penalty: 3062.221924 Iteration 23Q: 3 clusters Score -1236850 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11481 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -1236854.250000 Penalty: 3062.221924 Iteration 24Q: 3 clusters Score -1236854 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1236857.000000 Penalty: 3062.221924 Iteration 25Q: 3 clusters Score -1236857 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11489 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1236857.625000 Penalty: 3062.221924 Iteration 26Q: 3 clusters Score -1236858 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11495 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1236860.500000 Penalty: 3062.221924 Iteration 27Q: 3 clusters Score -1236860 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11501 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1236861.875000 Penalty: 3062.221924 Iteration 28Q: 3 clusters Score -1236862 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1236862.875000 Penalty: 3062.221924 Iteration 29Q: 3 clusters Score -1236863 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1236865.000000 Penalty: 3062.221924 Iteration 30Q: 3 clusters Score -1236865 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11501 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1236866.000000 Penalty: 3062.221924 Iteration 31Q: 3 clusters Score -1236866 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1236865.500000 Penalty: 3062.221924 Iteration 32Q: 3 clusters Score -1236866 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11507 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -1236865.500000 Penalty: 3062.221924 Iteration 33Q: 3 clusters Score -1236866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11509 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1236867.125000 Penalty: 3062.221924 Iteration 34Q: 3 clusters Score -1236867 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1236866.625000 Penalty: 3062.221924 Iteration 35Q: 3 clusters Score -1236867 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11511 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -1236866.250000 Penalty: 3062.221924 Iteration 36Q: 3 clusters Score -1236866 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11515 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1236867.375000 Penalty: 3062.221924 Iteration 37Q: 3 clusters Score -1236867 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1236866.625000 Penalty: 3062.221924 Iteration 38Q: 3 clusters Score -1236867 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11520 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -1236868.500000 Penalty: 3062.221924 Iteration 39Q: 3 clusters Score -1236868 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11522 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -1236868.125000 Penalty: 3062.221924 Iteration 40F: 3 clusters Score -1236868 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Entering Unmasked Estep Score: -123494.242188 Penalty: 1157.203491 Iteration 0F: 2 clusters Score -123494.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -121888.710938 Penalty: 2314.406982 Iteration 0F: 3 clusters Score -121888.7 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -122187.140625 Penalty: 2314.406982 Iteration 1F: 3 clusters Score -122187.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -122264.804688 Penalty: 2314.406982 Iteration 2F: 3 clusters Score -122264.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -122290.007812 Penalty: 2314.406982 Iteration 3Q: 3 clusters Score -122290 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -122308.953125 Penalty: 2314.406982 Iteration 4Q: 3 clusters Score -122309 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -122322.875000 Penalty: 2314.406982 Iteration 5Q: 3 clusters Score -122322.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -122332.015625 Penalty: 2314.406982 Iteration 6Q: 3 clusters Score -122332 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -122337.125000 Penalty: 2314.406982 Iteration 7Q: 3 clusters Score -122337.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -122346.710938 Penalty: 2314.406982 Iteration 8Q: 3 clusters Score -122346.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -122351.664062 Penalty: 2314.406982 Iteration 9Q: 3 clusters Score -122351.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -122356.437500 Penalty: 2314.406982 Iteration 10Q: 3 clusters Score -122356.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -122359.953125 Penalty: 2314.406982 Iteration 11Q: 3 clusters Score -122360 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -122363.390625 Penalty: 2314.406982 Iteration 12Q: 3 clusters Score -122363.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -122365.046875 Penalty: 2314.406982 Iteration 13Q: 3 clusters Score -122365 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -122366.687500 Penalty: 2314.406982 Iteration 14Q: 3 clusters Score -122366.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -122366.687500 Penalty: 2314.406982 Iteration 15F: 3 clusters Score -122366.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (12879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12879 members Entering Unmasked Estep Score: -1303293.125000 Penalty: 1537.794922 Iteration 0F: 2 clusters Score -1303293 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -1294174.250000 Penalty: 3075.589844 Iteration 0F: 3 clusters Score -1294174 nChanged 5713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -1297310.250000 Penalty: 3075.589844 Iteration 1F: 3 clusters Score -1297310 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -1297655.875000 Penalty: 3075.589844 Iteration 2F: 3 clusters Score -1297656 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -1297993.750000 Penalty: 3075.589844 Iteration 3F: 3 clusters Score -1297994 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -1298376.250000 Penalty: 3075.589844 Iteration 4F: 3 clusters Score -1298376 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -1298798.875000 Penalty: 3075.589844 Iteration 5F: 3 clusters Score -1298799 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -1299288.500000 Penalty: 3075.589844 Iteration 6F: 3 clusters Score -1299288 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -1299845.250000 Penalty: 3075.589844 Iteration 7F: 3 clusters Score -1299845 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1300385.125000 Penalty: 3075.589844 Iteration 8F: 3 clusters Score -1300385 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10027 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -1300820.125000 Penalty: 3075.589844 Iteration 9Q: 3 clusters Score -1300820 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10329 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1301106.500000 Penalty: 3075.589844 Iteration 10Q: 3 clusters Score -1301106 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -1301282.125000 Penalty: 3075.589844 Iteration 11Q: 3 clusters Score -1301282 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -1301399.250000 Penalty: 3075.589844 Iteration 12Q: 3 clusters Score -1301399 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -1301513.625000 Penalty: 3075.589844 Iteration 13Q: 3 clusters Score -1301514 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11035 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -1301606.000000 Penalty: 3075.589844 Iteration 14Q: 3 clusters Score -1301606 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11156 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1301671.125000 Penalty: 3075.589844 Iteration 15Q: 3 clusters Score -1301671 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -1301712.500000 Penalty: 3075.589844 Iteration 16Q: 3 clusters Score -1301712 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11292 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1301726.875000 Penalty: 3075.589844 Iteration 17Q: 3 clusters Score -1301727 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11339 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -1301746.250000 Penalty: 3075.589844 Iteration 18Q: 3 clusters Score -1301746 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1301756.250000 Penalty: 3075.589844 Iteration 19Q: 3 clusters Score -1301756 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1301764.250000 Penalty: 3075.589844 Iteration 20F: 3 clusters Score -1301764 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11440 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1301773.000000 Penalty: 3075.589844 Iteration 21Q: 3 clusters Score -1301773 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11464 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -1301778.875000 Penalty: 3075.589844 Iteration 22Q: 3 clusters Score -1301779 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1301784.125000 Penalty: 3075.589844 Iteration 23Q: 3 clusters Score -1301784 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -1301790.375000 Penalty: 3075.589844 Iteration 24Q: 3 clusters Score -1301790 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11524 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1301802.375000 Penalty: 3075.589844 Iteration 25Q: 3 clusters Score -1301802 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11551 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -1301809.500000 Penalty: 3075.589844 Iteration 26Q: 3 clusters Score -1301810 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11578 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1301819.000000 Penalty: 3075.589844 Iteration 27Q: 3 clusters Score -1301819 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1301820.750000 Penalty: 3075.589844 Iteration 28Q: 3 clusters Score -1301821 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11615 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1301823.750000 Penalty: 3075.589844 Iteration 29Q: 3 clusters Score -1301824 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11636 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -1301832.000000 Penalty: 3075.589844 Iteration 30Q: 3 clusters Score -1301832 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11653 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1301840.875000 Penalty: 3075.589844 Iteration 31Q: 3 clusters Score -1301841 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1301847.750000 Penalty: 3075.589844 Iteration 32Q: 3 clusters Score -1301848 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -1301852.125000 Penalty: 3075.589844 Iteration 33Q: 3 clusters Score -1301852 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11698 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1301858.500000 Penalty: 3075.589844 Iteration 34Q: 3 clusters Score -1301858 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1301862.625000 Penalty: 3075.589844 Iteration 35Q: 3 clusters Score -1301863 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11722 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -1301863.625000 Penalty: 3075.589844 Iteration 36Q: 3 clusters Score -1301864 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11730 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1301867.750000 Penalty: 3075.589844 Iteration 37Q: 3 clusters Score -1301868 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11738 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -1301871.125000 Penalty: 3075.589844 Iteration 38Q: 3 clusters Score -1301871 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -1301871.750000 Penalty: 3075.589844 Iteration 39Q: 3 clusters Score -1301872 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11754 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -1301875.125000 Penalty: 3075.589844 Iteration 40F: 3 clusters Score -1301875 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11758 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -1301877.000000 Penalty: 3075.589844 Iteration 41Q: 3 clusters Score -1301877 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11767 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1301881.250000 Penalty: 3075.589844 Iteration 42Q: 3 clusters Score -1301881 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11776 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1301884.500000 Penalty: 3075.589844 Iteration 43Q: 3 clusters Score -1301884 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11781 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1301886.250000 Penalty: 3075.589844 Iteration 44Q: 3 clusters Score -1301886 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11788 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1301885.625000 Penalty: 3075.589844 Iteration 45Q: 3 clusters Score -1301886 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -1301894.500000 Penalty: 3075.589844 Iteration 46Q: 3 clusters Score -1301894 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11818 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -1301899.250000 Penalty: 3075.589844 Iteration 47Q: 3 clusters Score -1301899 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11827 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1301902.500000 Penalty: 3075.589844 Iteration 48Q: 3 clusters Score -1301902 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11834 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1301902.500000 Penalty: 3075.589844 Iteration 49Q: 3 clusters Score -1301902 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11841 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1301904.375000 Penalty: 3075.589844 Iteration 50Q: 3 clusters Score -1301904 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11844 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1301905.875000 Penalty: 3075.589844 Iteration 51Q: 3 clusters Score -1301906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11846 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1301906.375000 Penalty: 3075.589844 Iteration 52Q: 3 clusters Score -1301906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1301905.500000 Penalty: 3075.589844 Iteration 53Q: 3 clusters Score -1301906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11852 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -1301908.375000 Penalty: 3075.589844 Iteration 54Q: 3 clusters Score -1301908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11856 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -1301911.125000 Penalty: 3075.589844 Iteration 55Q: 3 clusters Score -1301911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11857 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -1301910.625000 Penalty: 3075.589844 Iteration 56Q: 3 clusters Score -1301911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1301911.625000 Penalty: 3075.589844 Iteration 57Q: 3 clusters Score -1301912 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11859 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1301912.750000 Penalty: 3075.589844 Iteration 58Q: 3 clusters Score -1301913 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11859 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1301912.750000 Penalty: 3075.589844 Iteration 59F: 3 clusters Score -1301913 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Entering Unmasked Estep Score: -12895.219727 Penalty: 842.039856 Iteration 0F: 2 clusters Score -12895.22 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 86 members Entering Unmasked Estep Score: -12266.131836 Penalty: 1684.079712 Iteration 0F: 3 clusters Score -12266.13 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -12355.475586 Penalty: 1684.079712 Iteration 1F: 3 clusters Score -12355.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -12360.983398 Penalty: 1684.079712 Iteration 2Q: 3 clusters Score -12360.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -12364.623047 Penalty: 1684.079712 Iteration 3Q: 3 clusters Score -12364.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -12366.576172 Penalty: 1684.079712 Iteration 4Q: 3 clusters Score -12366.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -12366.576172 Penalty: 1684.079712 Iteration 5F: 3 clusters Score -12366.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Entering Unmasked Estep Score: -92776.835938 Penalty: 1114.516846 Iteration 0F: 2 clusters Score -92776.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -91340.742188 Penalty: 2229.033691 Iteration 0F: 3 clusters Score -91340.74 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -91637.765625 Penalty: 2229.033691 Iteration 1F: 3 clusters Score -91637.77 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -91735.148438 Penalty: 2229.033691 Iteration 2F: 3 clusters Score -91735.15 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -91767.507812 Penalty: 2229.033691 Iteration 3Q: 3 clusters Score -91767.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -91789.320312 Penalty: 2229.033691 Iteration 4Q: 3 clusters Score -91789.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -91810.929688 Penalty: 2229.033691 Iteration 5Q: 3 clusters Score -91810.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -91825.054688 Penalty: 2229.033691 Iteration 6Q: 3 clusters Score -91825.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -91839.187500 Penalty: 2229.033691 Iteration 7Q: 3 clusters Score -91839.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -91845.179688 Penalty: 2229.033691 Iteration 8Q: 3 clusters Score -91845.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -91846.632812 Penalty: 2229.033691 Iteration 9Q: 3 clusters Score -91846.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -91848.710938 Penalty: 2229.033691 Iteration 10Q: 3 clusters Score -91848.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -91852.804688 Penalty: 2229.033691 Iteration 11Q: 3 clusters Score -91852.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -91853.304688 Penalty: 2229.033691 Iteration 12Q: 3 clusters Score -91853.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -91853.953125 Penalty: 2229.033691 Iteration 13Q: 3 clusters Score -91853.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -91854.640625 Penalty: 2229.033691 Iteration 14Q: 3 clusters Score -91854.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -91854.640625 Penalty: 2229.033691 Iteration 15F: 3 clusters Score -91854.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Entering Unmasked Estep Score: -290031.218750 Penalty: 1294.288330 Iteration 0F: 2 clusters Score -290031.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -287387.687500 Penalty: 2588.576660 Iteration 0F: 3 clusters Score -287387.7 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -288000.968750 Penalty: 2588.576660 Iteration 1F: 3 clusters Score -288001 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -288130.062500 Penalty: 2588.576660 Iteration 2F: 3 clusters Score -288130.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -288201.687500 Penalty: 2588.576660 Iteration 3Q: 3 clusters Score -288201.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -288260.562500 Penalty: 2588.576660 Iteration 4Q: 3 clusters Score -288260.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -288307.000000 Penalty: 2588.576660 Iteration 5Q: 3 clusters Score -288307 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -288332.406250 Penalty: 2588.576660 Iteration 6Q: 3 clusters Score -288332.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -288354.406250 Penalty: 2588.576660 Iteration 7Q: 3 clusters Score -288354.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -288377.375000 Penalty: 2588.576660 Iteration 8Q: 3 clusters Score -288377.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -288406.906250 Penalty: 2588.576660 Iteration 9Q: 3 clusters Score -288406.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -288453.031250 Penalty: 2588.576660 Iteration 10Q: 3 clusters Score -288453 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -288505.156250 Penalty: 2588.576660 Iteration 11Q: 3 clusters Score -288505.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -288574.875000 Penalty: 2588.576660 Iteration 12Q: 3 clusters Score -288574.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -288673.125000 Penalty: 2588.576660 Iteration 13Q: 3 clusters Score -288673.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -288857.125000 Penalty: 2588.576660 Iteration 14Q: 3 clusters Score -288857.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -289076.031250 Penalty: 2588.576660 Iteration 15Q: 3 clusters Score -289076 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -289285.593750 Penalty: 2588.576660 Iteration 16F: 3 clusters Score -289285.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -289435.875000 Penalty: 2588.576660 Iteration 17Q: 3 clusters Score -289435.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -289526.968750 Penalty: 2588.576660 Iteration 18Q: 3 clusters Score -289527 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -289621.343750 Penalty: 2588.576660 Iteration 19Q: 3 clusters Score -289621.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -289692.781250 Penalty: 2588.576660 Iteration 20F: 3 clusters Score -289692.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -289762.593750 Penalty: 2588.576660 Iteration 21Q: 3 clusters Score -289762.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -289831.437500 Penalty: 2588.576660 Iteration 22Q: 3 clusters Score -289831.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -289919.625000 Penalty: 2588.576660 Iteration 23Q: 3 clusters Score -289919.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -289998.406250 Penalty: 2588.576660 Iteration 24Q: 3 clusters Score -289998.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -290053.687500 Penalty: 2588.576660 Iteration 25Q: 3 clusters Score -290053.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -290096.562500 Penalty: 2588.576660 Iteration 26Q: 3 clusters Score -290096.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -290109.312500 Penalty: 2588.576660 Iteration 27Q: 3 clusters Score -290109.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -290114.406250 Penalty: 2588.576660 Iteration 28Q: 3 clusters Score -290114.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -290115.281250 Penalty: 2588.576660 Iteration 29Q: 3 clusters Score -290115.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -290115.281250 Penalty: 2588.576660 Iteration 30F: 3 clusters Score -290115.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3906 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 1832 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 33903 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4135 members Mstep: Class 33 contains 1046 members Entering Unmasked Estep Score: -22261890.000000 Penalty: 66234.273438 Splitting cluster 18 changes total score from -22262450.000000 to -22261890.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -41284.339844 Penalty: 979.595215 Iteration 0F: 2 clusters Score -41284.34 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 212 members Entering Unmasked Estep Score: -40293.121094 Penalty: 1959.190430 Iteration 0F: 3 clusters Score -40293.12 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -40437.843750 Penalty: 1959.190430 Iteration 1F: 3 clusters Score -40437.84 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -40480.113281 Penalty: 1959.190430 Iteration 2Q: 3 clusters Score -40480.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -40496.667969 Penalty: 1959.190430 Iteration 3Q: 3 clusters Score -40496.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -40510.628906 Penalty: 1959.190430 Iteration 4Q: 3 clusters Score -40510.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -40524.730469 Penalty: 1959.190430 Iteration 5Q: 3 clusters Score -40524.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -40526.441406 Penalty: 1959.190430 Iteration 6Q: 3 clusters Score -40526.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -40530.050781 Penalty: 1959.190430 Iteration 7Q: 3 clusters Score -40530.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -40530.050781 Penalty: 1959.190430 Iteration 8F: 3 clusters Score -40530.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (14853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14853 members Entering Unmasked Estep Score: -1515741.750000 Penalty: 1560.968018 Iteration 0F: 2 clusters Score -1515742 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -1505454.375000 Penalty: 3121.936035 Iteration 0F: 3 clusters Score -1505454 nChanged 6590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -1509207.250000 Penalty: 3121.936035 Iteration 1F: 3 clusters Score -1509207 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -1509741.625000 Penalty: 3121.936035 Iteration 2F: 3 clusters Score -1509742 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -1510275.375000 Penalty: 3121.936035 Iteration 3F: 3 clusters Score -1510275 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -1510760.875000 Penalty: 3121.936035 Iteration 4F: 3 clusters Score -1510761 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 7488 members Entering Unmasked Estep Score: -1511183.750000 Penalty: 3121.936035 Iteration 5F: 3 clusters Score -1511184 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -1511521.000000 Penalty: 3121.936035 Iteration 6Q: 3 clusters Score -1511521 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -1511793.875000 Penalty: 3121.936035 Iteration 7Q: 3 clusters Score -1511794 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -1511998.625000 Penalty: 3121.936035 Iteration 8Q: 3 clusters Score -1511999 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -1512162.375000 Penalty: 3121.936035 Iteration 9Q: 3 clusters Score -1512162 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -1512276.500000 Penalty: 3121.936035 Iteration 10Q: 3 clusters Score -1512276 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -1512351.125000 Penalty: 3121.936035 Iteration 11Q: 3 clusters Score -1512351 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -1512408.625000 Penalty: 3121.936035 Iteration 12Q: 3 clusters Score -1512409 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -1512466.500000 Penalty: 3121.936035 Iteration 13Q: 3 clusters Score -1512466 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -1512531.125000 Penalty: 3121.936035 Iteration 14Q: 3 clusters Score -1512531 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -1512584.000000 Penalty: 3121.936035 Iteration 15Q: 3 clusters Score -1512584 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -1512648.875000 Penalty: 3121.936035 Iteration 16Q: 3 clusters Score -1512649 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -1512730.500000 Penalty: 3121.936035 Iteration 17Q: 3 clusters Score -1512730 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Mstep: Class 2 contains 8280 members Entering Unmasked Estep Score: -1512799.250000 Penalty: 3121.936035 Iteration 18Q: 3 clusters Score -1512799 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -1512883.250000 Penalty: 3121.936035 Iteration 19Q: 3 clusters Score -1512883 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 8565 members Entering Unmasked Estep Score: -1512963.000000 Penalty: 3121.936035 Iteration 20F: 3 clusters Score -1512963 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -1513035.750000 Penalty: 3121.936035 Iteration 21Q: 3 clusters Score -1513036 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 8860 members Entering Unmasked Estep Score: -1513095.375000 Penalty: 3121.936035 Iteration 22Q: 3 clusters Score -1513095 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 8997 members Entering Unmasked Estep Score: -1513140.500000 Penalty: 3121.936035 Iteration 23Q: 3 clusters Score -1513140 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 9128 members Entering Unmasked Estep Score: -1513174.000000 Penalty: 3121.936035 Iteration 24Q: 3 clusters Score -1513174 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 9263 members Entering Unmasked Estep Score: -1513222.500000 Penalty: 3121.936035 Iteration 25Q: 3 clusters Score -1513222 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -1513284.375000 Penalty: 3121.936035 Iteration 26Q: 3 clusters Score -1513284 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 9602 members Entering Unmasked Estep Score: -1513367.875000 Penalty: 3121.936035 Iteration 27Q: 3 clusters Score -1513368 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 9784 members Entering Unmasked Estep Score: -1513456.500000 Penalty: 3121.936035 Iteration 28Q: 3 clusters Score -1513456 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 9953 members Entering Unmasked Estep Score: -1513528.625000 Penalty: 3121.936035 Iteration 29Q: 3 clusters Score -1513529 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -1513596.250000 Penalty: 3121.936035 Iteration 30Q: 3 clusters Score -1513596 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 10291 members Entering Unmasked Estep Score: -1513654.875000 Penalty: 3121.936035 Iteration 31Q: 3 clusters Score -1513655 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 10438 members Entering Unmasked Estep Score: -1513709.625000 Penalty: 3121.936035 Iteration 32Q: 3 clusters Score -1513710 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 10584 members Entering Unmasked Estep Score: -1513758.875000 Penalty: 3121.936035 Iteration 33Q: 3 clusters Score -1513759 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -1513806.500000 Penalty: 3121.936035 Iteration 34Q: 3 clusters Score -1513806 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 10837 members Entering Unmasked Estep Score: -1513834.750000 Penalty: 3121.936035 Iteration 35Q: 3 clusters Score -1513835 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 10944 members Entering Unmasked Estep Score: -1513864.500000 Penalty: 3121.936035 Iteration 36Q: 3 clusters Score -1513864 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -1513890.875000 Penalty: 3121.936035 Iteration 37Q: 3 clusters Score -1513891 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 11173 members Entering Unmasked Estep Score: -1513924.750000 Penalty: 3121.936035 Iteration 38Q: 3 clusters Score -1513925 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 11283 members Entering Unmasked Estep Score: -1513955.875000 Penalty: 3121.936035 Iteration 39Q: 3 clusters Score -1513956 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 11377 members Entering Unmasked Estep Score: -1513982.625000 Penalty: 3121.936035 Iteration 40F: 3 clusters Score -1513983 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 11466 members Entering Unmasked Estep Score: -1514006.125000 Penalty: 3121.936035 Iteration 41Q: 3 clusters Score -1514006 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 11545 members Entering Unmasked Estep Score: -1514026.125000 Penalty: 3121.936035 Iteration 42Q: 3 clusters Score -1514026 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -1514047.625000 Penalty: 3121.936035 Iteration 43Q: 3 clusters Score -1514048 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 11711 members Entering Unmasked Estep Score: -1514062.375000 Penalty: 3121.936035 Iteration 44Q: 3 clusters Score -1514062 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 11784 members Entering Unmasked Estep Score: -1514074.625000 Penalty: 3121.936035 Iteration 45Q: 3 clusters Score -1514075 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 11843 members Entering Unmasked Estep Score: -1514088.750000 Penalty: 3121.936035 Iteration 46Q: 3 clusters Score -1514089 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 11904 members Entering Unmasked Estep Score: -1514100.250000 Penalty: 3121.936035 Iteration 47Q: 3 clusters Score -1514100 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 11958 members Entering Unmasked Estep Score: -1514110.750000 Penalty: 3121.936035 Iteration 48Q: 3 clusters Score -1514111 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 12011 members Entering Unmasked Estep Score: -1514123.125000 Penalty: 3121.936035 Iteration 49Q: 3 clusters Score -1514123 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 12065 members Entering Unmasked Estep Score: -1514134.000000 Penalty: 3121.936035 Iteration 50Q: 3 clusters Score -1514134 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 12104 members Entering Unmasked Estep Score: -1514140.875000 Penalty: 3121.936035 Iteration 51Q: 3 clusters Score -1514141 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -1514154.500000 Penalty: 3121.936035 Iteration 52Q: 3 clusters Score -1514154 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 12188 members Entering Unmasked Estep Score: -1514163.125000 Penalty: 3121.936035 Iteration 53Q: 3 clusters Score -1514163 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 12226 members Entering Unmasked Estep Score: -1514170.750000 Penalty: 3121.936035 Iteration 54Q: 3 clusters Score -1514171 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 12268 members Entering Unmasked Estep Score: -1514179.500000 Penalty: 3121.936035 Iteration 55Q: 3 clusters Score -1514180 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 12302 members Entering Unmasked Estep Score: -1514185.750000 Penalty: 3121.936035 Iteration 56Q: 3 clusters Score -1514186 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 12337 members Entering Unmasked Estep Score: -1514195.250000 Penalty: 3121.936035 Iteration 57Q: 3 clusters Score -1514195 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -1514202.875000 Penalty: 3121.936035 Iteration 58Q: 3 clusters Score -1514203 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 12419 members Entering Unmasked Estep Score: -1514214.000000 Penalty: 3121.936035 Iteration 59Q: 3 clusters Score -1514214 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 12467 members Entering Unmasked Estep Score: -1514227.125000 Penalty: 3121.936035 Iteration 60F: 3 clusters Score -1514227 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 12525 members Entering Unmasked Estep Score: -1514248.250000 Penalty: 3121.936035 Iteration 61Q: 3 clusters Score -1514248 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 12569 members Entering Unmasked Estep Score: -1514251.625000 Penalty: 3121.936035 Iteration 62Q: 3 clusters Score -1514252 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -1514258.500000 Penalty: 3121.936035 Iteration 63Q: 3 clusters Score -1514258 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -1514261.750000 Penalty: 3121.936035 Iteration 64Q: 3 clusters Score -1514262 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 12636 members Entering Unmasked Estep Score: -1514261.625000 Penalty: 3121.936035 Iteration 65Q: 3 clusters Score -1514262 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 12652 members Entering Unmasked Estep Score: -1514261.500000 Penalty: 3121.936035 Iteration 66Q: 3 clusters Score -1514262 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -1514265.750000 Penalty: 3121.936035 Iteration 67Q: 3 clusters Score -1514266 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 12688 members Entering Unmasked Estep Score: -1514272.000000 Penalty: 3121.936035 Iteration 68Q: 3 clusters Score -1514272 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 12705 members Entering Unmasked Estep Score: -1514273.750000 Penalty: 3121.936035 Iteration 69Q: 3 clusters Score -1514274 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 12721 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1514286.375000 Penalty: 3121.936035 Iteration 74Q: 3 clusters Score -1514286 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -1514289.250000 Penalty: 3121.936035 Iteration 75Q: 3 clusters Score -1514289 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 12803 members Entering Unmasked Estep Score: -1514286.625000 Penalty: 3121.936035 Iteration 76Q: 3 clusters Score -1514287 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 12816 members Entering Unmasked Estep Score: -1514288.500000 Penalty: 3121.936035 Iteration 77Q: 3 clusters Score -1514288 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 12832 members Entering Unmasked Estep Score: -1514293.750000 Penalty: 3121.936035 Iteration 78Q: 3 clusters Score -1514294 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 12846 members Entering Unmasked Estep Score: -1514295.875000 Penalty: 3121.936035 Iteration 79Q: 3 clusters Score -1514296 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -1514302.000000 Penalty: 3121.936035 Iteration 80F: 3 clusters Score -1514302 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 12872 members Entering Unmasked Estep Score: -1514305.375000 Penalty: 3121.936035 Iteration 81Q: 3 clusters Score -1514305 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 12885 members Entering Unmasked Estep Score: -1514305.250000 Penalty: 3121.936035 Iteration 82Q: 3 clusters Score -1514305 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 12895 members Entering Unmasked Estep Score: -1514308.000000 Penalty: 3121.936035 Iteration 83Q: 3 clusters Score -1514308 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 12905 members Entering Unmasked Estep Score: -1514313.125000 Penalty: 3121.936035 Iteration 84Q: 3 clusters Score -1514313 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -1514313.875000 Penalty: 3121.936035 Iteration 85Q: 3 clusters Score -1514314 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -1514314.250000 Penalty: 3121.936035 Iteration 86Q: 3 clusters Score -1514314 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 12927 members Entering Unmasked Estep Score: -1514316.500000 Penalty: 3121.936035 Iteration 87Q: 3 clusters Score -1514316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -1514313.250000 Penalty: 3121.936035 Iteration 88Q: 3 clusters Score -1514313 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 12943 members Entering Unmasked Estep Score: -1514315.875000 Penalty: 3121.936035 Iteration 89Q: 3 clusters Score -1514316 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 12953 members Entering Unmasked Estep Score: -1514318.000000 Penalty: 3121.936035 Iteration 90Q: 3 clusters Score -1514318 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 12967 members Entering Unmasked Estep Score: -1514320.500000 Penalty: 3121.936035 Iteration 91Q: 3 clusters Score -1514320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 12977 members Entering Unmasked Estep Score: -1514321.875000 Penalty: 3121.936035 Iteration 92Q: 3 clusters Score -1514322 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 12988 members Entering Unmasked Estep Score: -1514323.500000 Penalty: 3121.936035 Iteration 93Q: 3 clusters Score -1514324 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 12998 members Entering Unmasked Estep Score: -1514322.375000 Penalty: 3121.936035 Iteration 94Q: 3 clusters Score -1514322 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -1514326.125000 Penalty: 3121.936035 Iteration 95Q: 3 clusters Score -1514326 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 13018 members Entering Unmasked Estep Score: -1514332.125000 Penalty: 3121.936035 Iteration 96Q: 3 clusters Score -1514332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 13022 members Entering Unmasked Estep Score: -1514331.375000 Penalty: 3121.936035 Iteration 97Q: 3 clusters Score -1514331 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 13024 members Entering Unmasked Estep Score: -1514330.500000 Penalty: 3121.936035 Iteration 98Q: 3 clusters Score -1514330 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 13028 members Entering Unmasked Estep Score: -1514331.125000 Penalty: 3121.936035 Iteration 99Q: 3 clusters Score -1514331 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 13031 members Entering Unmasked Estep Score: -1514331.375000 Penalty: 3121.936035 Iteration 100F: 3 clusters Score -1514331 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 13034 members Entering Unmasked Estep Score: -1514331.875000 Penalty: 3121.936035 Iteration 101Q: 3 clusters Score -1514332 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 13040 members Entering Unmasked Estep Score: -1514333.000000 Penalty: 3121.936035 Iteration 102Q: 3 clusters Score -1514333 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 13047 members Entering Unmasked Estep Score: -1514334.625000 Penalty: 3121.936035 Iteration 103Q: 3 clusters Score -1514335 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 13055 members Entering Unmasked Estep Score: -1514337.125000 Penalty: 3121.936035 Iteration 104Q: 3 clusters Score -1514337 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 13065 members Entering Unmasked Estep Score: -1514337.000000 Penalty: 3121.936035 Iteration 105Q: 3 clusters Score -1514337 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 13073 members Entering Unmasked Estep Score: -1514338.125000 Penalty: 3121.936035 Iteration 106Q: 3 clusters Score -1514338 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 13076 members Entering Unmasked Estep Score: -1514339.250000 Penalty: 3121.936035 Iteration 107Q: 3 clusters Score -1514339 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 13082 members Entering Unmasked Estep Score: -1514336.875000 Penalty: 3121.936035 Iteration 108Q: 3 clusters Score -1514337 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 13087 members Entering Unmasked Estep Score: -1514338.500000 Penalty: 3121.936035 Iteration 109Q: 3 clusters Score -1514338 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -1514337.500000 Penalty: 3121.936035 Iteration 110Q: 3 clusters Score -1514338 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 13094 members Entering Unmasked Estep Score: -1514338.125000 Penalty: 3121.936035 Iteration 111Q: 3 clusters Score -1514338 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 13098 members Entering Unmasked Estep Score: -1514339.000000 Penalty: 3121.936035 Iteration 112Q: 3 clusters Score -1514339 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 13105 members Entering Unmasked Estep Score: -1514340.250000 Penalty: 3121.936035 Iteration 113Q: 3 clusters Score -1514340 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -1514342.625000 Penalty: 3121.936035 Iteration 114Q: 3 clusters Score -1514343 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -1514342.125000 Penalty: 3121.936035 Iteration 115Q: 3 clusters Score -1514342 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -1514341.125000 Penalty: 3121.936035 Iteration 116Q: 3 clusters Score -1514341 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -1514341.125000 Penalty: 3121.936035 Iteration 117F: 3 clusters Score -1514341 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Entering Unmasked Estep Score: -500908.000000 Penalty: 1387.357422 Iteration 0F: 2 clusters Score -500908 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -496876.812500 Penalty: 2774.714844 Iteration 0F: 3 clusters Score -496876.8 nChanged 2068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -498063.625000 Penalty: 2774.714844 Iteration 1F: 3 clusters Score -498063.6 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -498290.062500 Penalty: 2774.714844 Iteration 2F: 3 clusters Score -498290.1 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -498447.968750 Penalty: 2774.714844 Iteration 3F: 3 clusters Score -498448 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -498587.562500 Penalty: 2774.714844 Iteration 4Q: 3 clusters Score -498587.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -498721.187500 Penalty: 2774.714844 Iteration 5Q: 3 clusters Score -498721.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -498875.093750 Penalty: 2774.714844 Iteration 6Q: 3 clusters Score -498875.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -499021.093750 Penalty: 2774.714844 Iteration 7Q: 3 clusters Score -499021.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -499143.125000 Penalty: 2774.714844 Iteration 8Q: 3 clusters Score -499143.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -499250.187500 Penalty: 2774.714844 Iteration 9Q: 3 clusters Score -499250.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -499369.500000 Penalty: 2774.714844 Iteration 10Q: 3 clusters Score -499369.5 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -499529.531250 Penalty: 2774.714844 Iteration 11Q: 3 clusters Score -499529.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -499672.156250 Penalty: 2774.714844 Iteration 12Q: 3 clusters Score -499672.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -499774.093750 Penalty: 2774.714844 Iteration 13Q: 3 clusters Score -499774.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -499853.750000 Penalty: 2774.714844 Iteration 14Q: 3 clusters Score -499853.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -499908.656250 Penalty: 2774.714844 Iteration 15Q: 3 clusters Score -499908.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -499940.750000 Penalty: 2774.714844 Iteration 16Q: 3 clusters Score -499940.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -499966.000000 Penalty: 2774.714844 Iteration 17Q: 3 clusters Score -499966 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -499982.562500 Penalty: 2774.714844 Iteration 18Q: 3 clusters Score -499982.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -499995.875000 Penalty: 2774.714844 Iteration 19Q: 3 clusters Score -499995.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -500006.281250 Penalty: 2774.714844 Iteration 20F: 3 clusters Score -500006.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -500013.687500 Penalty: 2774.714844 Iteration 21Q: 3 clusters Score -500013.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -500021.218750 Penalty: 2774.714844 Iteration 22Q: 3 clusters Score -500021.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -500025.781250 Penalty: 2774.714844 Iteration 23Q: 3 clusters Score -500025.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -500029.937500 Penalty: 2774.714844 Iteration 24Q: 3 clusters Score -500029.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -500031.625000 Penalty: 2774.714844 Iteration 25Q: 3 clusters Score -500031.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -500033.343750 Penalty: 2774.714844 Iteration 26Q: 3 clusters Score -500033.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -500034.281250 Penalty: 2774.714844 Iteration 27Q: 3 clusters Score -500034.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -500035.343750 Penalty: 2774.714844 Iteration 28Q: 3 clusters Score -500035.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -500036.468750 Penalty: 2774.714844 Iteration 29Q: 3 clusters Score -500036.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -500036.062500 Penalty: 2774.714844 Iteration 30Q: 3 clusters Score -500036.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -500037.500000 Penalty: 2774.714844 Iteration 31Q: 3 clusters Score -500037.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -500038.187500 Penalty: 2774.714844 Iteration 32Q: 3 clusters Score -500038.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -500039.625000 Penalty: 2774.714844 Iteration 33Q: 3 clusters Score -500039.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -500040.187500 Penalty: 2774.714844 Iteration 34Q: 3 clusters Score -500040.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -500042.625000 Penalty: 2774.714844 Iteration 35Q: 3 clusters Score -500042.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -500042.031250 Penalty: 2774.714844 Iteration 36Q: 3 clusters Score -500042 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -500044.187500 Penalty: 2774.714844 Iteration 37Q: 3 clusters Score -500044.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -500045.062500 Penalty: 2774.714844 Iteration 38Q: 3 clusters Score -500045.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -500047.437500 Penalty: 2774.714844 Iteration 39Q: 3 clusters Score -500047.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -500047.843750 Penalty: 2774.714844 Iteration 40F: 3 clusters Score -500047.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -500048.000000 Penalty: 2774.714844 Iteration 41Q: 3 clusters Score -500048 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -500050.000000 Penalty: 2774.714844 Iteration 42Q: 3 clusters Score -500050 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -500052.875000 Penalty: 2774.714844 Iteration 43Q: 3 clusters Score -500052.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -500054.125000 Penalty: 2774.714844 Iteration 44Q: 3 clusters Score -500054.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -500054.500000 Penalty: 2774.714844 Iteration 45Q: 3 clusters Score -500054.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -500056.718750 Penalty: 2774.714844 Iteration 46Q: 3 clusters Score -500056.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -500058.500000 Penalty: 2774.714844 Iteration 47Q: 3 clusters Score -500058.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -500060.000000 Penalty: 2774.714844 Iteration 48Q: 3 clusters Score -500060 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -500060.281250 Penalty: 2774.714844 Iteration 49Q: 3 clusters Score -500060.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -500059.781250 Penalty: 2774.714844 Iteration 50Q: 3 clusters Score -500059.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -500060.406250 Penalty: 2774.714844 Iteration 51Q: 3 clusters Score -500060.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -500062.187500 Penalty: 2774.714844 Iteration 52Q: 3 clusters Score -500062.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -500061.781250 Penalty: 2774.714844 Iteration 53Q: 3 clusters Score -500061.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -500062.093750 Penalty: 2774.714844 Iteration 54Q: 3 clusters Score -500062.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -500064.156250 Penalty: 2774.714844 Iteration 55Q: 3 clusters Score -500064.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -500063.718750 Penalty: 2774.714844 Iteration 56Q: 3 clusters Score -500063.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -500064.468750 Penalty: 2774.714844 Iteration 57Q: 3 clusters Score -500064.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -500065.937500 Penalty: 2774.714844 Iteration 58Q: 3 clusters Score -500065.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -500065.031250 Penalty: 2774.714844 Iteration 59Q: 3 clusters Score -500065 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -500066.250000 Penalty: 2774.714844 Iteration 60F: 3 clusters Score -500066.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -500066.906250 Penalty: 2774.714844 Iteration 61Q: 3 clusters Score -500066.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -500066.468750 Penalty: 2774.714844 Iteration 62Q: 3 clusters Score -500066.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -500068.250000 Penalty: 2774.714844 Iteration 63Q: 3 clusters Score -500068.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -500069.281250 Penalty: 2774.714844 Iteration 64Q: 3 clusters Score -500069.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -500070.375000 Penalty: 2774.714844 Iteration 65Q: 3 clusters Score -500070.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -500070.250000 Penalty: 2774.714844 Iteration 66Q: 3 clusters Score -500070.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -500072.000000 Penalty: 2774.714844 Iteration 67Q: 3 clusters Score -500072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -500072.031250 Penalty: 2774.714844 Iteration 68Q: 3 clusters Score -500072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -500072.500000 Penalty: 2774.714844 Iteration 69Q: 3 clusters Score -500072.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -500073.687500 Penalty: 2774.714844 Iteration 70Q: 3 clusters Score -500073.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -500074.781250 Penalty: 2774.714844 Iteration 71Q: 3 clusters Score -500074.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -500075.093750 Penalty: 2774.714844 Iteration 72Q: 3 clusters Score -500075.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -500077.500000 Penalty: 2774.714844 Iteration 73Q: 3 clusters Score -500077.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -500078.343750 Penalty: 2774.714844 Iteration 74Q: 3 clusters Score -500078.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -500078.625000 Penalty: 2774.714844 Iteration 75Q: 3 clusters Score -500078.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -500079.468750 Penalty: 2774.714844 Iteration 76Q: 3 clusters Score -500079.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -500079.875000 Penalty: 2774.714844 Iteration 77Q: 3 clusters Score -500079.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -500079.843750 Penalty: 2774.714844 Iteration 78Q: 3 clusters Score -500079.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -500079.843750 Penalty: 2774.714844 Iteration 79F: 3 clusters Score -500079.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (313 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Entering Unmasked Estep Score: -26986.216797 Penalty: 933.758057 Iteration 0F: 2 clusters Score -26986.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -26171.015625 Penalty: 1867.516113 Iteration 0F: 3 clusters Score -26171.02 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -26306.484375 Penalty: 1867.516113 Iteration 1F: 3 clusters Score -26306.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -26337.347656 Penalty: 1867.516113 Iteration 2Q: 3 clusters Score -26337.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -26345.845703 Penalty: 1867.516113 Iteration 3Q: 3 clusters Score -26345.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -26345.845703 Penalty: 1867.516113 Iteration 4F: 3 clusters Score -26345.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -12886.570312 Penalty: 823.696960 Iteration 0F: 2 clusters Score -12886.57 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 81 members Entering Unmasked Estep Score: -12221.444336 Penalty: 1647.393921 Iteration 0F: 3 clusters Score -12221.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -12257.417969 Penalty: 1647.393921 Iteration 1F: 3 clusters Score -12257.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -12261.002930 Penalty: 1647.393921 Iteration 2Q: 3 clusters Score -12261 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -12261.002930 Penalty: 1647.393921 Iteration 3F: 3 clusters Score -12261 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Entering Unmasked Estep Score: -264939.593750 Penalty: 1293.666016 Iteration 0F: 2 clusters Score -264939.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -262284.906250 Penalty: 2587.332031 Iteration 0F: 3 clusters Score -262284.9 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -263137.312500 Penalty: 2587.332031 Iteration 1F: 3 clusters Score -263137.3 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -263481.875000 Penalty: 2587.332031 Iteration 2F: 3 clusters Score -263481.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -263752.656250 Penalty: 2587.332031 Iteration 3F: 3 clusters Score -263752.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -263953.031250 Penalty: 2587.332031 Iteration 4F: 3 clusters Score -263953 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -264105.718750 Penalty: 2587.332031 Iteration 5F: 3 clusters Score -264105.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -264191.312500 Penalty: 2587.332031 Iteration 6Q: 3 clusters Score -264191.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -264240.062500 Penalty: 2587.332031 Iteration 7Q: 3 clusters Score -264240.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -264266.531250 Penalty: 2587.332031 Iteration 8Q: 3 clusters Score -264266.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -264280.250000 Penalty: 2587.332031 Iteration 9Q: 3 clusters Score -264280.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -264285.593750 Penalty: 2587.332031 Iteration 10Q: 3 clusters Score -264285.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -264292.593750 Penalty: 2587.332031 Iteration 11Q: 3 clusters Score -264292.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -264296.375000 Penalty: 2587.332031 Iteration 12Q: 3 clusters Score -264296.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -264299.250000 Penalty: 2587.332031 Iteration 13Q: 3 clusters Score -264299.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -264301.281250 Penalty: 2587.332031 Iteration 14Q: 3 clusters Score -264301.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -264302.437500 Penalty: 2587.332031 Iteration 15Q: 3 clusters Score -264302.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -264303.156250 Penalty: 2587.332031 Iteration 16Q: 3 clusters Score -264303.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -264304.218750 Penalty: 2587.332031 Iteration 17Q: 3 clusters Score -264304.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -264304.218750 Penalty: 2587.332031 Iteration 18F: 3 clusters Score -264304.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Entering Unmasked Estep Score: -438425.187500 Penalty: 1361.749756 Iteration 0F: 2 clusters Score -438425.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -434827.093750 Penalty: 2723.499512 Iteration 0F: 3 clusters Score -434827.1 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -435806.812500 Penalty: 2723.499512 Iteration 1F: 3 clusters Score -435806.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -435991.656250 Penalty: 2723.499512 Iteration 2F: 3 clusters Score -435991.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -436125.750000 Penalty: 2723.499512 Iteration 3F: 3 clusters Score -436125.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -436270.718750 Penalty: 2723.499512 Iteration 4Q: 3 clusters Score -436270.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -436393.937500 Penalty: 2723.499512 Iteration 5Q: 3 clusters Score -436393.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -436497.843750 Penalty: 2723.499512 Iteration 6Q: 3 clusters Score -436497.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -436608.343750 Penalty: 2723.499512 Iteration 7Q: 3 clusters Score -436608.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -436701.500000 Penalty: 2723.499512 Iteration 8Q: 3 clusters Score -436701.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -436802.156250 Penalty: 2723.499512 Iteration 9Q: 3 clusters Score -436802.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -436895.031250 Penalty: 2723.499512 Iteration 10Q: 3 clusters Score -436895 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -436960.031250 Penalty: 2723.499512 Iteration 11Q: 3 clusters Score -436960 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -437012.062500 Penalty: 2723.499512 Iteration 12Q: 3 clusters Score -437012.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -437057.312500 Penalty: 2723.499512 Iteration 13Q: 3 clusters Score -437057.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -437092.156250 Penalty: 2723.499512 Iteration 14Q: 3 clusters Score -437092.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -437126.343750 Penalty: 2723.499512 Iteration 15Q: 3 clusters Score -437126.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -437158.875000 Penalty: 2723.499512 Iteration 16Q: 3 clusters Score -437158.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -437184.593750 Penalty: 2723.499512 Iteration 17Q: 3 clusters Score -437184.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -437200.531250 Penalty: 2723.499512 Iteration 18Q: 3 clusters Score -437200.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -437215.906250 Penalty: 2723.499512 Iteration 19Q: 3 clusters Score -437215.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -437232.250000 Penalty: 2723.499512 Iteration 20F: 3 clusters Score -437232.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -437246.562500 Penalty: 2723.499512 Iteration 21Q: 3 clusters Score -437246.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -437251.968750 Penalty: 2723.499512 Iteration 22Q: 3 clusters Score -437252 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -437260.375000 Penalty: 2723.499512 Iteration 23Q: 3 clusters Score -437260.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -437264.437500 Penalty: 2723.499512 Iteration 24Q: 3 clusters Score -437264.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -437265.062500 Penalty: 2723.499512 Iteration 25Q: 3 clusters Score -437265.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -437265.062500 Penalty: 2723.499512 Iteration 26F: 3 clusters Score -437265.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Entering Unmasked Estep Score: -179428.750000 Penalty: 1219.731812 Iteration 0F: 2 clusters Score -179428.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -177503.781250 Penalty: 2439.463623 Iteration 0F: 3 clusters Score -177503.8 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -178000.000000 Penalty: 2439.463623 Iteration 1F: 3 clusters Score -178000 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -178134.765625 Penalty: 2439.463623 Iteration 2F: 3 clusters Score -178134.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -178230.109375 Penalty: 2439.463623 Iteration 3F: 3 clusters Score -178230.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -178291.562500 Penalty: 2439.463623 Iteration 4Q: 3 clusters Score -178291.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -178315.625000 Penalty: 2439.463623 Iteration 5Q: 3 clusters Score -178315.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -178331.625000 Penalty: 2439.463623 Iteration 6Q: 3 clusters Score -178331.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -178339.765625 Penalty: 2439.463623 Iteration 7Q: 3 clusters Score -178339.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -178347.609375 Penalty: 2439.463623 Iteration 8Q: 3 clusters Score -178347.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -178360.406250 Penalty: 2439.463623 Iteration 9Q: 3 clusters Score -178360.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -178372.078125 Penalty: 2439.463623 Iteration 10Q: 3 clusters Score -178372.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -178381.859375 Penalty: 2439.463623 Iteration 11Q: 3 clusters Score -178381.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -178394.062500 Penalty: 2439.463623 Iteration 12Q: 3 clusters Score -178394.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -178399.093750 Penalty: 2439.463623 Iteration 13Q: 3 clusters Score -178399.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -178407.453125 Penalty: 2439.463623 Iteration 14Q: 3 clusters Score -178407.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -178414.312500 Penalty: 2439.463623 Iteration 15Q: 3 clusters Score -178414.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -178421.906250 Penalty: 2439.463623 Iteration 16Q: 3 clusters Score -178421.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -178426.890625 Penalty: 2439.463623 Iteration 17Q: 3 clusters Score -178426.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -178433.109375 Penalty: 2439.463623 Iteration 18Q: 3 clusters Score -178433.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -178440.328125 Penalty: 2439.463623 Iteration 19Q: 3 clusters Score -178440.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -178449.125000 Penalty: 2439.463623 Iteration 20F: 3 clusters Score -178449.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -178454.218750 Penalty: 2439.463623 Iteration 21Q: 3 clusters Score -178454.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -178462.234375 Penalty: 2439.463623 Iteration 22Q: 3 clusters Score -178462.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -178470.562500 Penalty: 2439.463623 Iteration 23Q: 3 clusters Score -178470.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -178478.578125 Penalty: 2439.463623 Iteration 24Q: 3 clusters Score -178478.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -178483.625000 Penalty: 2439.463623 Iteration 25Q: 3 clusters Score -178483.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -178488.859375 Penalty: 2439.463623 Iteration 26Q: 3 clusters Score -178488.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -178493.828125 Penalty: 2439.463623 Iteration 27Q: 3 clusters Score -178493.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -178500.484375 Penalty: 2439.463623 Iteration 28Q: 3 clusters Score -178500.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -178509.234375 Penalty: 2439.463623 Iteration 29Q: 3 clusters Score -178509.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -178512.515625 Penalty: 2439.463623 Iteration 30Q: 3 clusters Score -178512.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -178520.187500 Penalty: 2439.463623 Iteration 31Q: 3 clusters Score -178520.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -178535.546875 Penalty: 2439.463623 Iteration 32Q: 3 clusters Score -178535.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -178555.015625 Penalty: 2439.463623 Iteration 33Q: 3 clusters Score -178555 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -178574.625000 Penalty: 2439.463623 Iteration 34Q: 3 clusters Score -178574.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -178589.843750 Penalty: 2439.463623 Iteration 35Q: 3 clusters Score -178589.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -178594.296875 Penalty: 2439.463623 Iteration 36Q: 3 clusters Score -178594.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -178596.359375 Penalty: 2439.463623 Iteration 37Q: 3 clusters Score -178596.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -178598.531250 Penalty: 2439.463623 Iteration 38Q: 3 clusters Score -178598.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -178598.671875 Penalty: 2439.463623 Iteration 39Q: 3 clusters Score -178598.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -178598.671875 Penalty: 2439.463623 Iteration 40F: 3 clusters Score -178598.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Entering Unmasked Estep Score: -71977.734375 Penalty: 1076.841553 Iteration 0F: 2 clusters Score -71977.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -70711.187500 Penalty: 2153.683105 Iteration 0F: 3 clusters Score -70711.19 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -70922.101562 Penalty: 2153.683105 Iteration 1F: 3 clusters Score -70922.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -70958.414062 Penalty: 2153.683105 Iteration 2F: 3 clusters Score -70958.41 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -70990.757812 Penalty: 2153.683105 Iteration 3Q: 3 clusters Score -70990.76 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -71008.859375 Penalty: 2153.683105 Iteration 4Q: 3 clusters Score -71008.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -71025.695312 Penalty: 2153.683105 Iteration 5Q: 3 clusters Score -71025.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -71037.992188 Penalty: 2153.683105 Iteration 6Q: 3 clusters Score -71037.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -71046.281250 Penalty: 2153.683105 Iteration 7Q: 3 clusters Score -71046.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -71053.718750 Penalty: 2153.683105 Iteration 8Q: 3 clusters Score -71053.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -71059.914062 Penalty: 2153.683105 Iteration 9Q: 3 clusters Score -71059.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -71061.359375 Penalty: 2153.683105 Iteration 10Q: 3 clusters Score -71061.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -71061.820312 Penalty: 2153.683105 Iteration 11Q: 3 clusters Score -71061.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -71064.531250 Penalty: 2153.683105 Iteration 12Q: 3 clusters Score -71064.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -71067.968750 Penalty: 2153.683105 Iteration 13Q: 3 clusters Score -71067.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -71069.890625 Penalty: 2153.683105 Iteration 14Q: 3 clusters Score -71069.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -71069.890625 Penalty: 2153.683105 Iteration 15F: 3 clusters Score -71069.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Entering Unmasked Estep Score: -50729.546875 Penalty: 1036.218140 Iteration 0F: 2 clusters Score -50729.55 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 300 members Entering Unmasked Estep Score: -49644.734375 Penalty: 2072.436279 Iteration 0F: 3 clusters Score -49644.73 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -49882.273438 Penalty: 2072.436279 Iteration 1F: 3 clusters Score -49882.27 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -49986.578125 Penalty: 2072.436279 Iteration 2F: 3 clusters Score -49986.58 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -50059.136719 Penalty: 2072.436279 Iteration 3Q: 3 clusters Score -50059.14 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -50126.019531 Penalty: 2072.436279 Iteration 4F: 3 clusters Score -50126.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -50168.230469 Penalty: 2072.436279 Iteration 5Q: 3 clusters Score -50168.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -50197.031250 Penalty: 2072.436279 Iteration 6Q: 3 clusters Score -50197.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -50224.960938 Penalty: 2072.436279 Iteration 7Q: 3 clusters Score -50224.96 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -50265.468750 Penalty: 2072.436279 Iteration 8Q: 3 clusters Score -50265.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -50303.375000 Penalty: 2072.436279 Iteration 9Q: 3 clusters Score -50303.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -50332.578125 Penalty: 2072.436279 Iteration 10Q: 3 clusters Score -50332.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -50350.261719 Penalty: 2072.436279 Iteration 11Q: 3 clusters Score -50350.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -50369.570312 Penalty: 2072.436279 Iteration 12Q: 3 clusters Score -50369.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -50384.945312 Penalty: 2072.436279 Iteration 13Q: 3 clusters Score -50384.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -50414.191406 Penalty: 2072.436279 Iteration 14Q: 3 clusters Score -50414.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -50439.988281 Penalty: 2072.436279 Iteration 15Q: 3 clusters Score -50439.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -50449.460938 Penalty: 2072.436279 Iteration 16Q: 3 clusters Score -50449.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -50453.390625 Penalty: 2072.436279 Iteration 17Q: 3 clusters Score -50453.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -50455.496094 Penalty: 2072.436279 Iteration 18Q: 3 clusters Score -50455.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -50455.496094 Penalty: 2072.436279 Iteration 19F: 3 clusters Score -50455.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Entering Unmasked Estep Score: -45300.039062 Penalty: 1001.196167 Iteration 0F: 2 clusters Score -45300.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -44249.335938 Penalty: 2002.392334 Iteration 0F: 3 clusters Score -44249.34 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -44394.800781 Penalty: 2002.392334 Iteration 1F: 3 clusters Score -44394.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -44428.773438 Penalty: 2002.392334 Iteration 2F: 3 clusters Score -44428.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -44444.937500 Penalty: 2002.392334 Iteration 3Q: 3 clusters Score -44444.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -44452.687500 Penalty: 2002.392334 Iteration 4Q: 3 clusters Score -44452.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -44455.457031 Penalty: 2002.392334 Iteration 5Q: 3 clusters Score -44455.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -44456.843750 Penalty: 2002.392334 Iteration 6Q: 3 clusters Score -44456.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -44456.843750 Penalty: 2002.392334 Iteration 7F: 3 clusters Score -44456.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (33903 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33903 members Entering Unmasked Estep Score: -3343485.000000 Penalty: 1695.079590 Iteration 0F: 2 clusters Score -3343485 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16972 members Mstep: Class 2 contains 16931 members Entering Unmasked Estep Score: -3320737.750000 Penalty: 3390.159180 Iteration 0F: 3 clusters Score -3320738 nChanged 15696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17046 members Mstep: Class 2 contains 16857 members Entering Unmasked Estep Score: -3329666.750000 Penalty: 3390.159180 Iteration 1F: 3 clusters Score -3329667 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16963 members Mstep: Class 2 contains 16940 members Entering Unmasked Estep Score: -3330368.250000 Penalty: 3390.159180 Iteration 2Q: 3 clusters Score -3330368 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16910 members Mstep: Class 2 contains 16993 members Entering Unmasked Estep Score: -3331232.750000 Penalty: 3390.159180 Iteration 3F: 3 clusters Score -3331233 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16913 members Mstep: Class 2 contains 16990 members Entering Unmasked Estep Score: -3332304.750000 Penalty: 3390.159180 Iteration 4F: 3 clusters Score -3332305 nChanged 2081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17026 members Mstep: Class 2 contains 16877 members Entering Unmasked Estep Score: -3333671.250000 Penalty: 3390.159180 Iteration 5F: 3 clusters Score -3333671 nChanged 2227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17329 members Mstep: Class 2 contains 16574 members Entering Unmasked Estep Score: -3335327.250000 Penalty: 3390.159180 Iteration 6F: 3 clusters Score -3335327 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17733 members Mstep: Class 2 contains 16170 members Entering Unmasked Estep Score: -3336936.250000 Penalty: 3390.159180 Iteration 7F: 3 clusters Score -3336936 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18201 members Mstep: Class 2 contains 15702 members Entering Unmasked Estep Score: -3338162.750000 Penalty: 3390.159180 Iteration 8F: 3 clusters Score -3338163 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18492 members Mstep: Class 2 contains 15411 members Entering Unmasked Estep Score: -3338855.500000 Penalty: 3390.159180 Iteration 9Q: 3 clusters Score -3338856 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18714 members Mstep: Class 2 contains 15189 members Entering Unmasked Estep Score: -3339214.750000 Penalty: 3390.159180 Iteration 10Q: 3 clusters Score -3339215 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18849 members Mstep: Class 2 contains 15054 members Entering Unmasked Estep Score: -3339480.250000 Penalty: 3390.159180 Iteration 11Q: 3 clusters Score -3339480 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18901 members Mstep: Class 2 contains 15002 members Entering Unmasked Estep Score: -3339636.000000 Penalty: 3390.159180 Iteration 12Q: 3 clusters Score -3339636 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18920 members Mstep: Class 2 contains 14983 members Entering Unmasked Estep Score: -3339770.000000 Penalty: 3390.159180 Iteration 13Q: 3 clusters Score -3339770 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18933 members Mstep: Class 2 contains 14970 members Entering Unmasked Estep Score: -3339880.000000 Penalty: 3390.159180 Iteration 14Q: 3 clusters Score -3339880 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18886 members Mstep: Class 2 contains 15017 members Entering Unmasked Estep Score: -3339974.250000 Penalty: 3390.159180 Iteration 15Q: 3 clusters Score -3339974 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18825 members Mstep: Class 2 contains 15078 members Entering Unmasked Estep Score: -3340044.250000 Penalty: 3390.159180 Iteration 16Q: 3 clusters Score -3340044 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18769 members Mstep: Class 2 contains 15134 members Entering Unmasked Estep Score: -3340100.000000 Penalty: 3390.159180 Iteration 17Q: 3 clusters Score -3340100 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18733 members Mstep: Class 2 contains 15170 members Entering Unmasked Estep Score: -3340148.750000 Penalty: 3390.159180 Iteration 18Q: 3 clusters Score -3340149 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18689 members Mstep: Class 2 contains 15214 members Entering Unmasked Estep Score: -3340202.500000 Penalty: 3390.159180 Iteration 19Q: 3 clusters Score -3340202 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18635 members Mstep: Class 2 contains 15268 members Entering Unmasked Estep Score: -3340231.500000 Penalty: 3390.159180 Iteration 20F: 3 clusters Score -3340232 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18554 members Mstep: Class 2 contains 15349 members Entering Unmasked Estep Score: -3340247.000000 Penalty: 3390.159180 Iteration 21Q: 3 clusters Score -3340247 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18497 members Mstep: Class 2 contains 15406 members Entering Unmasked Estep Score: -3340268.250000 Penalty: 3390.159180 Iteration 22Q: 3 clusters Score -3340268 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18434 members Mstep: Class 2 contains 15469 members Entering Unmasked Estep Score: -3340280.250000 Penalty: 3390.159180 Iteration 23Q: 3 clusters Score -3340280 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18370 members Mstep: Class 2 contains 15533 members Entering Unmasked Estep Score: -3340281.750000 Penalty: 3390.159180 Iteration 24Q: 3 clusters Score -3340282 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18289 members Mstep: Class 2 contains 15614 members Entering Unmasked Estep Score: -3340296.500000 Penalty: 3390.159180 Iteration 25Q: 3 clusters Score -3340296 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18225 members Mstep: Class 2 contains 15678 members Entering Unmasked Estep Score: -3340310.750000 Penalty: 3390.159180 Iteration 26Q: 3 clusters Score -3340311 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18146 members Mstep: Class 2 contains 15757 members Entering Unmasked Estep Score: -3340317.250000 Penalty: 3390.159180 Iteration 27Q: 3 clusters Score -3340317 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18062 members Mstep: Class 2 contains 15841 members Entering Unmasked Estep Score: -3340334.250000 Penalty: 3390.159180 Iteration 28Q: 3 clusters Score -3340334 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17971 members Mstep: Class 2 contains 15932 members Entering Unmasked Estep Score: -3340353.500000 Penalty: 3390.159180 Iteration 29Q: 3 clusters Score -3340354 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17873 members Mstep: Class 2 contains 16030 members Entering Unmasked Estep Score: -3340383.750000 Penalty: 3390.159180 Iteration 30Q: 3 clusters Score -3340384 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17765 members Mstep: Class 2 contains 16138 members Entering Unmasked Estep Score: -3340396.750000 Penalty: 3390.159180 Iteration 31Q: 3 clusters Score -3340397 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17652 members Mstep: Class 2 contains 16251 members Entering Unmasked Estep Score: -3340399.500000 Penalty: 3390.159180 Iteration 32Q: 3 clusters Score -3340400 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17540 members Mstep: Class 2 contains 16363 members Entering Unmasked Estep Score: -3340411.500000 Penalty: 3390.159180 Iteration 33Q: 3 clusters Score -3340412 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17426 members Mstep: Class 2 contains 16477 members Entering Unmasked Estep Score: -3340445.750000 Penalty: 3390.159180 Iteration 34Q: 3 clusters Score -3340446 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17307 members Mstep: Class 2 contains 16596 members Entering Unmasked Estep Score: -3340463.000000 Penalty: 3390.159180 Iteration 35Q: 3 clusters Score -3340463 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17188 members Mstep: Class 2 contains 16715 members Entering Unmasked Estep Score: -3340461.750000 Penalty: 3390.159180 Iteration 36Q: 3 clusters Score -3340462 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17056 members Mstep: Class 2 contains 16847 members Entering Unmasked Estep Score: -3340480.750000 Penalty: 3390.159180 Iteration 37Q: 3 clusters Score -3340481 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16929 members Mstep: Class 2 contains 16974 members Entering Unmasked Estep Score: -3340491.750000 Penalty: 3390.159180 Iteration 38Q: 3 clusters Score -3340492 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16816 members Mstep: Class 2 contains 17087 members Entering Unmasked Estep Score: -3340502.250000 Penalty: 3390.159180 Iteration 39Q: 3 clusters Score -3340502 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16692 members Mstep: Class 2 contains 17211 members Entering Unmasked Estep Score: -3340527.000000 Penalty: 3390.159180 Iteration 40F: 3 clusters Score -3340527 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16571 members Mstep: Class 2 contains 17332 members Entering Unmasked Estep Score: -3340537.250000 Penalty: 3390.159180 Iteration 41Q: 3 clusters Score -3340537 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16466 members Mstep: Class 2 contains 17437 members Entering Unmasked Estep Score: -3340546.750000 Penalty: 3390.159180 Iteration 42Q: 3 clusters Score -3340547 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16360 members Mstep: Class 2 contains 17543 members Entering Unmasked Estep Score: -3340558.000000 Penalty: 3390.159180 Iteration 43Q: 3 clusters Score -3340558 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16248 members Mstep: Class 2 contains 17655 members Entering Unmasked Estep Score: -3340583.750000 Penalty: 3390.159180 Iteration 44Q: 3 clusters Score -3340584 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16126 members Mstep: Class 2 contains 17777 members Entering Unmasked Estep Score: -3340589.000000 Penalty: 3390.159180 Iteration 45Q: 3 clusters Score -3340589 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15993 members Mstep: Class 2 contains 17910 members Entering Unmasked Estep Score: -3340601.250000 Penalty: 3390.159180 Iteration 46Q: 3 clusters Score -3340601 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15864 members Mstep: Class 2 contains 18039 members Entering Unmasked Estep Score: -3340619.250000 Penalty: 3390.159180 Iteration 47Q: 3 clusters Score -3340619 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15704 members Mstep: Class 2 contains 18199 members Entering Unmasked Estep Score: -3340638.500000 Penalty: 3390.159180 Iteration 48Q: 3 clusters Score -3340638 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15540 members Mstep: Class 2 contains 18363 members Entering Unmasked Estep Score: -3340651.250000 Penalty: 3390.159180 Iteration 49Q: 3 clusters Score -3340651 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15359 members Mstep: Class 2 contains 18544 members Entering Unmasked Estep Score: -3340677.750000 Penalty: 3390.159180 Iteration 50Q: 3 clusters Score -3340678 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15183 members Mstep: Class 2 contains 18720 members Entering Unmasked Estep Score: -3340719.250000 Penalty: 3390.159180 Iteration 51Q: 3 clusters Score -3340719 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15003 members Mstep: Class 2 contains 18900 members Entering Unmasked Estep Score: -3340742.000000 Penalty: 3390.159180 Iteration 52Q: 3 clusters Score -3340742 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14822 members Mstep: Class 2 contains 19081 members Entering Unmasked Estep Score: -3340757.500000 Penalty: 3390.159180 Iteration 53Q: 3 clusters Score -3340758 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14646 members Mstep: Class 2 contains 19257 members Entering Unmasked Estep Score: -3340776.000000 Penalty: 3390.159180 Iteration 54Q: 3 clusters Score -3340776 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14461 members Mstep: Class 2 contains 19442 members Entering Unmasked Estep Score: -3340800.500000 Penalty: 3390.159180 Iteration 55Q: 3 clusters Score -3340800 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14271 members Mstep: Class 2 contains 19632 members Entering Unmasked Estep Score: -3340824.500000 Penalty: 3390.159180 Iteration 56Q: 3 clusters Score -3340824 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14092 members Mstep: Class 2 contains 19811 members Entering Unmasked Estep Score: -3340843.500000 Penalty: 3390.159180 Iteration 57Q: 3 clusters Score -3340844 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13920 members Mstep: Class 2 contains 19983 members Entering Unmasked Estep Score: -3340862.000000 Penalty: 3390.159180 Iteration 58Q: 3 clusters Score -3340862 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13745 members Mstep: Class 2 contains 20158 members Entering Unmasked Estep Score: -3340884.000000 Penalty: 3390.159180 Iteration 59Q: 3 clusters Score -3340884 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13574 members Mstep: Class 2 contains 20329 members Entering Unmasked Estep Score: -3340899.250000 Penalty: 3390.159180 Iteration 60F: 3 clusters Score -3340899 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13405 members Mstep: Class 2 contains 20498 members Entering Unmasked Estep Score: -3340931.750000 Penalty: 3390.159180 Iteration 61Q: 3 clusters Score -3340932 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13253 members Mstep: Class 2 contains 20650 members Entering Unmasked Estep Score: -3340961.500000 Penalty: 3390.159180 Iteration 62Q: 3 clusters Score -3340962 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13092 members Mstep: Class 2 contains 20811 members Entering Unmasked Estep Score: -3340975.750000 Penalty: 3390.159180 Iteration 63Q: 3 clusters Score -3340976 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12947 members Mstep: Class 2 contains 20956 members Entering Unmasked Estep Score: -3341002.000000 Penalty: 3390.159180 Iteration 64Q: 3 clusters Score -3341002 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12787 members Mstep: Class 2 contains 21116 members Entering Unmasked Estep Score: -3341011.500000 Penalty: 3390.159180 Iteration 65Q: 3 clusters Score -3341012 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12610 members Mstep: Class 2 contains 21293 members Entering Unmasked Estep Score: -3341032.250000 Penalty: 3390.159180 Iteration 66Q: 3 clusters Score -3341032 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12435 members Mstep: Class 2 contains 21468 members Entering Unmasked Estep Score: -3341062.250000 Penalty: 3390.159180 Iteration 67Q: 3 clusters Score -3341062 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12255 members Mstep: Class 2 contains 21648 members Entering Unmasked Estep Score: -3341099.250000 Penalty: 3390.159180 Iteration 68Q: 3 clusters Score -3341099 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 21818 members Entering Unmasked Estep Score: -3341135.250000 Penalty: 3390.159180 Iteration 69Q: 3 clusters Score -3341135 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11923 members Mstep: Class 2 contains 21980 members Entering Unmasked Estep Score: -3341145.500000 Penalty: 3390.159180 Iteration 70Q: 3 clusters Score -3341146 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11765 members Mstep: Class 2 contains 22138 members Entering Unmasked Estep Score: -3341166.500000 Penalty: 3390.159180 Iteration 71Q: 3 clusters Score -3341166 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11603 members Mstep: Class 2 contains 22300 members Entering Unmasked Estep Score: -3341190.750000 Penalty: 3390.159180 Iteration 72Q: 3 clusters Score -3341191 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11436 members Mstep: Class 2 contains 22467 members Entering Unmasked Estep Score: -3341204.250000 Penalty: 3390.159180 Iteration 73Q: 3 clusters Score -3341204 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 22617 members Entering Unmasked Estep Score: -3341226.750000 Penalty: 3390.159180 Iteration 74Q: 3 clusters Score -3341227 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 22745 members Entering Unmasked Estep Score: -3341243.250000 Penalty: 3390.159180 Iteration 75Q: 3 clusters Score -3341243 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 22882 members Entering Unmasked Estep Score: -3341252.000000 Penalty: 3390.159180 Iteration 76Q: 3 clusters Score -3341252 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10862 members Mstep: Class 2 contains 23041 members Entering Unmasked Estep Score: -3341290.000000 Penalty: 3390.159180 Iteration 77Q: 3 clusters Score -3341290 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10694 members Mstep: Class 2 contains 23209 members Entering Unmasked Estep Score: -3341313.500000 Penalty: 3390.159180 Iteration 78Q: 3 clusters Score -3341314 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10506 members Mstep: Class 2 contains 23397 members Entering Unmasked Estep Score: -3341343.250000 Penalty: 3390.159180 Iteration 79Q: 3 clusters Score -3341343 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 23579 members Entering Unmasked Estep Score: -3341373.750000 Penalty: 3390.159180 Iteration 80F: 3 clusters Score -3341374 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10134 members Mstep: Class 2 contains 23769 members Entering Unmasked Estep Score: -3341419.250000 Penalty: 3390.159180 Iteration 81Q: 3 clusters Score -3341419 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Mstep: Class 2 contains 23976 members Entering Unmasked Estep Score: -3341447.250000 Penalty: 3390.159180 Iteration 82Q: 3 clusters Score -3341447 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9717 members Mstep: Class 2 contains 24186 members Entering Unmasked Estep Score: -3341487.500000 Penalty: 3390.159180 Iteration 83Q: 3 clusters Score -3341488 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 24439 members Entering Unmasked Estep Score: -3341552.250000 Penalty: 3390.159180 Iteration 84Q: 3 clusters Score -3341552 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 24709 members Entering Unmasked Estep Score: -3341609.000000 Penalty: 3390.159180 Iteration 85Q: 3 clusters Score -3341609 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 25012 members Entering Unmasked Estep Score: -3341700.750000 Penalty: 3390.159180 Iteration 86Q: 3 clusters Score -3341701 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 25327 members Entering Unmasked Estep Score: -3341796.750000 Penalty: 3390.159180 Iteration 87Q: 3 clusters Score -3341797 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 25651 members Entering Unmasked Estep Score: -3341900.750000 Penalty: 3390.159180 Iteration 88Q: 3 clusters Score -3341901 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 25998 members Entering Unmasked Estep Score: -3342031.000000 Penalty: 3390.159180 Iteration 89Q: 3 clusters Score -3342031 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7536 members Mstep: Class 2 contains 26367 members Entering Unmasked Estep Score: -3342178.250000 Penalty: 3390.159180 Iteration 90Q: 3 clusters Score -3342178 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 26739 members Entering Unmasked Estep Score: -3342306.250000 Penalty: 3390.159180 Iteration 91Q: 3 clusters Score -3342306 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 27109 members Entering Unmasked Estep Score: -3342466.250000 Penalty: 3390.159180 Iteration 92Q: 3 clusters Score -3342466 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 27500 members Entering Unmasked Estep Score: -3342640.500000 Penalty: 3390.159180 Iteration 93Q: 3 clusters Score -3342640 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 27872 members Entering Unmasked Estep Score: -3342802.250000 Penalty: 3390.159180 Iteration 94Q: 3 clusters Score -3342802 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 28216 members Entering Unmasked Estep Score: -3342945.250000 Penalty: 3390.159180 Iteration 95Q: 3 clusters Score -3342945 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 28555 members Entering Unmasked Estep Score: -3343093.750000 Penalty: 3390.159180 Iteration 96Q: 3 clusters Score -3343094 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 28883 members Entering Unmasked Estep Score: -3343235.750000 Penalty: 3390.159180 Iteration 97Q: 3 clusters Score -3343236 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 29164 members Entering Unmasked Estep Score: -3343331.000000 Penalty: 3390.159180 Iteration 98Q: 3 clusters Score -3343331 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 29389 members Entering Unmasked Estep Score: -3343382.750000 Penalty: 3390.159180 Iteration 99Q: 3 clusters Score -3343383 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 29597 members Entering Unmasked Estep Score: -3343470.750000 Penalty: 3390.159180 Iteration 100F: 3 clusters Score -3343471 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 29801 members Entering Unmasked Estep Score: -3343533.500000 Penalty: 3390.159180 Iteration 101Q: 3 clusters Score -3343534 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 29996 members Entering Unmasked Estep Score: -3343624.000000 Penalty: 3390.159180 Iteration 102Q: 3 clusters Score -3343624 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 30186 members Entering Unmasked Estep Score: -3343717.250000 Penalty: 3390.159180 Iteration 103Q: 3 clusters Score -3343717 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 30366 members Entering Unmasked Estep Score: -3343811.000000 Penalty: 3390.159180 Iteration 104Q: 3 clusters Score -3343811 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 30542 members Entering Unmasked Estep Score: -3343900.250000 Penalty: 3390.159180 Iteration 105Q: 3 clusters Score -3343900 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 30697 members Entering Unmasked Estep Score: -3343967.750000 Penalty: 3390.159180 Iteration 106Q: 3 clusters Score -3343968 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 30830 members Entering Unmasked Estep Score: -3344016.750000 Penalty: 3390.159180 Iteration 107Q: 3 clusters Score -3344017 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 30944 members Entering Unmasked Estep Score: -3344048.000000 Penalty: 3390.159180 Iteration 108Q: 3 clusters Score -3344048 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 31041 members Entering Unmasked Estep Score: -3344078.750000 Penalty: 3390.159180 Iteration 109Q: 3 clusters Score -3344079 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 31107 members Entering Unmasked Estep Score: -3344093.500000 Penalty: 3390.159180 Iteration 110Q: 3 clusters Score -3344094 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 31169 members Entering Unmasked Estep Score: -3344099.500000 Penalty: 3390.159180 Iteration 111Q: 3 clusters Score -3344100 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 31214 members Entering Unmasked Estep Score: -3344107.000000 Penalty: 3390.159180 Iteration 112Q: 3 clusters Score -3344107 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 31258 members Entering Unmasked Estep Score: -3344121.750000 Penalty: 3390.159180 Iteration 113Q: 3 clusters Score -3344122 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 31287 members Entering Unmasked Estep Score: -3344118.750000 Penalty: 3390.159180 Iteration 114Q: 3 clusters Score -3344119 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 31314 members Entering Unmasked Estep Score: -3344124.000000 Penalty: 3390.159180 Iteration 115Q: 3 clusters Score -3344124 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 31332 members Entering Unmasked Estep Score: -3344128.000000 Penalty: 3390.159180 Iteration 116Q: 3 clusters Score -3344128 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 31344 members Entering Unmasked Estep Score: -3344141.250000 Penalty: 3390.159180 Iteration 117Q: 3 clusters Score -3344141 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 31360 members Entering Unmasked Estep Score: -3344141.750000 Penalty: 3390.159180 Iteration 118Q: 3 clusters Score -3344142 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 31373 members Entering Unmasked Estep Score: -3344144.000000 Penalty: 3390.159180 Iteration 119Q: 3 clusters Score -3344144 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 31380 members Entering Unmasked Estep Score: -3344149.250000 Penalty: 3390.159180 Iteration 120F: 3 clusters Score -3344149 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 31395 members Entering Unmasked Estep Score: -3344144.250000 Penalty: 3390.159180 Iteration 121Q: 3 clusters Score -3344144 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 31412 members Entering Unmasked Estep Score: -3344139.250000 Penalty: 3390.159180 Iteration 122Q: 3 clusters Score -3344139 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 31428 members Entering Unmasked Estep Score: -3344141.250000 Penalty: 3390.159180 Iteration 123Q: 3 clusters Score -3344141 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 31447 members Entering Unmasked Estep Score: -3344139.000000 Penalty: 3390.159180 Iteration 124Q: 3 clusters Score -3344139 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 31467 members Entering Unmasked Estep Score: -3344151.000000 Penalty: 3390.159180 Iteration 125Q: 3 clusters Score -3344151 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 31491 members Entering Unmasked Estep Score: -3344148.500000 Penalty: 3390.159180 Iteration 126Q: 3 clusters Score -3344148 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 31503 members Entering Unmasked Estep Score: -3344148.750000 Penalty: 3390.159180 Iteration 127Q: 3 clusters Score -3344149 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 31519 members Entering Unmasked Estep Score: -3344146.750000 Penalty: 3390.159180 Iteration 128Q: 3 clusters Score -3344147 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 31528 members Entering Unmasked Estep Score: -3344147.750000 Penalty: 3390.159180 Iteration 129Q: 3 clusters Score -3344148 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 31542 members Entering Unmasked Estep Score: -3344150.500000 Penalty: 3390.159180 Iteration 130Q: 3 clusters Score -3344150 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 31551 members Entering Unmasked Estep Score: -3344150.250000 Penalty: 3390.159180 Iteration 131Q: 3 clusters Score -3344150 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 31559 members Entering Unmasked Estep Score: -3344150.250000 Penalty: 3390.159180 Iteration 132Q: 3 clusters Score -3344150 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 31567 members Entering Unmasked Estep Score: -3344151.000000 Penalty: 3390.159180 Iteration 133Q: 3 clusters Score -3344151 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 31571 members Entering Unmasked Estep Score: -3344153.750000 Penalty: 3390.159180 Iteration 134Q: 3 clusters Score -3344154 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 31574 members Entering Unmasked Estep Score: -3344157.500000 Penalty: 3390.159180 Iteration 135Q: 3 clusters Score -3344158 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 31577 members Entering Unmasked Estep Score: -3344156.750000 Penalty: 3390.159180 Iteration 136Q: 3 clusters Score -3344157 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 31580 members Entering Unmasked Estep Score: -3344153.500000 Penalty: 3390.159180 Iteration 137Q: 3 clusters Score -3344154 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 31582 members Entering Unmasked Estep Score: -3344153.750000 Penalty: 3390.159180 Iteration 138Q: 3 clusters Score -3344154 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 31582 members Entering Unmasked Estep Score: -3344153.750000 Penalty: 3390.159180 Iteration 139F: 3 clusters Score -3344154 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3906 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 2321 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 4135 members Mstep: Class 33 contains 31582 members Entering Unmasked Estep Score: -22262890.000000 Penalty: 66234.273438 Splitting cluster 30 changes total score from -22262450.000000 to -22262890.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 31 (764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Entering Unmasked Estep Score: -72215.203125 Penalty: 1078.767334 Iteration 0F: 2 clusters Score -72215.2 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 388 members Entering Unmasked Estep Score: -70963.250000 Penalty: 2157.534668 Iteration 0F: 3 clusters Score -70963.25 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -71188.734375 Penalty: 2157.534668 Iteration 1F: 3 clusters Score -71188.73 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -71274.257812 Penalty: 2157.534668 Iteration 2F: 3 clusters Score -71274.26 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -71353.828125 Penalty: 2157.534668 Iteration 3F: 3 clusters Score -71353.83 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -71419.718750 Penalty: 2157.534668 Iteration 4F: 3 clusters Score -71419.72 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -71467.796875 Penalty: 2157.534668 Iteration 5Q: 3 clusters Score -71467.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -71520.710938 Penalty: 2157.534668 Iteration 6Q: 3 clusters Score -71520.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -71542.625000 Penalty: 2157.534668 Iteration 7Q: 3 clusters Score -71542.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -71563.960938 Penalty: 2157.534668 Iteration 8Q: 3 clusters Score -71563.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -71577.390625 Penalty: 2157.534668 Iteration 9Q: 3 clusters Score -71577.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -71582.210938 Penalty: 2157.534668 Iteration 10Q: 3 clusters Score -71582.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -71583.921875 Penalty: 2157.534668 Iteration 11Q: 3 clusters Score -71583.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -71584.343750 Penalty: 2157.534668 Iteration 12Q: 3 clusters Score -71584.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -71584.343750 Penalty: 2157.534668 Iteration 13F: 3 clusters Score -71584.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (4135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Entering Unmasked Estep Score: -418860.718750 Penalty: 1353.177002 Iteration 0F: 2 clusters Score -418860.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -415410.656250 Penalty: 2706.354004 Iteration 0F: 3 clusters Score -415410.7 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -416285.750000 Penalty: 2706.354004 Iteration 1F: 3 clusters Score -416285.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -416412.406250 Penalty: 2706.354004 Iteration 2F: 3 clusters Score -416412.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -416491.468750 Penalty: 2706.354004 Iteration 3Q: 3 clusters Score -416491.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -416557.750000 Penalty: 2706.354004 Iteration 4Q: 3 clusters Score -416557.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -416634.656250 Penalty: 2706.354004 Iteration 5Q: 3 clusters Score -416634.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -416699.250000 Penalty: 2706.354004 Iteration 6Q: 3 clusters Score -416699.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -416754.375000 Penalty: 2706.354004 Iteration 7Q: 3 clusters Score -416754.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -416823.281250 Penalty: 2706.354004 Iteration 8Q: 3 clusters Score -416823.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -416892.343750 Penalty: 2706.354004 Iteration 9Q: 3 clusters Score -416892.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -416991.218750 Penalty: 2706.354004 Iteration 10Q: 3 clusters Score -416991.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -417099.968750 Penalty: 2706.354004 Iteration 11Q: 3 clusters Score -417100 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -417201.062500 Penalty: 2706.354004 Iteration 12Q: 3 clusters Score -417201.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -417343.281250 Penalty: 2706.354004 Iteration 13Q: 3 clusters Score -417343.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -417503.250000 Penalty: 2706.354004 Iteration 14Q: 3 clusters Score -417503.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -417656.531250 Penalty: 2706.354004 Iteration 15Q: 3 clusters Score -417656.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -417804.125000 Penalty: 2706.354004 Iteration 16Q: 3 clusters Score -417804.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -417920.375000 Penalty: 2706.354004 Iteration 17Q: 3 clusters Score -417920.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -418012.093750 Penalty: 2706.354004 Iteration 18Q: 3 clusters Score -418012.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -418094.468750 Penalty: 2706.354004 Iteration 19Q: 3 clusters Score -418094.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -418164.812500 Penalty: 2706.354004 Iteration 20F: 3 clusters Score -418164.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -418224.218750 Penalty: 2706.354004 Iteration 21Q: 3 clusters Score -418224.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -418283.218750 Penalty: 2706.354004 Iteration 22Q: 3 clusters Score -418283.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -418363.562500 Penalty: 2706.354004 Iteration 23Q: 3 clusters Score -418363.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -418443.593750 Penalty: 2706.354004 Iteration 24Q: 3 clusters Score -418443.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -418525.218750 Penalty: 2706.354004 Iteration 25Q: 3 clusters Score -418525.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -418624.062500 Penalty: 2706.354004 Iteration 26Q: 3 clusters Score -418624.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -418743.750000 Penalty: 2706.354004 Iteration 27Q: 3 clusters Score -418743.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -418842.343750 Penalty: 2706.354004 Iteration 28Q: 3 clusters Score -418842.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -418941.468750 Penalty: 2706.354004 Iteration 29Q: 3 clusters Score -418941.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -419030.500000 Penalty: 2706.354004 Iteration 30Q: 3 clusters Score -419030.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -419104.593750 Penalty: 2706.354004 Iteration 31Q: 3 clusters Score -419104.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -419166.187500 Penalty: 2706.354004 Iteration 32Q: 3 clusters Score -419166.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -419219.750000 Penalty: 2706.354004 Iteration 33Q: 3 clusters Score -419219.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -419259.000000 Penalty: 2706.354004 Iteration 34Q: 3 clusters Score -419259 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -419277.343750 Penalty: 2706.354004 Iteration 35Q: 3 clusters Score -419277.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -419297.437500 Penalty: 2706.354004 Iteration 36Q: 3 clusters Score -419297.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -419304.843750 Penalty: 2706.354004 Iteration 37Q: 3 clusters Score -419304.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -419307.093750 Penalty: 2706.354004 Iteration 38Q: 3 clusters Score -419307.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -419309.093750 Penalty: 2706.354004 Iteration 39Q: 3 clusters Score -419309.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -419332.968750 Penalty: 2706.354004 Iteration 40F: 3 clusters Score -419333 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -419350.750000 Penalty: 2706.354004 Iteration 41Q: 3 clusters Score -419350.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -419355.562500 Penalty: 2706.354004 Iteration 42Q: 3 clusters Score -419355.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -419357.968750 Penalty: 2706.354004 Iteration 43Q: 3 clusters Score -419358 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -419360.906250 Penalty: 2706.354004 Iteration 44Q: 3 clusters Score -419360.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -419362.406250 Penalty: 2706.354004 Iteration 45Q: 3 clusters Score -419362.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -419363.156250 Penalty: 2706.354004 Iteration 46Q: 3 clusters Score -419363.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -419364.562500 Penalty: 2706.354004 Iteration 47Q: 3 clusters Score -419364.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -419363.218750 Penalty: 2706.354004 Iteration 48Q: 3 clusters Score -419363.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -419364.531250 Penalty: 2706.354004 Iteration 49Q: 3 clusters Score -419364.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -419364.531250 Penalty: 2706.354004 Iteration 50F: 3 clusters Score -419364.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3906 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 2321 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 2081 members Mstep: Class 33 contains 31582 members Mstep: Class 34 contains 2054 members Entering Unmasked Estep Score: -22262718.000000 Penalty: 68241.375000 Splitting cluster 32 changes total score from -22262450.000000 to -22262718.000000 So it's getting split into cluster 34. Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3906 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 178 members Mstep: Class 17 contains 952 members Mstep: Class 18 contains 2878 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 2321 members Mstep: Class 31 contains 764 members Mstep: Class 32 contains 2081 members Entering Unmasked Estep ConsiderDeletion Score: -22263068.000000 Penalty: 68241.375000 Iteration 159Q: 35 clusters Score -2.226307e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3968 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 957 members Mstep: Class 18 contains 2929 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 314 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1819 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 2320 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2306 members Mstep: Class 33 contains 31107 members Mstep: Class 34 contains 2182 members Entering Unmasked Estep ConsiderDeletion Score: -22263400.000000 Penalty: 68241.375000 Iteration 160F: 35 clusters Score -2.22634e+07 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 956 members Mstep: Class 18 contains 2940 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14853 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 1818 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 2314 members Mstep: Class 31 contains 767 members Mstep: Class 32 contains 2425 members Mstep: Class 33 contains 30884 members Mstep: Class 34 contains 2309 members Entering Unmasked Estep ConsiderDeletion Score: -22263634.000000 Penalty: 68241.375000 Iteration 161Q: 35 clusters Score -2.226363e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3932 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 955 members Mstep: Class 18 contains 2953 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14854 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1817 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 587 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 2309 members Mstep: Class 31 contains 767 members Mstep: Class 32 contains 2521 members Mstep: Class 33 contains 30700 members Mstep: Class 34 contains 2404 members Entering Unmasked Estep ConsiderDeletion Score: -22263804.000000 Penalty: 68241.375000 Iteration 162Q: 35 clusters Score -2.22638e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3920 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 954 members Mstep: Class 18 contains 2973 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14855 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1813 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 586 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2311 members Mstep: Class 31 contains 767 members Mstep: Class 32 contains 2605 members Mstep: Class 33 contains 30527 members Mstep: Class 34 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -22263806.000000 Penalty: 68241.375000 Iteration 163Q: 35 clusters Score -2.226381e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 953 members Mstep: Class 18 contains 2983 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14855 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1810 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 586 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2313 members Mstep: Class 31 contains 767 members Mstep: Class 32 contains 2653 members Mstep: Class 33 contains 30417 members Mstep: Class 34 contains 2558 members Entering Unmasked Estep ConsiderDeletion Score: -22263848.000000 Penalty: 68241.375000 Iteration 164Q: 35 clusters Score -2.226385e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 950 members Mstep: Class 18 contains 2985 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14856 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1809 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 586 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2316 members Mstep: Class 31 contains 767 members Mstep: Class 32 contains 2698 members Mstep: Class 33 contains 30330 members Mstep: Class 34 contains 2609 members Entering Unmasked Estep ConsiderDeletion Score: -22263836.000000 Penalty: 68241.375000 Iteration 165Q: 35 clusters Score -2.226384e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3889 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 950 members Mstep: Class 18 contains 2986 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14856 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1810 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 587 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2318 members Mstep: Class 31 contains 767 members Mstep: Class 32 contains 2730 members Mstep: Class 33 contains 30257 members Mstep: Class 34 contains 2650 members Entering Unmasked Estep ConsiderDeletion Score: -22263870.000000 Penalty: 68241.375000 Iteration 166Q: 35 clusters Score -2.226387e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3889 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 950 members Mstep: Class 18 contains 2992 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14856 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1808 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2320 members Mstep: Class 31 contains 767 members Mstep: Class 32 contains 2755 members Mstep: Class 33 contains 30187 members Mstep: Class 34 contains 2688 members Entering Unmasked Estep ConsiderDeletion Score: -22263888.000000 Penalty: 68241.375000 Iteration 167Q: 35 clusters Score -2.226389e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3886 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 949 members Mstep: Class 18 contains 2996 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14856 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1808 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2322 members Mstep: Class 31 contains 767 members Mstep: Class 32 contains 2783 members Mstep: Class 33 contains 30130 members Mstep: Class 34 contains 2715 members Entering Unmasked Estep ConsiderDeletion Score: -22263900.000000 Penalty: 68241.375000 Iteration 168Q: 35 clusters Score -2.22639e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3882 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 949 members Mstep: Class 18 contains 2999 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1807 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2323 members Mstep: Class 31 contains 767 members Mstep: Class 32 contains 2811 members Mstep: Class 33 contains 30073 members Mstep: Class 34 contains 2744 members Entering Unmasked Estep ConsiderDeletion Score: -22263890.000000 Penalty: 68241.375000 Iteration 169Q: 35 clusters Score -2.226389e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 947 members Mstep: Class 18 contains 2999 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1807 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2324 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2828 members Mstep: Class 33 contains 30035 members Mstep: Class 34 contains 2771 members Entering Unmasked Estep ConsiderDeletion Score: -22263876.000000 Penalty: 68241.375000 Iteration 170Q: 35 clusters Score -2.226388e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 946 members Mstep: Class 18 contains 2999 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1807 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2325 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2840 members Mstep: Class 33 contains 29995 members Mstep: Class 34 contains 2799 members Entering Unmasked Estep ConsiderDeletion Score: -22263880.000000 Penalty: 68241.375000 Iteration 171Q: 35 clusters Score -2.226388e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3876 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 3002 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1807 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2326 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2853 members Mstep: Class 33 contains 29966 members Mstep: Class 34 contains 2814 members Entering Unmasked Estep ConsiderDeletion Score: -22263848.000000 Penalty: 68241.375000 Iteration 172Q: 35 clusters Score -2.226385e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 3005 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1807 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2327 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2863 members Mstep: Class 33 contains 29934 members Mstep: Class 34 contains 2831 members Entering Unmasked Estep ConsiderDeletion Score: -22263840.000000 Penalty: 68241.375000 Iteration 173Q: 35 clusters Score -2.226384e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 3009 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1807 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2327 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2870 members Mstep: Class 33 contains 29908 members Mstep: Class 34 contains 2845 members Entering Unmasked Estep ConsiderDeletion Score: -22263826.000000 Penalty: 68241.375000 Iteration 174Q: 35 clusters Score -2.226383e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 3010 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1806 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2327 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2876 members Mstep: Class 33 contains 29892 members Mstep: Class 34 contains 2855 members Entering Unmasked Estep ConsiderDeletion Score: -22263840.000000 Penalty: 68241.375000 Iteration 175Q: 35 clusters Score -2.226384e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3876 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 3012 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1806 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2328 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2881 members Mstep: Class 33 contains 29883 members Mstep: Class 34 contains 2857 members Entering Unmasked Estep ConsiderDeletion Score: -22263826.000000 Penalty: 68241.375000 Iteration 176Q: 35 clusters Score -2.226383e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 3013 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1806 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2330 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2884 members Mstep: Class 33 contains 29871 members Mstep: Class 34 contains 2862 members Entering Unmasked Estep ConsiderDeletion Score: -22263836.000000 Penalty: 68241.375000 Iteration 177Q: 35 clusters Score -2.226384e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 3014 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1806 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2332 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2888 members Mstep: Class 33 contains 29861 members Mstep: Class 34 contains 2865 members Entering Unmasked Estep ConsiderDeletion Score: -22263844.000000 Penalty: 68241.375000 Iteration 178Q: 35 clusters Score -2.226384e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 3013 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1806 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2333 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2891 members Mstep: Class 33 contains 29854 members Mstep: Class 34 contains 2869 members Entering Unmasked Estep ConsiderDeletion Score: -22263842.000000 Penalty: 68241.375000 Iteration 179Q: 35 clusters Score -2.226384e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 946 members Mstep: Class 18 contains 3012 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1806 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2336 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2895 members Mstep: Class 33 contains 29844 members Mstep: Class 34 contains 2872 members Entering Unmasked Estep ConsiderDeletion Score: -22263824.000000 Penalty: 68241.375000 Iteration 180F: 35 clusters Score -2.226382e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 946 members Mstep: Class 18 contains 3013 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1806 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2339 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2900 members Mstep: Class 33 contains 29834 members Mstep: Class 34 contains 2873 members Entering Unmasked Estep ConsiderDeletion Score: -22263836.000000 Penalty: 68241.375000 Iteration 181Q: 35 clusters Score -2.226384e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 946 members Mstep: Class 18 contains 3012 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1806 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2341 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2906 members Mstep: Class 33 contains 29827 members Mstep: Class 34 contains 2873 members Entering Unmasked Estep ConsiderDeletion Score: -22263824.000000 Penalty: 68241.375000 Iteration 182Q: 35 clusters Score -2.226382e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 946 members Mstep: Class 18 contains 3012 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1806 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2342 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2909 members Mstep: Class 33 contains 29823 members Mstep: Class 34 contains 2873 members Entering Unmasked Estep ConsiderDeletion Score: -22263842.000000 Penalty: 68241.375000 Iteration 183Q: 35 clusters Score -2.226384e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3876 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 946 members Mstep: Class 18 contains 3014 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1805 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2342 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2912 members Mstep: Class 33 contains 29821 members Mstep: Class 34 contains 2872 members Entering Unmasked Estep ConsiderDeletion Score: -22263840.000000 Penalty: 68241.375000 Iteration 184Q: 35 clusters Score -2.226384e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3876 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 946 members Mstep: Class 18 contains 3014 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1805 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2342 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2915 members Mstep: Class 33 contains 29818 members Mstep: Class 34 contains 2872 members Entering Unmasked Estep ConsiderDeletion Score: -22263842.000000 Penalty: 68241.375000 Iteration 185Q: 35 clusters Score -2.226384e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3876 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 946 members Mstep: Class 18 contains 3014 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1805 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2342 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2915 members Mstep: Class 33 contains 29818 members Mstep: Class 34 contains 2872 members Entering Unmasked Estep ConsiderDeletion Score: -22263842.000000 Penalty: 68241.375000 Iteration 186F: 35 clusters Score -2.226384e+07 nChanged 0 Entering ConstructFrom: Score: -22263842.000000 Penalty: 68241.375000 Entering ConstructFrom: Trying to split cluster 1 (1944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Entering Unmasked Estep Score: -184410.312500 Penalty: 1230.531738 Iteration 0F: 2 clusters Score -184410.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -182355.390625 Penalty: 2461.063477 Iteration 0F: 3 clusters Score -182355.4 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -182788.250000 Penalty: 2461.063477 Iteration 1F: 3 clusters Score -182788.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -182898.890625 Penalty: 2461.063477 Iteration 2F: 3 clusters Score -182898.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -182963.218750 Penalty: 2461.063477 Iteration 3Q: 3 clusters Score -182963.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -183003.062500 Penalty: 2461.063477 Iteration 4Q: 3 clusters Score -183003.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -183031.375000 Penalty: 2461.063477 Iteration 5Q: 3 clusters Score -183031.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -183052.546875 Penalty: 2461.063477 Iteration 6Q: 3 clusters Score -183052.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -183069.109375 Penalty: 2461.063477 Iteration 7Q: 3 clusters Score -183069.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -183086.359375 Penalty: 2461.063477 Iteration 8Q: 3 clusters Score -183086.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -183095.343750 Penalty: 2461.063477 Iteration 9Q: 3 clusters Score -183095.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -183104.125000 Penalty: 2461.063477 Iteration 10Q: 3 clusters Score -183104.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -183113.406250 Penalty: 2461.063477 Iteration 11Q: 3 clusters Score -183113.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -183123.765625 Penalty: 2461.063477 Iteration 12Q: 3 clusters Score -183123.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -183129.531250 Penalty: 2461.063477 Iteration 13Q: 3 clusters Score -183129.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -183135.078125 Penalty: 2461.063477 Iteration 14Q: 3 clusters Score -183135.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -183139.453125 Penalty: 2461.063477 Iteration 15Q: 3 clusters Score -183139.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -183143.828125 Penalty: 2461.063477 Iteration 16Q: 3 clusters Score -183143.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -183146.562500 Penalty: 2461.063477 Iteration 17Q: 3 clusters Score -183146.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -183149.671875 Penalty: 2461.063477 Iteration 18Q: 3 clusters Score -183149.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -183153.140625 Penalty: 2461.063477 Iteration 19Q: 3 clusters Score -183153.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -183156.468750 Penalty: 2461.063477 Iteration 20F: 3 clusters Score -183156.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -183157.093750 Penalty: 2461.063477 Iteration 21Q: 3 clusters Score -183157.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -183158.046875 Penalty: 2461.063477 Iteration 22Q: 3 clusters Score -183158 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -183158.812500 Penalty: 2461.063477 Iteration 23Q: 3 clusters Score -183158.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -183162.000000 Penalty: 2461.063477 Iteration 24Q: 3 clusters Score -183162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -183163.140625 Penalty: 2461.063477 Iteration 25Q: 3 clusters Score -183163.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -183163.140625 Penalty: 2461.063477 Iteration 26F: 3 clusters Score -183163.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (15274 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15274 members Entering Unmasked Estep Score: -1466563.625000 Penalty: 1565.509888 Iteration 0F: 2 clusters Score -1466564 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 7701 members Entering Unmasked Estep Score: -1456039.500000 Penalty: 3131.019775 Iteration 0F: 3 clusters Score -1456040 nChanged 6785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 7860 members Entering Unmasked Estep Score: -1459711.625000 Penalty: 3131.019775 Iteration 1F: 3 clusters Score -1459712 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -1459974.750000 Penalty: 3131.019775 Iteration 2Q: 3 clusters Score -1459975 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -1460192.250000 Penalty: 3131.019775 Iteration 3Q: 3 clusters Score -1460192 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 8339 members Entering Unmasked Estep Score: -1460387.375000 Penalty: 3131.019775 Iteration 4Q: 3 clusters Score -1460387 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -1460597.375000 Penalty: 3131.019775 Iteration 5Q: 3 clusters Score -1460597 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -1460828.625000 Penalty: 3131.019775 Iteration 6Q: 3 clusters Score -1460829 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -1461131.250000 Penalty: 3131.019775 Iteration 7Q: 3 clusters Score -1461131 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -1461489.250000 Penalty: 3131.019775 Iteration 8Q: 3 clusters Score -1461489 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -1461932.125000 Penalty: 3131.019775 Iteration 9Q: 3 clusters Score -1461932 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -1462418.125000 Penalty: 3131.019775 Iteration 10F: 3 clusters Score -1462418 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -1462904.500000 Penalty: 3131.019775 Iteration 11Q: 3 clusters Score -1462904 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 12387 members Entering Unmasked Estep Score: -1463391.250000 Penalty: 3131.019775 Iteration 12Q: 3 clusters Score -1463391 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 12801 members Entering Unmasked Estep Score: -1463813.375000 Penalty: 3131.019775 Iteration 13Q: 3 clusters Score -1463813 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -1464171.625000 Penalty: 3131.019775 Iteration 14Q: 3 clusters Score -1464172 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 13288 members Entering Unmasked Estep Score: -1464443.750000 Penalty: 3131.019775 Iteration 15Q: 3 clusters Score -1464444 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 13411 members Entering Unmasked Estep Score: -1464644.875000 Penalty: 3131.019775 Iteration 16Q: 3 clusters Score -1464645 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 13503 members Entering Unmasked Estep Score: -1464815.250000 Penalty: 3131.019775 Iteration 17Q: 3 clusters Score -1464815 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 13547 members Entering Unmasked Estep Score: -1465008.750000 Penalty: 3131.019775 Iteration 18Q: 3 clusters Score -1465009 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -1465143.500000 Penalty: 3131.019775 Iteration 19Q: 3 clusters Score -1465144 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 13551 members Entering Unmasked Estep Score: -1465242.125000 Penalty: 3131.019775 Iteration 20F: 3 clusters Score -1465242 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 13542 members Entering Unmasked Estep Score: -1465318.625000 Penalty: 3131.019775 Iteration 21Q: 3 clusters Score -1465319 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 13523 members Entering Unmasked Estep Score: -1465373.875000 Penalty: 3131.019775 Iteration 22Q: 3 clusters Score -1465374 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 13508 members Entering Unmasked Estep Score: -1465407.625000 Penalty: 3131.019775 Iteration 23Q: 3 clusters Score -1465408 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 13490 members Entering Unmasked Estep Score: -1465430.875000 Penalty: 3131.019775 Iteration 24Q: 3 clusters Score -1465431 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 13470 members Entering Unmasked Estep Score: -1465443.125000 Penalty: 3131.019775 Iteration 25Q: 3 clusters Score -1465443 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 13453 members Entering Unmasked Estep Score: -1465457.625000 Penalty: 3131.019775 Iteration 26Q: 3 clusters Score -1465458 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 13447 members Entering Unmasked Estep Score: -1465468.500000 Penalty: 3131.019775 Iteration 27Q: 3 clusters Score -1465468 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 13438 members Entering Unmasked Estep Score: -1465480.125000 Penalty: 3131.019775 Iteration 28Q: 3 clusters Score -1465480 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -1465487.625000 Penalty: 3131.019775 Iteration 29Q: 3 clusters Score -1465488 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 13426 members Entering Unmasked Estep Score: -1465487.250000 Penalty: 3131.019775 Iteration 30Q: 3 clusters Score -1465487 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 13420 members Entering Unmasked Estep Score: -1465496.125000 Penalty: 3131.019775 Iteration 31Q: 3 clusters Score -1465496 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 13409 members Entering Unmasked Estep Score: -1465501.625000 Penalty: 3131.019775 Iteration 32Q: 3 clusters Score -1465502 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -1465503.500000 Penalty: 3131.019775 Iteration 33Q: 3 clusters Score -1465504 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 13394 members Entering Unmasked Estep Score: -1465505.375000 Penalty: 3131.019775 Iteration 34Q: 3 clusters Score -1465505 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -1465503.250000 Penalty: 3131.019775 Iteration 35Q: 3 clusters Score -1465503 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -1465505.250000 Penalty: 3131.019775 Iteration 36Q: 3 clusters Score -1465505 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -1465505.250000 Penalty: 3131.019775 Iteration 37F: 3 clusters Score -1465505 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Entering Unmasked Estep Score: -370400.343750 Penalty: 1342.665771 Iteration 0F: 2 clusters Score -370400.3 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 1969 members Entering Unmasked Estep Score: -367131.437500 Penalty: 2685.331543 Iteration 0F: 3 clusters Score -367131.4 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -367961.843750 Penalty: 2685.331543 Iteration 1F: 3 clusters Score -367961.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -368208.781250 Penalty: 2685.331543 Iteration 2F: 3 clusters Score -368208.8 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -368450.937500 Penalty: 2685.331543 Iteration 3F: 3 clusters Score -368450.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -368723.187500 Penalty: 2685.331543 Iteration 4F: 3 clusters Score -368723.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -368951.375000 Penalty: 2685.331543 Iteration 5F: 3 clusters Score -368951.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -369145.812500 Penalty: 2685.331543 Iteration 6F: 3 clusters Score -369145.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -369312.218750 Penalty: 2685.331543 Iteration 7F: 3 clusters Score -369312.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -369416.468750 Penalty: 2685.331543 Iteration 8Q: 3 clusters Score -369416.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -369497.125000 Penalty: 2685.331543 Iteration 9Q: 3 clusters Score -369497.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -369556.187500 Penalty: 2685.331543 Iteration 10Q: 3 clusters Score -369556.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -369592.125000 Penalty: 2685.331543 Iteration 11Q: 3 clusters Score -369592.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -369618.000000 Penalty: 2685.331543 Iteration 12Q: 3 clusters Score -369618 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -369638.093750 Penalty: 2685.331543 Iteration 13Q: 3 clusters Score -369638.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -369646.437500 Penalty: 2685.331543 Iteration 14Q: 3 clusters Score -369646.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -369653.062500 Penalty: 2685.331543 Iteration 15Q: 3 clusters Score -369653.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -369657.531250 Penalty: 2685.331543 Iteration 16Q: 3 clusters Score -369657.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -369660.125000 Penalty: 2685.331543 Iteration 17Q: 3 clusters Score -369660.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -369662.937500 Penalty: 2685.331543 Iteration 18Q: 3 clusters Score -369662.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -369667.312500 Penalty: 2685.331543 Iteration 19Q: 3 clusters Score -369667.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -369671.093750 Penalty: 2685.331543 Iteration 20F: 3 clusters Score -369671.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -369672.750000 Penalty: 2685.331543 Iteration 21Q: 3 clusters Score -369672.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -369674.031250 Penalty: 2685.331543 Iteration 22Q: 3 clusters Score -369674 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -369674.656250 Penalty: 2685.331543 Iteration 23Q: 3 clusters Score -369674.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -369675.718750 Penalty: 2685.331543 Iteration 24Q: 3 clusters Score -369675.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -369676.531250 Penalty: 2685.331543 Iteration 25Q: 3 clusters Score -369676.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -369677.062500 Penalty: 2685.331543 Iteration 26Q: 3 clusters Score -369677.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -369677.375000 Penalty: 2685.331543 Iteration 27Q: 3 clusters Score -369677.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -369677.250000 Penalty: 2685.331543 Iteration 28Q: 3 clusters Score -369677.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -369677.250000 Penalty: 2685.331543 Iteration 29F: 3 clusters Score -369677.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Entering Unmasked Estep Score: -209373.046875 Penalty: 1247.652832 Iteration 0F: 2 clusters Score -209373 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -207194.406250 Penalty: 2495.305664 Iteration 0F: 3 clusters Score -207194.4 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -207687.187500 Penalty: 2495.305664 Iteration 1F: 3 clusters Score -207687.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -207848.156250 Penalty: 2495.305664 Iteration 2F: 3 clusters Score -207848.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -207978.000000 Penalty: 2495.305664 Iteration 3F: 3 clusters Score -207978 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -208119.453125 Penalty: 2495.305664 Iteration 4F: 3 clusters Score -208119.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -208261.078125 Penalty: 2495.305664 Iteration 5F: 3 clusters Score -208261.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -208453.437500 Penalty: 2495.305664 Iteration 6F: 3 clusters Score -208453.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -208649.781250 Penalty: 2495.305664 Iteration 7F: 3 clusters Score -208649.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -208825.984375 Penalty: 2495.305664 Iteration 8F: 3 clusters Score -208826 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -208948.875000 Penalty: 2495.305664 Iteration 9Q: 3 clusters Score -208948.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -208993.703125 Penalty: 2495.305664 Iteration 10Q: 3 clusters Score -208993.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -209012.078125 Penalty: 2495.305664 Iteration 11Q: 3 clusters Score -209012.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -209026.953125 Penalty: 2495.305664 Iteration 12Q: 3 clusters Score -209027 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -209036.968750 Penalty: 2495.305664 Iteration 13Q: 3 clusters Score -209037 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -209049.453125 Penalty: 2495.305664 Iteration 14Q: 3 clusters Score -209049.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -209059.250000 Penalty: 2495.305664 Iteration 15Q: 3 clusters Score -209059.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -209071.031250 Penalty: 2495.305664 Iteration 16Q: 3 clusters Score -209071 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -209083.093750 Penalty: 2495.305664 Iteration 17Q: 3 clusters Score -209083.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -209093.937500 Penalty: 2495.305664 Iteration 18Q: 3 clusters Score -209093.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -209111.515625 Penalty: 2495.305664 Iteration 19Q: 3 clusters Score -209111.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -209147.515625 Penalty: 2495.305664 Iteration 20F: 3 clusters Score -209147.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -209212.781250 Penalty: 2495.305664 Iteration 21Q: 3 clusters Score -209212.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -209264.593750 Penalty: 2495.305664 Iteration 22Q: 3 clusters Score -209264.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -209310.703125 Penalty: 2495.305664 Iteration 23Q: 3 clusters Score -209310.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -209341.953125 Penalty: 2495.305664 Iteration 24Q: 3 clusters Score -209342 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -209373.500000 Penalty: 2495.305664 Iteration 25Q: 3 clusters Score -209373.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -209386.828125 Penalty: 2495.305664 Iteration 26Q: 3 clusters Score -209386.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -209399.062500 Penalty: 2495.305664 Iteration 27Q: 3 clusters Score -209399.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -209407.250000 Penalty: 2495.305664 Iteration 28Q: 3 clusters Score -209407.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -209410.328125 Penalty: 2495.305664 Iteration 29Q: 3 clusters Score -209410.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -209413.390625 Penalty: 2495.305664 Iteration 30Q: 3 clusters Score -209413.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -209414.859375 Penalty: 2495.305664 Iteration 31Q: 3 clusters Score -209414.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -209416.921875 Penalty: 2495.305664 Iteration 32Q: 3 clusters Score -209416.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -209417.843750 Penalty: 2495.305664 Iteration 33Q: 3 clusters Score -209417.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -209418.843750 Penalty: 2495.305664 Iteration 34Q: 3 clusters Score -209418.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -209418.843750 Penalty: 2495.305664 Iteration 35F: 3 clusters Score -209418.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 3876 members Mstep: Class 4 contains 807 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 5173 members Mstep: Class 8 contains 68337 members Mstep: Class 9 contains 3003 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 4516 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 12360 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 12879 members Mstep: Class 16 contains 180 members Mstep: Class 17 contains 946 members Mstep: Class 18 contains 3014 members Mstep: Class 19 contains 414 members Mstep: Class 20 contains 14857 members Mstep: Class 21 contains 5103 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 159 members Mstep: Class 24 contains 2867 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 1805 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 2342 members Mstep: Class 31 contains 766 members Mstep: Class 32 contains 2915 members Mstep: Class 33 contains 29818 members Mstep: Class 34 contains 2872 members Mstep: Class 35 contains 1353 members Entering Unmasked Estep Score: -22263150.000000 Penalty: 70248.476562 Splitting cluster 4 changes total score from -22263842.000000 to -22263150.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (5421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Entering Unmasked Estep Score: -547608.312500 Penalty: 1397.180786 Iteration 0F: 2 clusters Score -547608.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -543441.375000 Penalty: 2794.361572 Iteration 0F: 3 clusters Score -543441.4 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -544581.625000 Penalty: 2794.361572 Iteration 1F: 3 clusters Score -544581.6 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -544753.375000 Penalty: 2794.361572 Iteration 2F: 3 clusters Score -544753.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -544885.562500 Penalty: 2794.361572 Iteration 3Q: 3 clusters Score -544885.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -545006.187500 Penalty: 2794.361572 Iteration 4Q: 3 clusters Score -545006.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -545132.187500 Penalty: 2794.361572 Iteration 5Q: 3 clusters Score -545132.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -545262.375000 Penalty: 2794.361572 Iteration 6Q: 3 clusters Score -545262.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -545383.312500 Penalty: 2794.361572 Iteration 7Q: 3 clusters Score -545383.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -545495.250000 Penalty: 2794.361572 Iteration 8Q: 3 clusters Score -545495.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -545603.937500 Penalty: 2794.361572 Iteration 9Q: 3 clusters Score -545603.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -545717.125000 Penalty: 2794.361572 Iteration 10Q: 3 clusters Score -545717.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -545824.562500 Penalty: 2794.361572 Iteration 11Q: 3 clusters Score -545824.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -545940.812500 Penalty: 2794.361572 Iteration 12Q: 3 clusters Score -545940.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -546045.875000 Penalty: 2794.361572 Iteration 13Q: 3 clusters Score -546045.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -546125.750000 Penalty: 2794.361572 Iteration 14Q: 3 clusters Score -546125.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -546190.500000 Penalty: 2794.361572 Iteration 15Q: 3 clusters Score -546190.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -546236.750000 Penalty: 2794.361572 Iteration 16Q: 3 clusters Score -546236.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -546270.062500 Penalty: 2794.361572 Iteration 17Q: 3 clusters Score -546270.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -546300.000000 Penalty: 2794.361572 Iteration 18Q: 3 clusters Score -546300 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -546323.250000 Penalty: 2794.361572 Iteration 19Q: 3 clusters Score -546323.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -546342.000000 Penalty: 2794.361572 Iteration 20F: 3 clusters Score -546342 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -546357.312500 Penalty: 2794.361572 Iteration 21Q: 3 clusters Score -546357.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -546365.187500 Penalty: 2794.361572 Iteration 22Q: 3 clusters Score -546365.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -546375.187500 Penalty: 2794.361572 Iteration 23Q: 3 clusters Score -546375.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -546381.437500 Penalty: 2794.361572 Iteration 24Q: 3 clusters Score -546381.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -546391.000000 Penalty: 2794.361572 Iteration 25Q: 3 clusters Score -546391 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -546398.125000 Penalty: 2794.361572 Iteration 26Q: 3 clusters Score -546398.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -546408.187500 Penalty: 2794.361572 Iteration 27Q: 3 clusters Score -546408.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -546411.875000 Penalty: 2794.361572 Iteration 28Q: 3 clusters Score -546411.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -546414.187500 Penalty: 2794.361572 Iteration 29Q: 3 clusters Score -546414.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -546418.125000 Penalty: 2794.361572 Iteration 30Q: 3 clusters Score -546418.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -546419.187500 Penalty: 2794.361572 Iteration 31Q: 3 clusters Score -546419.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -546419.812500 Penalty: 2794.361572 Iteration 32Q: 3 clusters Score -546419.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -546419.812500 Penalty: 2794.361572 Iteration 33F: 3 clusters Score -546419.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14581 members Entering Unmasked Estep Score: -1476319.000000 Penalty: 1557.964600 Iteration 0F: 2 clusters Score -1476319 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -1466203.375000 Penalty: 3115.929199 Iteration 0F: 3 clusters Score -1466203 nChanged 6528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -1469683.875000 Penalty: 3115.929199 Iteration 1F: 3 clusters Score -1469684 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -1469972.625000 Penalty: 3115.929199 Iteration 2F: 3 clusters Score -1469973 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 8354 members Entering Unmasked Estep Score: -1470276.875000 Penalty: 3115.929199 Iteration 3Q: 3 clusters Score -1470277 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 8815 members Entering Unmasked Estep Score: -1470610.000000 Penalty: 3115.929199 Iteration 4Q: 3 clusters Score -1470610 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 9406 members Entering Unmasked Estep Score: -1471035.750000 Penalty: 3115.929199 Iteration 5F: 3 clusters Score -1471036 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 10084 members Entering Unmasked Estep Score: -1471571.125000 Penalty: 3115.929199 Iteration 6F: 3 clusters Score -1471571 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 10822 members Entering Unmasked Estep Score: -1472182.875000 Penalty: 3115.929199 Iteration 7F: 3 clusters Score -1472183 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 11543 members Entering Unmasked Estep Score: -1472823.625000 Penalty: 3115.929199 Iteration 8F: 3 clusters Score -1472824 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -1473401.625000 Penalty: 3115.929199 Iteration 9Q: 3 clusters Score -1473402 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 12667 members Entering Unmasked Estep Score: -1473816.500000 Penalty: 3115.929199 Iteration 10Q: 3 clusters Score -1473816 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 13033 members Entering Unmasked Estep Score: -1474108.875000 Penalty: 3115.929199 Iteration 11Q: 3 clusters Score -1474109 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 13329 members Entering Unmasked Estep Score: -1474340.125000 Penalty: 3115.929199 Iteration 12Q: 3 clusters Score -1474340 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 13573 members Entering Unmasked Estep Score: -1474531.000000 Penalty: 3115.929199 Iteration 13Q: 3 clusters Score -1474531 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 13764 members Entering Unmasked Estep Score: -1474680.375000 Penalty: 3115.929199 Iteration 14Q: 3 clusters Score -1474680 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 13890 members Entering Unmasked Estep Score: -1474774.625000 Penalty: 3115.929199 Iteration 15Q: 3 clusters Score -1474775 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 13960 members Entering Unmasked Estep Score: -1474814.250000 Penalty: 3115.929199 Iteration 16Q: 3 clusters Score -1474814 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 14007 members Entering Unmasked Estep Score: -1474855.000000 Penalty: 3115.929199 Iteration 17Q: 3 clusters Score -1474855 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 14046 members Entering Unmasked Estep Score: -1474877.625000 Penalty: 3115.929199 Iteration 18Q: 3 clusters Score -1474878 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 14076 members Entering Unmasked Estep Score: -1474894.375000 Penalty: 3115.929199 Iteration 19Q: 3 clusters Score -1474894 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 14089 members Entering Unmasked Estep Score: -1474901.125000 Penalty: 3115.929199 Iteration 20F: 3 clusters Score -1474901 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 14099 members Entering Unmasked Estep Score: -1474913.500000 Penalty: 3115.929199 Iteration 21Q: 3 clusters Score -1474914 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 14112 members Entering Unmasked Estep Score: -1474924.500000 Penalty: 3115.929199 Iteration 22Q: 3 clusters Score -1474924 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 14130 members Entering Unmasked Estep Score: -1474937.125000 Penalty: 3115.929199 Iteration 23Q: 3 clusters Score -1474937 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 14145 members Entering Unmasked Estep Score: -1474951.250000 Penalty: 3115.929199 Iteration 24Q: 3 clusters Score -1474951 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 14159 members Entering Unmasked Estep Score: -1474959.875000 Penalty: 3115.929199 Iteration 25Q: 3 clusters Score -1474960 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 14167 members Entering Unmasked Estep Score: -1474966.375000 Penalty: 3115.929199 Iteration 26Q: 3 clusters Score -1474966 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 14177 members Entering Unmasked Estep Score: -1474973.875000 Penalty: 3115.929199 Iteration 27Q: 3 clusters Score -1474974 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 14187 members Entering Unmasked Estep Score: -1474977.000000 Penalty: 3115.929199 Iteration 28Q: 3 clusters Score -1474977 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 14195 members Entering Unmasked Estep Score: -1474981.875000 Penalty: 3115.929199 Iteration 29Q: 3 clusters Score -1474982 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 14203 members Entering Unmasked Estep Score: -1474983.375000 Penalty: 3115.929199 Iteration 30Q: 3 clusters Score -1474983 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 14209 members Entering Unmasked Estep Score: -1474987.000000 Penalty: 3115.929199 Iteration 31Q: 3 clusters Score -1474987 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 14218 members Entering Unmasked Estep Score: -1474991.250000 Penalty: 3115.929199 Iteration 32Q: 3 clusters Score -1474991 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 14220 members Entering Unmasked Estep Score: -1474992.250000 Penalty: 3115.929199 Iteration 33Q: 3 clusters Score -1474992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 14223 members Entering Unmasked Estep Score: -1474995.250000 Penalty: 3115.929199 Iteration 34Q: 3 clusters Score -1474995 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 14226 members Entering Unmasked Estep Score: -1474995.000000 Penalty: 3115.929199 Iteration 35Q: 3 clusters Score -1474995 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 14230 members Entering Unmasked Estep Score: -1474998.500000 Penalty: 3115.929199 Iteration 36Q: 3 clusters Score -1474998 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 14233 members Entering Unmasked Estep Score: -1475002.125000 Penalty: 3115.929199 Iteration 37Q: 3 clusters Score -1475002 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 14236 members Entering Unmasked Estep Score: -1475003.875000 Penalty: 3115.929199 Iteration 38Q: 3 clusters Score -1475004 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -1475007.750000 Penalty: 3115.929199 Iteration 39Q: 3 clusters Score -1475008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 14243 members Entering Unmasked Estep Score: -1475007.125000 Penalty: 3115.929199 Iteration 40F: 3 clusters Score -1475007 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 14244 members Entering Unmasked Estep Score: -1475007.125000 Penalty: 3115.929199 Iteration 41Q: 3 clusters Score -1475007 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -1475010.500000 Penalty: 3115.929199 Iteration 42Q: 3 clusters Score -1475010 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 14248 members Entering Unmasked Estep Score: -1475010.375000 Penalty: 3115.929199 Iteration 43Q: 3 clusters Score -1475010 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 14248 members Entering Unmasked Estep Score: -1475010.375000 Penalty: 3115.929199 Iteration 44F: 3 clusters Score -1475010 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Entering Unmasked Estep Score: -520651.250000 Penalty: 1389.571411 Iteration 0F: 2 clusters Score -520651.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -516594.781250 Penalty: 2779.142822 Iteration 0F: 3 clusters Score -516594.8 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -517742.781250 Penalty: 2779.142822 Iteration 1F: 3 clusters Score -517742.8 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -517949.406250 Penalty: 2779.142822 Iteration 2F: 3 clusters Score -517949.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -518115.656250 Penalty: 2779.142822 Iteration 3F: 3 clusters Score -518115.7 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -518264.000000 Penalty: 2779.142822 Iteration 4Q: 3 clusters Score -518264 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -518407.093750 Penalty: 2779.142822 Iteration 5Q: 3 clusters Score -518407.1 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -518576.187500 Penalty: 2779.142822 Iteration 6Q: 3 clusters Score -518576.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -518727.906250 Penalty: 2779.142822 Iteration 7Q: 3 clusters Score -518727.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -518867.281250 Penalty: 2779.142822 Iteration 8Q: 3 clusters Score -518867.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -519000.468750 Penalty: 2779.142822 Iteration 9Q: 3 clusters Score -519000.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -519115.812500 Penalty: 2779.142822 Iteration 10Q: 3 clusters Score -519115.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -519231.968750 Penalty: 2779.142822 Iteration 11Q: 3 clusters Score -519232 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -519334.218750 Penalty: 2779.142822 Iteration 12Q: 3 clusters Score -519334.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -519387.906250 Penalty: 2779.142822 Iteration 13Q: 3 clusters Score -519387.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -519440.281250 Penalty: 2779.142822 Iteration 14Q: 3 clusters Score -519440.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -519479.406250 Penalty: 2779.142822 Iteration 15Q: 3 clusters Score -519479.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -519510.625000 Penalty: 2779.142822 Iteration 16Q: 3 clusters Score -519510.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -519528.406250 Penalty: 2779.142822 Iteration 17Q: 3 clusters Score -519528.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -519542.250000 Penalty: 2779.142822 Iteration 18Q: 3 clusters Score -519542.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -519562.250000 Penalty: 2779.142822 Iteration 19Q: 3 clusters Score -519562.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -519587.781250 Penalty: 2779.142822 Iteration 20F: 3 clusters Score -519587.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -519604.531250 Penalty: 2779.142822 Iteration 21Q: 3 clusters Score -519604.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -519620.750000 Penalty: 2779.142822 Iteration 22Q: 3 clusters Score -519620.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -519631.531250 Penalty: 2779.142822 Iteration 23Q: 3 clusters Score -519631.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -519635.531250 Penalty: 2779.142822 Iteration 24Q: 3 clusters Score -519635.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -519637.875000 Penalty: 2779.142822 Iteration 25Q: 3 clusters Score -519637.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -519641.468750 Penalty: 2779.142822 Iteration 26Q: 3 clusters Score -519641.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -519642.406250 Penalty: 2779.142822 Iteration 27Q: 3 clusters Score -519642.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -519643.375000 Penalty: 2779.142822 Iteration 28Q: 3 clusters Score -519643.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -519645.312500 Penalty: 2779.142822 Iteration 29Q: 3 clusters Score -519645.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -519645.406250 Penalty: 2779.142822 Iteration 30Q: 3 clusters Score -519645.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -519645.406250 Penalty: 2779.142822 Iteration 31F: 3 clusters Score -519645.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (68337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68337 members Entering Unmasked Estep Score: -6731234.500000 Penalty: 1808.983643 Iteration 0F: 2 clusters Score -6731234 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34123 members Mstep: Class 2 contains 34214 members Entering Unmasked Estep Score: -6685400.000000 Penalty: 3617.967285 Iteration 0F: 3 clusters Score -6685400 nChanged 32192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33573 members Mstep: Class 2 contains 34764 members Entering Unmasked Estep Score: -6703749.000000 Penalty: 3617.967285 Iteration 1F: 3 clusters Score -6703749 nChanged 2220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33195 members Mstep: Class 2 contains 35142 members Entering Unmasked Estep Score: -6704273.500000 Penalty: 3617.967285 Iteration 2Q: 3 clusters Score -6704274 nChanged 2261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32574 members Mstep: Class 2 contains 35763 members Entering Unmasked Estep Score: -6704862.000000 Penalty: 3617.967285 Iteration 3Q: 3 clusters Score -6704862 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31606 members Mstep: Class 2 contains 36731 members Entering Unmasked Estep Score: -6705615.000000 Penalty: 3617.967285 Iteration 4Q: 3 clusters Score -6705615 nChanged 2593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30265 members Mstep: Class 2 contains 38072 members Entering Unmasked Estep Score: -6706516.000000 Penalty: 3617.967285 Iteration 5Q: 3 clusters Score -6706516 nChanged 2934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28517 members Mstep: Class 2 contains 39820 members Entering Unmasked Estep Score: -6707788.500000 Penalty: 3617.967285 Iteration 6Q: 3 clusters Score -6707788 nChanged 3408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26173 members Mstep: Class 2 contains 42164 members Entering Unmasked Estep Score: -6709712.500000 Penalty: 3617.967285 Iteration 7Q: 3 clusters Score -6709712 nChanged 3986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23291 members Mstep: Class 2 contains 45046 members Entering Unmasked Estep Score: -6712435.500000 Penalty: 3617.967285 Iteration 8F: 3 clusters Score -6712436 nChanged 4282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20177 members Mstep: Class 2 contains 48160 members Entering Unmasked Estep Score: -6715970.500000 Penalty: 3617.967285 Iteration 9F: 3 clusters Score -6715970 nChanged 4086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17351 members Mstep: Class 2 contains 50986 members Entering Unmasked Estep Score: -6719433.500000 Penalty: 3617.967285 Iteration 10F: 3 clusters Score -6719434 nChanged 3150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15327 members Mstep: Class 2 contains 53010 members Entering Unmasked Estep Score: -6721710.000000 Penalty: 3617.967285 Iteration 11Q: 3 clusters Score -6721710 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13785 members Mstep: Class 2 contains 54552 members Entering Unmasked Estep Score: -6722990.500000 Penalty: 3617.967285 Iteration 12Q: 3 clusters Score -6722990 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12432 members Mstep: Class 2 contains 55905 members Entering Unmasked Estep Score: -6723824.000000 Penalty: 3617.967285 Iteration 13Q: 3 clusters Score -6723824 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 57124 members Entering Unmasked Estep Score: -6724459.000000 Penalty: 3617.967285 Iteration 14Q: 3 clusters Score -6724459 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10001 members Mstep: Class 2 contains 58336 members Entering Unmasked Estep Score: -6725048.000000 Penalty: 3617.967285 Iteration 15Q: 3 clusters Score -6725048 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 59420 members Entering Unmasked Estep Score: -6725568.000000 Penalty: 3617.967285 Iteration 16Q: 3 clusters Score -6725568 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 60452 members Entering Unmasked Estep Score: -6726051.500000 Penalty: 3617.967285 Iteration 17Q: 3 clusters Score -6726052 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 61421 members Entering Unmasked Estep Score: -6726535.000000 Penalty: 3617.967285 Iteration 18Q: 3 clusters Score -6726535 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 62342 members Entering Unmasked Estep Score: -6727017.500000 Penalty: 3617.967285 Iteration 19Q: 3 clusters Score -6727018 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 63145 members Entering Unmasked Estep Score: -6727385.000000 Penalty: 3617.967285 Iteration 20F: 3 clusters Score -6727385 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 63915 members Entering Unmasked Estep Score: -6727791.000000 Penalty: 3617.967285 Iteration 21Q: 3 clusters Score -6727791 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 64624 members Entering Unmasked Estep Score: -6728144.500000 Penalty: 3617.967285 Iteration 22Q: 3 clusters Score -6728144 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 65238 members Entering Unmasked Estep Score: -6728445.000000 Penalty: 3617.967285 Iteration 23Q: 3 clusters Score -6728445 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 65714 members Entering Unmasked Estep Score: -6728677.000000 Penalty: 3617.967285 Iteration 24Q: 3 clusters Score -6728677 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 66111 members Entering Unmasked Estep Score: -6728864.500000 Penalty: 3617.967285 Iteration 25Q: 3 clusters Score -6728864 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 66437 members Entering Unmasked Estep Score: -6729050.500000 Penalty: 3617.967285 Iteration 26Q: 3 clusters Score -6729050 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 66702 members Entering Unmasked Estep Score: -6729201.500000 Penalty: 3617.967285 Iteration 27Q: 3 clusters Score -6729202 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 66928 members Entering Unmasked Estep Score: -6729314.500000 Penalty: 3617.967285 Iteration 28Q: 3 clusters Score -6729314 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 67105 members Entering Unmasked Estep Score: -6729415.000000 Penalty: 3617.967285 Iteration 29Q: 3 clusters Score -6729415 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 67236 members Entering Unmasked Estep Score: -6729507.500000 Penalty: 3617.967285 Iteration 30Q: 3 clusters Score -6729508 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 67341 members Entering Unmasked Estep Score: -6729565.500000 Penalty: 3617.967285 Iteration 31Q: 3 clusters Score -6729566 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 67414 members Entering Unmasked Estep Score: -6729602.500000 Penalty: 3617.967285 Iteration 32Q: 3 clusters Score -6729602 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 67477 members Entering Unmasked Estep Score: -6729632.500000 Penalty: 3617.967285 Iteration 33Q: 3 clusters Score -6729632 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 67526 members Entering Unmasked Estep Score: -6729650.000000 Penalty: 3617.967285 Iteration 34Q: 3 clusters Score -6729650 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 67564 members Entering Unmasked Estep Score: -6729659.500000 Penalty: 3617.967285 Iteration 35Q: 3 clusters Score -6729660 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 67590 members Entering Unmasked Estep Score: -6729674.000000 Penalty: 3617.967285 Iteration 36Q: 3 clusters Score -6729674 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 67614 members Entering Unmasked Estep Score: -6729685.500000 Penalty: 3617.967285 Iteration 37Q: 3 clusters Score -6729686 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 67634 members Entering Unmasked Estep Score: -6729717.500000 Penalty: 3617.967285 Iteration 38Q: 3 clusters Score -6729718 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 67660 members Entering Unmasked Estep Score: -6729739.000000 Penalty: 3617.967285 Iteration 39Q: 3 clusters Score -6729739 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 67680 members Entering Unmasked Estep Score: -6729749.000000 Penalty: 3617.967285 Iteration 40F: 3 clusters Score -6729749 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 67688 members Entering Unmasked Estep Score: -6729749.500000 Penalty: 3617.967285 Iteration 41Q: 3 clusters Score -6729750 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 67697 members Entering Unmasked Estep Score: -6729762.000000 Penalty: 3617.967285 Iteration 42Q: 3 clusters Score -6729762 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 67707 members Entering Unmasked Estep Score: -6729766.500000 Penalty: 3617.967285 Iteration 43Q: 3 clusters Score -6729766 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 67706 members Entering Unmasked Estep Score: -6729775.500000 Penalty: 3617.967285 Iteration 44Q: 3 clusters Score -6729776 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 67713 members Entering Unmasked Estep Score: -6729785.500000 Penalty: 3617.967285 Iteration 45Q: 3 clusters Score -6729786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 67718 members Entering Unmasked Estep Score: -6729779.500000 Penalty: 3617.967285 Iteration 46Q: 3 clusters Score -6729780 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 67719 members Entering Unmasked Estep Score: -6729779.500000 Penalty: 3617.967285 Iteration 47Q: 3 clusters Score -6729780 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 67721 members Entering Unmasked Estep Score: -6729781.000000 Penalty: 3617.967285 Iteration 48Q: 3 clusters Score -6729781 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 67723 members Entering Unmasked Estep Score: -6729787.000000 Penalty: 3617.967285 Iteration 49Q: 3 clusters Score -6729787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 67725 members Entering Unmasked Estep Score: -6729783.500000 Penalty: 3617.967285 Iteration 50Q: 3 clusters Score -6729784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 67726 members Entering Unmasked Estep Score: -6729785.000000 Penalty: 3617.967285 Iteration 51Q: 3 clusters Score -6729785 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 67726 members Entering Unmasked Estep Score: -6729785.000000 Penalty: 3617.967285 Iteration 52F: 3 clusters Score -6729785 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Entering Unmasked Estep Score: -295648.781250 Penalty: 1301.197144 Iteration 0F: 2 clusters Score -295648.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -292913.156250 Penalty: 2602.394287 Iteration 0F: 3 clusters Score -292913.2 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -293583.125000 Penalty: 2602.394287 Iteration 1F: 3 clusters Score -293583.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -293740.656250 Penalty: 2602.394287 Iteration 2F: 3 clusters Score -293740.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -293868.218750 Penalty: 2602.394287 Iteration 3F: 3 clusters Score -293868.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -294011.593750 Penalty: 2602.394287 Iteration 4F: 3 clusters Score -294011.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -294144.562500 Penalty: 2602.394287 Iteration 5F: 3 clusters Score -294144.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -294271.125000 Penalty: 2602.394287 Iteration 6Q: 3 clusters Score -294271.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -294378.250000 Penalty: 2602.394287 Iteration 7Q: 3 clusters Score -294378.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -294467.781250 Penalty: 2602.394287 Iteration 8Q: 3 clusters Score -294467.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -294594.843750 Penalty: 2602.394287 Iteration 9Q: 3 clusters Score -294594.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -294705.031250 Penalty: 2602.394287 Iteration 10Q: 3 clusters Score -294705 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -294788.375000 Penalty: 2602.394287 Iteration 11Q: 3 clusters Score -294788.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -294848.250000 Penalty: 2602.394287 Iteration 12Q: 3 clusters Score -294848.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -294888.187500 Penalty: 2602.394287 Iteration 13Q: 3 clusters Score -294888.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -294915.187500 Penalty: 2602.394287 Iteration 14Q: 3 clusters Score -294915.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -294930.718750 Penalty: 2602.394287 Iteration 15Q: 3 clusters Score -294930.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -294941.718750 Penalty: 2602.394287 Iteration 16Q: 3 clusters Score -294941.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -294948.187500 Penalty: 2602.394287 Iteration 17Q: 3 clusters Score -294948.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -294953.875000 Penalty: 2602.394287 Iteration 18Q: 3 clusters Score -294953.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -294958.468750 Penalty: 2602.394287 Iteration 19Q: 3 clusters Score -294958.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -294964.187500 Penalty: 2602.394287 Iteration 20F: 3 clusters Score -294964.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -294972.718750 Penalty: 2602.394287 Iteration 21Q: 3 clusters Score -294972.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -294983.312500 Penalty: 2602.394287 Iteration 22Q: 3 clusters Score -294983.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -294994.562500 Penalty: 2602.394287 Iteration 23Q: 3 clusters Score -294994.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -295003.687500 Penalty: 2602.394287 Iteration 24Q: 3 clusters Score -295003.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -295007.187500 Penalty: 2602.394287 Iteration 25Q: 3 clusters Score -295007.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -295008.968750 Penalty: 2602.394287 Iteration 26Q: 3 clusters Score -295009 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -295011.093750 Penalty: 2602.394287 Iteration 27Q: 3 clusters Score -295011.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -295013.656250 Penalty: 2602.394287 Iteration 28Q: 3 clusters Score -295013.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -295014.937500 Penalty: 2602.394287 Iteration 29Q: 3 clusters Score -295014.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -295017.062500 Penalty: 2602.394287 Iteration 30Q: 3 clusters Score -295017.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -295019.093750 Penalty: 2602.394287 Iteration 31Q: 3 clusters Score -295019.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -295022.250000 Penalty: 2602.394287 Iteration 32Q: 3 clusters Score -295022.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -295022.343750 Penalty: 2602.394287 Iteration 33Q: 3 clusters Score -295022.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -295022.781250 Penalty: 2602.394287 Iteration 34Q: 3 clusters Score -295022.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -295022.781250 Penalty: 2602.394287 Iteration 35F: 3 clusters Score -295022.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Entering Unmasked Estep Score: -338993.843750 Penalty: 1324.872559 Iteration 0F: 2 clusters Score -338993.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -336009.718750 Penalty: 2649.745117 Iteration 0F: 3 clusters Score -336009.7 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -336765.062500 Penalty: 2649.745117 Iteration 1F: 3 clusters Score -336765.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -336929.500000 Penalty: 2649.745117 Iteration 2F: 3 clusters Score -336929.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -337043.156250 Penalty: 2649.745117 Iteration 3F: 3 clusters Score -337043.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -337117.531250 Penalty: 2649.745117 Iteration 4Q: 3 clusters Score -337117.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -337175.875000 Penalty: 2649.745117 Iteration 5Q: 3 clusters Score -337175.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -337223.812500 Penalty: 2649.745117 Iteration 6Q: 3 clusters Score -337223.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -337261.562500 Penalty: 2649.745117 Iteration 7Q: 3 clusters Score -337261.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -337290.468750 Penalty: 2649.745117 Iteration 8Q: 3 clusters Score -337290.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -337308.437500 Penalty: 2649.745117 Iteration 9Q: 3 clusters Score -337308.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -337325.437500 Penalty: 2649.745117 Iteration 10Q: 3 clusters Score -337325.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -337347.156250 Penalty: 2649.745117 Iteration 11Q: 3 clusters Score -337347.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -337363.437500 Penalty: 2649.745117 Iteration 12Q: 3 clusters Score -337363.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -337374.562500 Penalty: 2649.745117 Iteration 13Q: 3 clusters Score -337374.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -337384.812500 Penalty: 2649.745117 Iteration 14Q: 3 clusters Score -337384.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -337398.406250 Penalty: 2649.745117 Iteration 15Q: 3 clusters Score -337398.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -337416.156250 Penalty: 2649.745117 Iteration 16Q: 3 clusters Score -337416.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -337434.750000 Penalty: 2649.745117 Iteration 17Q: 3 clusters Score -337434.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -337451.968750 Penalty: 2649.745117 Iteration 18Q: 3 clusters Score -337452 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -337463.406250 Penalty: 2649.745117 Iteration 19Q: 3 clusters Score -337463.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -337470.781250 Penalty: 2649.745117 Iteration 20F: 3 clusters Score -337470.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -337476.406250 Penalty: 2649.745117 Iteration 21Q: 3 clusters Score -337476.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -337485.125000 Penalty: 2649.745117 Iteration 22Q: 3 clusters Score -337485.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -337492.750000 Penalty: 2649.745117 Iteration 23Q: 3 clusters Score -337492.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -337502.343750 Penalty: 2649.745117 Iteration 24Q: 3 clusters Score -337502.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -337511.125000 Penalty: 2649.745117 Iteration 25Q: 3 clusters Score -337511.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -337517.125000 Penalty: 2649.745117 Iteration 26Q: 3 clusters Score -337517.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -337523.125000 Penalty: 2649.745117 Iteration 27Q: 3 clusters Score -337523.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -337530.062500 Penalty: 2649.745117 Iteration 28Q: 3 clusters Score -337530.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -337537.125000 Penalty: 2649.745117 Iteration 29Q: 3 clusters Score -337537.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -337541.156250 Penalty: 2649.745117 Iteration 30Q: 3 clusters Score -337541.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -337545.250000 Penalty: 2649.745117 Iteration 31Q: 3 clusters Score -337545.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -337547.781250 Penalty: 2649.745117 Iteration 32Q: 3 clusters Score -337547.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -337553.156250 Penalty: 2649.745117 Iteration 33Q: 3 clusters Score -337553.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -337556.343750 Penalty: 2649.745117 Iteration 34Q: 3 clusters Score -337556.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -337559.687500 Penalty: 2649.745117 Iteration 35Q: 3 clusters Score -337559.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -337563.531250 Penalty: 2649.745117 Iteration 36Q: 3 clusters Score -337563.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -337567.250000 Penalty: 2649.745117 Iteration 37Q: 3 clusters Score -337567.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -337572.000000 Penalty: 2649.745117 Iteration 38Q: 3 clusters Score -337572 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -337578.718750 Penalty: 2649.745117 Iteration 39Q: 3 clusters Score -337578.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -337582.781250 Penalty: 2649.745117 Iteration 40F: 3 clusters Score -337582.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -337585.906250 Penalty: 2649.745117 Iteration 41Q: 3 clusters Score -337585.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -337588.156250 Penalty: 2649.745117 Iteration 42Q: 3 clusters Score -337588.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -337591.718750 Penalty: 2649.745117 Iteration 43Q: 3 clusters Score -337591.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -337594.312500 Penalty: 2649.745117 Iteration 44Q: 3 clusters Score -337594.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -337597.000000 Penalty: 2649.745117 Iteration 45Q: 3 clusters Score -337597 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -337600.812500 Penalty: 2649.745117 Iteration 46Q: 3 clusters Score -337600.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -337605.843750 Penalty: 2649.745117 Iteration 47Q: 3 clusters Score -337605.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -337610.937500 Penalty: 2649.745117 Iteration 48Q: 3 clusters Score -337610.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -337615.375000 Penalty: 2649.745117 Iteration 49Q: 3 clusters Score -337615.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -337622.656250 Penalty: 2649.745117 Iteration 50Q: 3 clusters Score -337622.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -337631.093750 Penalty: 2649.745117 Iteration 51Q: 3 clusters Score -337631.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -337641.718750 Penalty: 2649.745117 Iteration 52Q: 3 clusters Score -337641.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -337649.312500 Penalty: 2649.745117 Iteration 53Q: 3 clusters Score -337649.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -337657.125000 Penalty: 2649.745117 Iteration 54Q: 3 clusters Score -337657.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -337661.687500 Penalty: 2649.745117 Iteration 55Q: 3 clusters Score -337661.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -337666.000000 Penalty: 2649.745117 Iteration 56Q: 3 clusters Score -337666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -337667.343750 Penalty: 2649.745117 Iteration 57Q: 3 clusters Score -337667.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -337669.187500 Penalty: 2649.745117 Iteration 58Q: 3 clusters Score -337669.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -337671.906250 Penalty: 2649.745117 Iteration 59Q: 3 clusters Score -337671.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -337674.000000 Penalty: 2649.745117 Iteration 60F: 3 clusters Score -337674 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -337677.125000 Penalty: 2649.745117 Iteration 61Q: 3 clusters Score -337677.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -337682.625000 Penalty: 2649.745117 Iteration 62Q: 3 clusters Score -337682.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -337698.937500 Penalty: 2649.745117 Iteration 63Q: 3 clusters Score -337698.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -337713.937500 Penalty: 2649.745117 Iteration 64Q: 3 clusters Score -337713.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -337725.718750 Penalty: 2649.745117 Iteration 65Q: 3 clusters Score -337725.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -337735.968750 Penalty: 2649.745117 Iteration 66Q: 3 clusters Score -337736 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -337747.812500 Penalty: 2649.745117 Iteration 67Q: 3 clusters Score -337747.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -337755.718750 Penalty: 2649.745117 Iteration 68Q: 3 clusters Score -337755.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -337760.250000 Penalty: 2649.745117 Iteration 69Q: 3 clusters Score -337760.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -337765.437500 Penalty: 2649.745117 Iteration 70Q: 3 clusters Score -337765.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -337768.375000 Penalty: 2649.745117 Iteration 71Q: 3 clusters Score -337768.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -337770.781250 Penalty: 2649.745117 Iteration 72Q: 3 clusters Score -337770.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -337772.937500 Penalty: 2649.745117 Iteration 73Q: 3 clusters Score -337772.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -337777.562500 Penalty: 2649.745117 Iteration 74Q: 3 clusters Score -337777.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -337784.218750 Penalty: 2649.745117 Iteration 75Q: 3 clusters Score -337784.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -337790.656250 Penalty: 2649.745117 Iteration 76Q: 3 clusters Score -337790.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -337793.187500 Penalty: 2649.745117 Iteration 77Q: 3 clusters Score -337793.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -337793.593750 Penalty: 2649.745117 Iteration 78Q: 3 clusters Score -337793.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -337796.000000 Penalty: 2649.745117 Iteration 79Q: 3 clusters Score -337796 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -337797.125000 Penalty: 2649.745117 Iteration 80F: 3 clusters Score -337797.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -337798.312500 Penalty: 2649.745117 Iteration 81Q: 3 clusters Score -337798.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -337799.250000 Penalty: 2649.745117 Iteration 82Q: 3 clusters Score -337799.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -337799.375000 Penalty: 2649.745117 Iteration 83Q: 3 clusters Score -337799.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -337800.625000 Penalty: 2649.745117 Iteration 84Q: 3 clusters Score -337800.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -337801.000000 Penalty: 2649.745117 Iteration 85Q: 3 clusters Score -337801 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -337801.468750 Penalty: 2649.745117 Iteration 86Q: 3 clusters Score -337801.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -337801.031250 Penalty: 2649.745117 Iteration 87Q: 3 clusters Score -337801 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -337802.437500 Penalty: 2649.745117 Iteration 88Q: 3 clusters Score -337802.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -337802.875000 Penalty: 2649.745117 Iteration 89Q: 3 clusters Score -337802.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -337803.312500 Penalty: 2649.745117 Iteration 90Q: 3 clusters Score -337803.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -337804.312500 Penalty: 2649.745117 Iteration 91Q: 3 clusters Score -337804.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -337806.156250 Penalty: 2649.745117 Iteration 92Q: 3 clusters Score -337806.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -337806.031250 Penalty: 2649.745117 Iteration 93Q: 3 clusters Score -337806 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -337807.125000 Penalty: 2649.745117 Iteration 94Q: 3 clusters Score -337807.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -337807.125000 Penalty: 2649.745117 Iteration 95Q: 3 clusters Score -337807.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -337807.718750 Penalty: 2649.745117 Iteration 96Q: 3 clusters Score -337807.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -337807.718750 Penalty: 2649.745117 Iteration 97F: 3 clusters Score -337807.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Entering Unmasked Estep Score: -453753.218750 Penalty: 1367.499634 Iteration 0F: 2 clusters Score -453753.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -450061.562500 Penalty: 2734.999268 Iteration 0F: 3 clusters Score -450061.6 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -451022.312500 Penalty: 2734.999268 Iteration 1F: 3 clusters Score -451022.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -451218.062500 Penalty: 2734.999268 Iteration 2F: 3 clusters Score -451218.1 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -451364.812500 Penalty: 2734.999268 Iteration 3F: 3 clusters Score -451364.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -451483.531250 Penalty: 2734.999268 Iteration 4Q: 3 clusters Score -451483.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -451611.656250 Penalty: 2734.999268 Iteration 5Q: 3 clusters Score -451611.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -451723.093750 Penalty: 2734.999268 Iteration 6Q: 3 clusters Score -451723.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -451864.843750 Penalty: 2734.999268 Iteration 7Q: 3 clusters Score -451864.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -452037.625000 Penalty: 2734.999268 Iteration 8Q: 3 clusters Score -452037.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -452233.593750 Penalty: 2734.999268 Iteration 9Q: 3 clusters Score -452233.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -452491.843750 Penalty: 2734.999268 Iteration 10Q: 3 clusters Score -452491.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -452763.656250 Penalty: 2734.999268 Iteration 11Q: 3 clusters Score -452763.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -452987.593750 Penalty: 2734.999268 Iteration 12Q: 3 clusters Score -452987.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -453173.937500 Penalty: 2734.999268 Iteration 13Q: 3 clusters Score -453173.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -453273.812500 Penalty: 2734.999268 Iteration 14Q: 3 clusters Score -453273.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -453326.750000 Penalty: 2734.999268 Iteration 15Q: 3 clusters Score -453326.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -453357.718750 Penalty: 2734.999268 Iteration 16Q: 3 clusters Score -453357.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -453372.593750 Penalty: 2734.999268 Iteration 17Q: 3 clusters Score -453372.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -453380.187500 Penalty: 2734.999268 Iteration 18Q: 3 clusters Score -453380.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -453385.562500 Penalty: 2734.999268 Iteration 19Q: 3 clusters Score -453385.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -453388.500000 Penalty: 2734.999268 Iteration 20F: 3 clusters Score -453388.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -453389.000000 Penalty: 2734.999268 Iteration 21Q: 3 clusters Score -453389 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -453390.531250 Penalty: 2734.999268 Iteration 22Q: 3 clusters Score -453390.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -453390.062500 Penalty: 2734.999268 Iteration 23Q: 3 clusters Score -453390.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -453390.062500 Penalty: 2734.999268 Iteration 24F: 3 clusters Score -453390.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Entering Unmasked Estep Score: -242212.812500 Penalty: 1270.494995 Iteration 0F: 2 clusters Score -242212.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -239816.953125 Penalty: 2540.989990 Iteration 0F: 3 clusters Score -239817 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -240350.453125 Penalty: 2540.989990 Iteration 1F: 3 clusters Score -240350.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -240460.312500 Penalty: 2540.989990 Iteration 2F: 3 clusters Score -240460.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -240520.921875 Penalty: 2540.989990 Iteration 3Q: 3 clusters Score -240520.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -240573.156250 Penalty: 2540.989990 Iteration 4Q: 3 clusters Score -240573.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -240614.593750 Penalty: 2540.989990 Iteration 5Q: 3 clusters Score -240614.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -240653.859375 Penalty: 2540.989990 Iteration 6Q: 3 clusters Score -240653.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -240685.656250 Penalty: 2540.989990 Iteration 7Q: 3 clusters Score -240685.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -240712.671875 Penalty: 2540.989990 Iteration 8Q: 3 clusters Score -240712.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -240740.609375 Penalty: 2540.989990 Iteration 9Q: 3 clusters Score -240740.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -240765.500000 Penalty: 2540.989990 Iteration 10Q: 3 clusters Score -240765.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -240791.453125 Penalty: 2540.989990 Iteration 11Q: 3 clusters Score -240791.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -240819.734375 Penalty: 2540.989990 Iteration 12Q: 3 clusters Score -240819.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -240844.437500 Penalty: 2540.989990 Iteration 13Q: 3 clusters Score -240844.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -240858.750000 Penalty: 2540.989990 Iteration 14Q: 3 clusters Score -240858.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -240881.250000 Penalty: 2540.989990 Iteration 15Q: 3 clusters Score -240881.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -240903.203125 Penalty: 2540.989990 Iteration 16Q: 3 clusters Score -240903.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -240931.125000 Penalty: 2540.989990 Iteration 17Q: 3 clusters Score -240931.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -240963.312500 Penalty: 2540.989990 Iteration 18Q: 3 clusters Score -240963.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -240996.203125 Penalty: 2540.989990 Iteration 19Q: 3 clusters Score -240996.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -241030.000000 Penalty: 2540.989990 Iteration 20F: 3 clusters Score -241030 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -241061.859375 Penalty: 2540.989990 Iteration 21Q: 3 clusters Score -241061.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -241101.562500 Penalty: 2540.989990 Iteration 22Q: 3 clusters Score -241101.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -241147.656250 Penalty: 2540.989990 Iteration 23Q: 3 clusters Score -241147.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -241189.218750 Penalty: 2540.989990 Iteration 24Q: 3 clusters Score -241189.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -241220.609375 Penalty: 2540.989990 Iteration 25Q: 3 clusters Score -241220.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -241253.406250 Penalty: 2540.989990 Iteration 26Q: 3 clusters Score -241253.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -241283.406250 Penalty: 2540.989990 Iteration 27Q: 3 clusters Score -241283.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -241299.375000 Penalty: 2540.989990 Iteration 28Q: 3 clusters Score -241299.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -241312.796875 Penalty: 2540.989990 Iteration 29Q: 3 clusters Score -241312.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -241326.140625 Penalty: 2540.989990 Iteration 30Q: 3 clusters Score -241326.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -241338.828125 Penalty: 2540.989990 Iteration 31Q: 3 clusters Score -241338.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -241347.640625 Penalty: 2540.989990 Iteration 32Q: 3 clusters Score -241347.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -241362.156250 Penalty: 2540.989990 Iteration 33Q: 3 clusters Score -241362.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -241371.640625 Penalty: 2540.989990 Iteration 34Q: 3 clusters Score -241371.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -241377.859375 Penalty: 2540.989990 Iteration 35Q: 3 clusters Score -241377.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -241381.468750 Penalty: 2540.989990 Iteration 36Q: 3 clusters Score -241381.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -241382.953125 Penalty: 2540.989990 Iteration 37Q: 3 clusters Score -241383 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -241384.421875 Penalty: 2540.989990 Iteration 38Q: 3 clusters Score -241384.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -241385.078125 Penalty: 2540.989990 Iteration 39Q: 3 clusters Score -241385.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -241385.328125 Penalty: 2540.989990 Iteration 40F: 3 clusters Score -241385.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (12360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12360 members Entering Unmasked Estep Score: -1237799.250000 Penalty: 1531.110962 Iteration 0F: 2 clusters Score -1237799 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -1229208.250000 Penalty: 3062.221924 Iteration 0F: 3 clusters Score -1229208 nChanged 5348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -1232093.750000 Penalty: 3062.221924 Iteration 1F: 3 clusters Score -1232094 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -1232393.250000 Penalty: 3062.221924 Iteration 2F: 3 clusters Score -1232393 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1232661.250000 Penalty: 3062.221924 Iteration 3Q: 3 clusters Score -1232661 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1232934.625000 Penalty: 3062.221924 Iteration 4Q: 3 clusters Score -1232935 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1233270.250000 Penalty: 3062.221924 Iteration 5F: 3 clusters Score -1233270 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1233741.625000 Penalty: 3062.221924 Iteration 6F: 3 clusters Score -1233742 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -1234326.000000 Penalty: 3062.221924 Iteration 7F: 3 clusters Score -1234326 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -1234927.500000 Penalty: 3062.221924 Iteration 8F: 3 clusters Score -1234928 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10225 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1235524.750000 Penalty: 3062.221924 Iteration 9F: 3 clusters Score -1235525 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10663 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1236013.375000 Penalty: 3062.221924 Iteration 10Q: 3 clusters Score -1236013 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10961 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -1236335.125000 Penalty: 3062.221924 Iteration 11Q: 3 clusters Score -1236335 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -1236525.750000 Penalty: 3062.221924 Iteration 12Q: 3 clusters Score -1236526 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -1236630.750000 Penalty: 3062.221924 Iteration 13Q: 3 clusters Score -1236631 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11365 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -1236689.625000 Penalty: 3062.221924 Iteration 14Q: 3 clusters Score -1236690 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1236749.250000 Penalty: 3062.221924 Iteration 15Q: 3 clusters Score -1236749 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -1236777.625000 Penalty: 3062.221924 Iteration 16Q: 3 clusters Score -1236778 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1236794.750000 Penalty: 3062.221924 Iteration 17Q: 3 clusters Score -1236795 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1236807.500000 Penalty: 3062.221924 Iteration 18Q: 3 clusters Score -1236808 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1236820.250000 Penalty: 3062.221924 Iteration 19Q: 3 clusters Score -1236820 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1236829.375000 Penalty: 3062.221924 Iteration 20F: 3 clusters Score -1236829 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11561 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1236840.750000 Penalty: 3062.221924 Iteration 21Q: 3 clusters Score -1236841 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11577 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1236855.000000 Penalty: 3062.221924 Iteration 22Q: 3 clusters Score -1236855 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11586 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -1236862.375000 Penalty: 3062.221924 Iteration 23Q: 3 clusters Score -1236862 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -1236873.250000 Penalty: 3062.221924 Iteration 24Q: 3 clusters Score -1236873 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11600 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1236877.375000 Penalty: 3062.221924 Iteration 25Q: 3 clusters Score -1236877 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11599 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1236876.250000 Penalty: 3062.221924 Iteration 26Q: 3 clusters Score -1236876 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11600 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1236878.750000 Penalty: 3062.221924 Iteration 27Q: 3 clusters Score -1236879 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11601 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -1236880.875000 Penalty: 3062.221924 Iteration 28Q: 3 clusters Score -1236881 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1236881.125000 Penalty: 3062.221924 Iteration 29Q: 3 clusters Score -1236881 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11607 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1236881.625000 Penalty: 3062.221924 Iteration 30Q: 3 clusters Score -1236882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1236885.750000 Penalty: 3062.221924 Iteration 31Q: 3 clusters Score -1236886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1236885.750000 Penalty: 3062.221924 Iteration 32F: 3 clusters Score -1236886 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Entering Unmasked Estep Score: -123494.242188 Penalty: 1157.203491 Iteration 0F: 2 clusters Score -123494.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -121874.687500 Penalty: 2314.406982 Iteration 0F: 3 clusters Score -121874.7 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -122153.851562 Penalty: 2314.406982 Iteration 1F: 3 clusters Score -122153.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -122241.242188 Penalty: 2314.406982 Iteration 2F: 3 clusters Score -122241.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -122279.179688 Penalty: 2314.406982 Iteration 3Q: 3 clusters Score -122279.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -122298.210938 Penalty: 2314.406982 Iteration 4Q: 3 clusters Score -122298.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -122309.945312 Penalty: 2314.406982 Iteration 5Q: 3 clusters Score -122309.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -122321.125000 Penalty: 2314.406982 Iteration 6Q: 3 clusters Score -122321.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -122334.312500 Penalty: 2314.406982 Iteration 7Q: 3 clusters Score -122334.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -122346.335938 Penalty: 2314.406982 Iteration 8Q: 3 clusters Score -122346.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -122354.187500 Penalty: 2314.406982 Iteration 9Q: 3 clusters Score -122354.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -122358.195312 Penalty: 2314.406982 Iteration 10Q: 3 clusters Score -122358.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -122360.585938 Penalty: 2314.406982 Iteration 11Q: 3 clusters Score -122360.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -122366.195312 Penalty: 2314.406982 Iteration 12Q: 3 clusters Score -122366.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -122372.273438 Penalty: 2314.406982 Iteration 13Q: 3 clusters Score -122372.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -122384.789062 Penalty: 2314.406982 Iteration 14Q: 3 clusters Score -122384.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -122394.695312 Penalty: 2314.406982 Iteration 15Q: 3 clusters Score -122394.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -122402.906250 Penalty: 2314.406982 Iteration 16Q: 3 clusters Score -122402.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -122408.195312 Penalty: 2314.406982 Iteration 17Q: 3 clusters Score -122408.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -122414.015625 Penalty: 2314.406982 Iteration 18Q: 3 clusters Score -122414 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -122420.289062 Penalty: 2314.406982 Iteration 19Q: 3 clusters Score -122420.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -122423.476562 Penalty: 2314.406982 Iteration 20F: 3 clusters Score -122423.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -122428.046875 Penalty: 2314.406982 Iteration 21Q: 3 clusters Score -122428 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -122429.640625 Penalty: 2314.406982 Iteration 22Q: 3 clusters Score -122429.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -122432.507812 Penalty: 2314.406982 Iteration 23Q: 3 clusters Score -122432.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -122434.593750 Penalty: 2314.406982 Iteration 24Q: 3 clusters Score -122434.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -122437.781250 Penalty: 2314.406982 Iteration 25Q: 3 clusters Score -122437.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -122439.171875 Penalty: 2314.406982 Iteration 26Q: 3 clusters Score -122439.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -122440.445312 Penalty: 2314.406982 Iteration 27Q: 3 clusters Score -122440.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -122442.085938 Penalty: 2314.406982 Iteration 28Q: 3 clusters Score -122442.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -122442.695312 Penalty: 2314.406982 Iteration 29Q: 3 clusters Score -122442.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -122442.695312 Penalty: 2314.406982 Iteration 30F: 3 clusters Score -122442.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (12879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12879 members Entering Unmasked Estep Score: -1303293.125000 Penalty: 1537.794922 Iteration 0F: 2 clusters Score -1303293 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -1294371.375000 Penalty: 3075.589844 Iteration 0F: 3 clusters Score -1294371 nChanged 5638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -1297269.250000 Penalty: 3075.589844 Iteration 1F: 3 clusters Score -1297269 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -1297517.375000 Penalty: 3075.589844 Iteration 2F: 3 clusters Score -1297517 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -1297735.000000 Penalty: 3075.589844 Iteration 3Q: 3 clusters Score -1297735 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1297908.750000 Penalty: 3075.589844 Iteration 4Q: 3 clusters Score -1297909 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -1298084.000000 Penalty: 3075.589844 Iteration 5Q: 3 clusters Score -1298084 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -1298314.000000 Penalty: 3075.589844 Iteration 6Q: 3 clusters Score -1298314 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 8063 members Entering Unmasked Estep Score: -1298565.125000 Penalty: 3075.589844 Iteration 7Q: 3 clusters Score -1298565 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -1298924.375000 Penalty: 3075.589844 Iteration 8Q: 3 clusters Score -1298924 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 9097 members Entering Unmasked Estep Score: -1299361.125000 Penalty: 3075.589844 Iteration 9F: 3 clusters Score -1299361 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -1299826.375000 Penalty: 3075.589844 Iteration 10F: 3 clusters Score -1299826 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -1300274.000000 Penalty: 3075.589844 Iteration 11Q: 3 clusters Score -1300274 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -1300662.000000 Penalty: 3075.589844 Iteration 12Q: 3 clusters Score -1300662 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 11031 members Entering Unmasked Estep Score: -1300970.375000 Penalty: 3075.589844 Iteration 13Q: 3 clusters Score -1300970 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 11322 members Entering Unmasked Estep Score: -1301182.250000 Penalty: 3075.589844 Iteration 14Q: 3 clusters Score -1301182 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 11534 members Entering Unmasked Estep Score: -1301340.250000 Penalty: 3075.589844 Iteration 15Q: 3 clusters Score -1301340 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 11690 members Entering Unmasked Estep Score: -1301453.500000 Penalty: 3075.589844 Iteration 16Q: 3 clusters Score -1301454 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 11825 members Entering Unmasked Estep Score: -1301540.750000 Penalty: 3075.589844 Iteration 17Q: 3 clusters Score -1301541 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 11941 members Entering Unmasked Estep Score: -1301620.750000 Penalty: 3075.589844 Iteration 18Q: 3 clusters Score -1301621 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 12042 members Entering Unmasked Estep Score: -1301691.875000 Penalty: 3075.589844 Iteration 19Q: 3 clusters Score -1301692 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -1301741.000000 Penalty: 3075.589844 Iteration 20F: 3 clusters Score -1301741 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -1301784.125000 Penalty: 3075.589844 Iteration 21Q: 3 clusters Score -1301784 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -1301811.125000 Penalty: 3075.589844 Iteration 22Q: 3 clusters Score -1301811 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -1301835.625000 Penalty: 3075.589844 Iteration 23Q: 3 clusters Score -1301836 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 12300 members Entering Unmasked Estep Score: -1301850.375000 Penalty: 3075.589844 Iteration 24Q: 3 clusters Score -1301850 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -1301865.000000 Penalty: 3075.589844 Iteration 25Q: 3 clusters Score -1301865 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 12349 members Entering Unmasked Estep Score: -1301887.500000 Penalty: 3075.589844 Iteration 26Q: 3 clusters Score -1301888 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 12369 members Entering Unmasked Estep Score: -1301898.500000 Penalty: 3075.589844 Iteration 27Q: 3 clusters Score -1301898 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 12382 members Entering Unmasked Estep Score: -1301909.125000 Penalty: 3075.589844 Iteration 28Q: 3 clusters Score -1301909 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 12393 members Entering Unmasked Estep Score: -1301917.000000 Penalty: 3075.589844 Iteration 29Q: 3 clusters Score -1301917 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 12407 members Entering Unmasked Estep Score: -1301921.250000 Penalty: 3075.589844 Iteration 30Q: 3 clusters Score -1301921 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 12413 members Entering Unmasked Estep Score: -1301926.625000 Penalty: 3075.589844 Iteration 31Q: 3 clusters Score -1301927 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 12416 members Entering Unmasked Estep Score: -1301928.500000 Penalty: 3075.589844 Iteration 32Q: 3 clusters Score -1301928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 12417 members Entering Unmasked Estep Score: -1301930.000000 Penalty: 3075.589844 Iteration 33Q: 3 clusters Score -1301930 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 12420 members Entering Unmasked Estep Score: -1301931.500000 Penalty: 3075.589844 Iteration 34Q: 3 clusters Score -1301932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 12422 members Entering Unmasked Estep Score: -1301930.250000 Penalty: 3075.589844 Iteration 35Q: 3 clusters Score -1301930 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 12423 members Entering Unmasked Estep Score: -1301931.750000 Penalty: 3075.589844 Iteration 36Q: 3 clusters Score -1301932 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 12423 members Entering Unmasked Estep Score: -1301931.750000 Penalty: 3075.589844 Iteration 37F: 3 clusters Score -1301932 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -13061.252930 Penalty: 843.855530 Iteration 0F: 2 clusters Score -13061.25 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 94 members Entering Unmasked Estep Score: -12390.786133 Penalty: 1687.711060 Iteration 0F: 3 clusters Score -12390.79 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -12463.609375 Penalty: 1687.711060 Iteration 1F: 3 clusters Score -12463.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -12501.674805 Penalty: 1687.711060 Iteration 2F: 3 clusters Score -12501.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -12509.305664 Penalty: 1687.711060 Iteration 3Q: 3 clusters Score -12509.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -12516.891602 Penalty: 1687.711060 Iteration 4Q: 3 clusters Score -12516.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -12520.163086 Penalty: 1687.711060 Iteration 5Q: 3 clusters Score -12520.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -12522.831055 Penalty: 1687.711060 Iteration 6Q: 3 clusters Score -12522.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -12522.831055 Penalty: 1687.711060 Iteration 7F: 3 clusters Score -12522.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -92182.804688 Penalty: 1113.489380 Iteration 0F: 2 clusters Score -92182.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -90783.359375 Penalty: 2226.978760 Iteration 0F: 3 clusters Score -90783.36 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -91041.281250 Penalty: 2226.978760 Iteration 1F: 3 clusters Score -91041.28 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -91114.867188 Penalty: 2226.978760 Iteration 2F: 3 clusters Score -91114.87 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -91148.921875 Penalty: 2226.978760 Iteration 3Q: 3 clusters Score -91148.92 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -91166.812500 Penalty: 2226.978760 Iteration 4Q: 3 clusters Score -91166.81 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -91191.648438 Penalty: 2226.978760 Iteration 5Q: 3 clusters Score -91191.65 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -91210.132812 Penalty: 2226.978760 Iteration 6Q: 3 clusters Score -91210.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -91224.921875 Penalty: 2226.978760 Iteration 7Q: 3 clusters Score -91224.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -91240.078125 Penalty: 2226.978760 Iteration 8Q: 3 clusters Score -91240.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -91248.578125 Penalty: 2226.978760 Iteration 9Q: 3 clusters Score -91248.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -91256.109375 Penalty: 2226.978760 Iteration 10Q: 3 clusters Score -91256.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -91262.500000 Penalty: 2226.978760 Iteration 11Q: 3 clusters Score -91262.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -91265.015625 Penalty: 2226.978760 Iteration 12Q: 3 clusters Score -91265.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -91267.156250 Penalty: 2226.978760 Iteration 13Q: 3 clusters Score -91267.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -91267.156250 Penalty: 2226.978760 Iteration 14F: 3 clusters Score -91267.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Entering Unmasked Estep Score: -303552.218750 Penalty: 1301.791382 Iteration 0F: 2 clusters Score -303552.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -300899.156250 Penalty: 2603.582764 Iteration 0F: 3 clusters Score -300899.2 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -301533.500000 Penalty: 2603.582764 Iteration 1F: 3 clusters Score -301533.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -301640.906250 Penalty: 2603.582764 Iteration 2F: 3 clusters Score -301640.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -301716.593750 Penalty: 2603.582764 Iteration 3Q: 3 clusters Score -301716.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -301754.218750 Penalty: 2603.582764 Iteration 4Q: 3 clusters Score -301754.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -301778.968750 Penalty: 2603.582764 Iteration 5Q: 3 clusters Score -301779 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -301793.000000 Penalty: 2603.582764 Iteration 6Q: 3 clusters Score -301793 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -301802.781250 Penalty: 2603.582764 Iteration 7Q: 3 clusters Score -301802.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -301810.375000 Penalty: 2603.582764 Iteration 8Q: 3 clusters Score -301810.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -301815.656250 Penalty: 2603.582764 Iteration 9Q: 3 clusters Score -301815.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -301818.468750 Penalty: 2603.582764 Iteration 10Q: 3 clusters Score -301818.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -301821.125000 Penalty: 2603.582764 Iteration 11Q: 3 clusters Score -301821.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -301822.625000 Penalty: 2603.582764 Iteration 12Q: 3 clusters Score -301822.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -301824.750000 Penalty: 2603.582764 Iteration 13Q: 3 clusters Score -301824.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -301825.843750 Penalty: 2603.582764 Iteration 14Q: 3 clusters Score -301825.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -301826.656250 Penalty: 2603.582764 Iteration 15Q: 3 clusters Score -301826.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -301826.968750 Penalty: 2603.582764 Iteration 16Q: 3 clusters Score -301827 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -301826.937500 Penalty: 2603.582764 Iteration 17Q: 3 clusters Score -301826.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -301826.937500 Penalty: 2603.582764 Iteration 18F: 3 clusters Score -301826.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Entering Unmasked Estep Score: -41187.296875 Penalty: 979.203247 Iteration 0F: 2 clusters Score -41187.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -40187.722656 Penalty: 1958.406494 Iteration 0F: 3 clusters Score -40187.72 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -40341.703125 Penalty: 1958.406494 Iteration 1F: 3 clusters Score -40341.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -40367.363281 Penalty: 1958.406494 Iteration 2Q: 3 clusters Score -40367.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -40389.015625 Penalty: 1958.406494 Iteration 3Q: 3 clusters Score -40389.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -40397.937500 Penalty: 1958.406494 Iteration 4Q: 3 clusters Score -40397.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -40401.964844 Penalty: 1958.406494 Iteration 5Q: 3 clusters Score -40401.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -40402.812500 Penalty: 1958.406494 Iteration 6Q: 3 clusters Score -40402.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -40402.812500 Penalty: 1958.406494 Iteration 7F: 3 clusters Score -40402.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (14857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14857 members Entering Unmasked Estep Score: -1516138.500000 Penalty: 1561.011719 Iteration 0F: 2 clusters Score -1516138 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 7493 members Entering Unmasked Estep Score: -1505843.625000 Penalty: 3122.023438 Iteration 0F: 3 clusters Score -1505844 nChanged 6555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -1509445.250000 Penalty: 3122.023438 Iteration 1F: 3 clusters Score -1509445 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -1509742.375000 Penalty: 3122.023438 Iteration 2F: 3 clusters Score -1509742 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 8113 members Entering Unmasked Estep Score: -1510022.625000 Penalty: 3122.023438 Iteration 3Q: 3 clusters Score -1510023 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -1510297.250000 Penalty: 3122.023438 Iteration 4Q: 3 clusters Score -1510297 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -1510547.625000 Penalty: 3122.023438 Iteration 5Q: 3 clusters Score -1510548 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -1510815.375000 Penalty: 3122.023438 Iteration 6Q: 3 clusters Score -1510815 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 9047 members Entering Unmasked Estep Score: -1511138.375000 Penalty: 3122.023438 Iteration 7Q: 3 clusters Score -1511138 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 9406 members Entering Unmasked Estep Score: -1511505.125000 Penalty: 3122.023438 Iteration 8Q: 3 clusters Score -1511505 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 9824 members Entering Unmasked Estep Score: -1511914.875000 Penalty: 3122.023438 Iteration 9Q: 3 clusters Score -1511915 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 10265 members Entering Unmasked Estep Score: -1512288.875000 Penalty: 3122.023438 Iteration 10Q: 3 clusters Score -1512289 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 10732 members Entering Unmasked Estep Score: -1512664.000000 Penalty: 3122.023438 Iteration 11Q: 3 clusters Score -1512664 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 11214 members Entering Unmasked Estep Score: -1512996.625000 Penalty: 3122.023438 Iteration 12Q: 3 clusters Score -1512997 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -1513272.875000 Penalty: 3122.023438 Iteration 13Q: 3 clusters Score -1513273 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 12053 members Entering Unmasked Estep Score: -1513544.875000 Penalty: 3122.023438 Iteration 14Q: 3 clusters Score -1513545 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 12448 members Entering Unmasked Estep Score: -1513808.875000 Penalty: 3122.023438 Iteration 15Q: 3 clusters Score -1513809 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 12774 members Entering Unmasked Estep Score: -1514008.250000 Penalty: 3122.023438 Iteration 16Q: 3 clusters Score -1514008 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 13071 members Entering Unmasked Estep Score: -1514178.000000 Penalty: 3122.023438 Iteration 17Q: 3 clusters Score -1514178 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 13314 members Entering Unmasked Estep Score: -1514314.125000 Penalty: 3122.023438 Iteration 18Q: 3 clusters Score -1514314 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 13502 members Entering Unmasked Estep Score: -1514417.625000 Penalty: 3122.023438 Iteration 19Q: 3 clusters Score -1514418 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 13659 members Entering Unmasked Estep Score: -1514501.875000 Penalty: 3122.023438 Iteration 20F: 3 clusters Score -1514502 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -1514578.875000 Penalty: 3122.023438 Iteration 21Q: 3 clusters Score -1514579 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 13881 members Entering Unmasked Estep Score: -1514648.250000 Penalty: 3122.023438 Iteration 22Q: 3 clusters Score -1514648 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 13969 members Entering Unmasked Estep Score: -1514713.000000 Penalty: 3122.023438 Iteration 23Q: 3 clusters Score -1514713 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 14041 members Entering Unmasked Estep Score: -1514761.375000 Penalty: 3122.023438 Iteration 24Q: 3 clusters Score -1514761 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 14101 members Entering Unmasked Estep Score: -1514792.125000 Penalty: 3122.023438 Iteration 25Q: 3 clusters Score -1514792 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 14135 members Entering Unmasked Estep Score: -1514813.625000 Penalty: 3122.023438 Iteration 26Q: 3 clusters Score -1514814 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 14165 members Entering Unmasked Estep Score: -1514829.875000 Penalty: 3122.023438 Iteration 27Q: 3 clusters Score -1514830 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 14185 members Entering Unmasked Estep Score: -1514843.250000 Penalty: 3122.023438 Iteration 28Q: 3 clusters Score -1514843 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 14199 members Entering Unmasked Estep Score: -1514849.875000 Penalty: 3122.023438 Iteration 29Q: 3 clusters Score -1514850 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 14211 members Entering Unmasked Estep Score: -1514854.625000 Penalty: 3122.023438 Iteration 30Q: 3 clusters Score -1514855 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 14218 members Entering Unmasked Estep Score: -1514857.500000 Penalty: 3122.023438 Iteration 31Q: 3 clusters Score -1514858 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 14223 members Entering Unmasked Estep Score: -1514862.375000 Penalty: 3122.023438 Iteration 32Q: 3 clusters Score -1514862 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 14229 members Entering Unmasked Estep Score: -1514864.875000 Penalty: 3122.023438 Iteration 33Q: 3 clusters Score -1514865 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 14230 members Entering Unmasked Estep Score: -1514865.875000 Penalty: 3122.023438 Iteration 34Q: 3 clusters Score -1514866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 14231 members Entering Unmasked Estep Score: -1514866.125000 Penalty: 3122.023438 Iteration 35Q: 3 clusters Score -1514866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 14233 members Entering Unmasked Estep Score: -1514867.250000 Penalty: 3122.023438 Iteration 36Q: 3 clusters Score -1514867 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 14234 members Entering Unmasked Estep Score: -1514866.500000 Penalty: 3122.023438 Iteration 37Q: 3 clusters Score -1514866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 14235 members Entering Unmasked Estep Score: -1514868.500000 Penalty: 3122.023438 Iteration 38Q: 3 clusters Score -1514868 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 14236 members Entering Unmasked Estep Score: -1514868.625000 Penalty: 3122.023438 Iteration 39Q: 3 clusters Score -1514869 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -1514870.125000 Penalty: 3122.023438 Iteration 40F: 3 clusters Score -1514870 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 14239 members Entering Unmasked Estep Score: -1514869.875000 Penalty: 3122.023438 Iteration 41Q: 3 clusters Score -1514870 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -1514869.125000 Penalty: 3122.023438 Iteration 42Q: 3 clusters Score -1514869 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -1514869.375000 Penalty: 3122.023438 Iteration 43Q: 3 clusters Score -1514869 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 14242 members Entering Unmasked Estep Score: -1514871.375000 Penalty: 3122.023438 Iteration 44Q: 3 clusters Score -1514871 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 14242 members Entering Unmasked Estep Score: -1514872.125000 Penalty: 3122.023438 Iteration 45Q: 3 clusters Score -1514872 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 14243 members Entering Unmasked Estep Score: -1514872.875000 Penalty: 3122.023438 Iteration 46Q: 3 clusters Score -1514873 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 14244 members Entering Unmasked Estep Score: -1514873.000000 Penalty: 3122.023438 Iteration 47Q: 3 clusters Score -1514873 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 14244 members Entering Unmasked Estep Score: -1514873.000000 Penalty: 3122.023438 Iteration 48F: 3 clusters Score -1514873 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Entering Unmasked Estep Score: -500908.000000 Penalty: 1387.357422 Iteration 0F: 2 clusters Score -500908 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -496904.500000 Penalty: 2774.714844 Iteration 0F: 3 clusters Score -496904.5 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -498109.562500 Penalty: 2774.714844 Iteration 1F: 3 clusters Score -498109.6 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -498314.812500 Penalty: 2774.714844 Iteration 2F: 3 clusters Score -498314.8 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -498521.437500 Penalty: 2774.714844 Iteration 3F: 3 clusters Score -498521.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -498730.250000 Penalty: 2774.714844 Iteration 4F: 3 clusters Score -498730.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -498965.843750 Penalty: 2774.714844 Iteration 5F: 3 clusters Score -498965.8 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -499232.781250 Penalty: 2774.714844 Iteration 6F: 3 clusters Score -499232.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -499473.906250 Penalty: 2774.714844 Iteration 7F: 3 clusters Score -499473.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -499689.125000 Penalty: 2774.714844 Iteration 8Q: 3 clusters Score -499689.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -499852.875000 Penalty: 2774.714844 Iteration 9Q: 3 clusters Score -499852.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -500012.437500 Penalty: 2774.714844 Iteration 10Q: 3 clusters Score -500012.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -500123.000000 Penalty: 2774.714844 Iteration 11Q: 3 clusters Score -500123 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -500183.781250 Penalty: 2774.714844 Iteration 12Q: 3 clusters Score -500183.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -500243.312500 Penalty: 2774.714844 Iteration 13Q: 3 clusters Score -500243.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -500284.656250 Penalty: 2774.714844 Iteration 14Q: 3 clusters Score -500284.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -500315.781250 Penalty: 2774.714844 Iteration 15Q: 3 clusters Score -500315.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -500341.000000 Penalty: 2774.714844 Iteration 16Q: 3 clusters Score -500341 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -500358.812500 Penalty: 2774.714844 Iteration 17Q: 3 clusters Score -500358.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -500375.718750 Penalty: 2774.714844 Iteration 18Q: 3 clusters Score -500375.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -500395.062500 Penalty: 2774.714844 Iteration 19Q: 3 clusters Score -500395.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -500408.500000 Penalty: 2774.714844 Iteration 20F: 3 clusters Score -500408.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -500418.375000 Penalty: 2774.714844 Iteration 21Q: 3 clusters Score -500418.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -500428.500000 Penalty: 2774.714844 Iteration 22Q: 3 clusters Score -500428.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -500436.406250 Penalty: 2774.714844 Iteration 23Q: 3 clusters Score -500436.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -500442.625000 Penalty: 2774.714844 Iteration 24Q: 3 clusters Score -500442.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -500447.031250 Penalty: 2774.714844 Iteration 25Q: 3 clusters Score -500447 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -500450.062500 Penalty: 2774.714844 Iteration 26Q: 3 clusters Score -500450.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -500451.718750 Penalty: 2774.714844 Iteration 27Q: 3 clusters Score -500451.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -500458.375000 Penalty: 2774.714844 Iteration 28Q: 3 clusters Score -500458.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -500467.281250 Penalty: 2774.714844 Iteration 29Q: 3 clusters Score -500467.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -500478.093750 Penalty: 2774.714844 Iteration 30Q: 3 clusters Score -500478.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -500485.937500 Penalty: 2774.714844 Iteration 31Q: 3 clusters Score -500485.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -500494.843750 Penalty: 2774.714844 Iteration 32Q: 3 clusters Score -500494.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -500502.062500 Penalty: 2774.714844 Iteration 33Q: 3 clusters Score -500502.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -500510.875000 Penalty: 2774.714844 Iteration 34Q: 3 clusters Score -500510.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -500518.562500 Penalty: 2774.714844 Iteration 35Q: 3 clusters Score -500518.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -500523.312500 Penalty: 2774.714844 Iteration 36Q: 3 clusters Score -500523.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -500528.375000 Penalty: 2774.714844 Iteration 37Q: 3 clusters Score -500528.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -500533.718750 Penalty: 2774.714844 Iteration 38Q: 3 clusters Score -500533.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -500537.000000 Penalty: 2774.714844 Iteration 39Q: 3 clusters Score -500537 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -500539.593750 Penalty: 2774.714844 Iteration 40F: 3 clusters Score -500539.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -500543.687500 Penalty: 2774.714844 Iteration 41Q: 3 clusters Score -500543.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -500548.000000 Penalty: 2774.714844 Iteration 42Q: 3 clusters Score -500548 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -500550.625000 Penalty: 2774.714844 Iteration 43Q: 3 clusters Score -500550.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -500552.468750 Penalty: 2774.714844 Iteration 44Q: 3 clusters Score -500552.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -500555.468750 Penalty: 2774.714844 Iteration 45Q: 3 clusters Score -500555.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -500558.687500 Penalty: 2774.714844 Iteration 46Q: 3 clusters Score -500558.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -500562.468750 Penalty: 2774.714844 Iteration 47Q: 3 clusters Score -500562.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -500565.281250 Penalty: 2774.714844 Iteration 48Q: 3 clusters Score -500565.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -500567.750000 Penalty: 2774.714844 Iteration 49Q: 3 clusters Score -500567.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -500568.343750 Penalty: 2774.714844 Iteration 50Q: 3 clusters Score -500568.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -500568.781250 Penalty: 2774.714844 Iteration 51Q: 3 clusters Score -500568.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -500569.625000 Penalty: 2774.714844 Iteration 52Q: 3 clusters Score -500569.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -500570.687500 Penalty: 2774.714844 Iteration 53Q: 3 clusters Score -500570.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -500571.656250 Penalty: 2774.714844 Iteration 54Q: 3 clusters Score -500571.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -500572.468750 Penalty: 2774.714844 Iteration 55Q: 3 clusters Score -500572.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -500571.968750 Penalty: 2774.714844 Iteration 56Q: 3 clusters Score -500572 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -500573.781250 Penalty: 2774.714844 Iteration 57Q: 3 clusters Score -500573.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -500574.375000 Penalty: 2774.714844 Iteration 58Q: 3 clusters Score -500574.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -500575.062500 Penalty: 2774.714844 Iteration 59Q: 3 clusters Score -500575.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -500574.781250 Penalty: 2774.714844 Iteration 60F: 3 clusters Score -500574.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -500575.531250 Penalty: 2774.714844 Iteration 61Q: 3 clusters Score -500575.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -500576.500000 Penalty: 2774.714844 Iteration 62Q: 3 clusters Score -500576.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -500577.750000 Penalty: 2774.714844 Iteration 63Q: 3 clusters Score -500577.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -500577.750000 Penalty: 2774.714844 Iteration 64F: 3 clusters Score -500577.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Entering Unmasked Estep Score: -26886.597656 Penalty: 933.238037 Iteration 0F: 2 clusters Score -26886.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -26007.130859 Penalty: 1866.476074 Iteration 0F: 3 clusters Score -26007.13 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -26101.101562 Penalty: 1866.476074 Iteration 1F: 3 clusters Score -26101.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -26119.546875 Penalty: 1866.476074 Iteration 2Q: 3 clusters Score -26119.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -26161.453125 Penalty: 1866.476074 Iteration 3Q: 3 clusters Score -26161.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -26178.228516 Penalty: 1866.476074 Iteration 4Q: 3 clusters Score -26178.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -26182.361328 Penalty: 1866.476074 Iteration 5Q: 3 clusters Score -26182.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -26185.285156 Penalty: 1866.476074 Iteration 6Q: 3 clusters Score -26185.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -26185.285156 Penalty: 1866.476074 Iteration 7F: 3 clusters Score -26185.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -12886.570312 Penalty: 823.696960 Iteration 0F: 2 clusters Score -12886.57 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 81 members Entering Unmasked Estep Score: -12234.475586 Penalty: 1647.393921 Iteration 0F: 3 clusters Score -12234.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -12294.088867 Penalty: 1647.393921 Iteration 1F: 3 clusters Score -12294.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -12315.775391 Penalty: 1647.393921 Iteration 2Q: 3 clusters Score -12315.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -12337.066406 Penalty: 1647.393921 Iteration 3Q: 3 clusters Score -12337.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -12339.130859 Penalty: 1647.393921 Iteration 4Q: 3 clusters Score -12339.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -12339.130859 Penalty: 1647.393921 Iteration 5F: 3 clusters Score -12339.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Entering Unmasked Estep Score: -264939.593750 Penalty: 1293.666016 Iteration 0F: 2 clusters Score -264939.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -262282.468750 Penalty: 2587.332031 Iteration 0F: 3 clusters Score -262282.5 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -262990.406250 Penalty: 2587.332031 Iteration 1F: 3 clusters Score -262990.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -263307.375000 Penalty: 2587.332031 Iteration 2F: 3 clusters Score -263307.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -263523.125000 Penalty: 2587.332031 Iteration 3F: 3 clusters Score -263523.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -263682.937500 Penalty: 2587.332031 Iteration 4F: 3 clusters Score -263682.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -263835.656250 Penalty: 2587.332031 Iteration 5F: 3 clusters Score -263835.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -263968.562500 Penalty: 2587.332031 Iteration 6F: 3 clusters Score -263968.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -264061.593750 Penalty: 2587.332031 Iteration 7Q: 3 clusters Score -264061.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -264126.593750 Penalty: 2587.332031 Iteration 8Q: 3 clusters Score -264126.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -264176.656250 Penalty: 2587.332031 Iteration 9Q: 3 clusters Score -264176.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -264222.062500 Penalty: 2587.332031 Iteration 10Q: 3 clusters Score -264222.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -264264.406250 Penalty: 2587.332031 Iteration 11Q: 3 clusters Score -264264.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -264295.093750 Penalty: 2587.332031 Iteration 12Q: 3 clusters Score -264295.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -264312.406250 Penalty: 2587.332031 Iteration 13Q: 3 clusters Score -264312.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -264319.781250 Penalty: 2587.332031 Iteration 14Q: 3 clusters Score -264319.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -264325.718750 Penalty: 2587.332031 Iteration 15Q: 3 clusters Score -264325.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -264329.906250 Penalty: 2587.332031 Iteration 16Q: 3 clusters Score -264329.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -264331.562500 Penalty: 2587.332031 Iteration 17Q: 3 clusters Score -264331.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -264332.812500 Penalty: 2587.332031 Iteration 18Q: 3 clusters Score -264332.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -264332.812500 Penalty: 2587.332031 Iteration 19F: 3 clusters Score -264332.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Entering Unmasked Estep Score: -438323.812500 Penalty: 1361.712402 Iteration 0F: 2 clusters Score -438323.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -434714.156250 Penalty: 2723.424805 Iteration 0F: 3 clusters Score -434714.2 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -435662.125000 Penalty: 2723.424805 Iteration 1F: 3 clusters Score -435662.1 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -435818.593750 Penalty: 2723.424805 Iteration 2F: 3 clusters Score -435818.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -435940.031250 Penalty: 2723.424805 Iteration 3Q: 3 clusters Score -435940 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -436045.000000 Penalty: 2723.424805 Iteration 4Q: 3 clusters Score -436045 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -436156.718750 Penalty: 2723.424805 Iteration 5Q: 3 clusters Score -436156.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -436287.781250 Penalty: 2723.424805 Iteration 6Q: 3 clusters Score -436287.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -436402.125000 Penalty: 2723.424805 Iteration 7Q: 3 clusters Score -436402.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -436494.781250 Penalty: 2723.424805 Iteration 8Q: 3 clusters Score -436494.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -436602.281250 Penalty: 2723.424805 Iteration 9Q: 3 clusters Score -436602.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -436702.875000 Penalty: 2723.424805 Iteration 10Q: 3 clusters Score -436702.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -436795.250000 Penalty: 2723.424805 Iteration 11Q: 3 clusters Score -436795.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -436878.250000 Penalty: 2723.424805 Iteration 12Q: 3 clusters Score -436878.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -436944.437500 Penalty: 2723.424805 Iteration 13Q: 3 clusters Score -436944.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -436984.718750 Penalty: 2723.424805 Iteration 14Q: 3 clusters Score -436984.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -437015.562500 Penalty: 2723.424805 Iteration 15Q: 3 clusters Score -437015.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -437047.343750 Penalty: 2723.424805 Iteration 16Q: 3 clusters Score -437047.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -437072.500000 Penalty: 2723.424805 Iteration 17Q: 3 clusters Score -437072.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -437091.062500 Penalty: 2723.424805 Iteration 18Q: 3 clusters Score -437091.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -437107.437500 Penalty: 2723.424805 Iteration 19Q: 3 clusters Score -437107.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -437125.937500 Penalty: 2723.424805 Iteration 20F: 3 clusters Score -437125.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -437141.718750 Penalty: 2723.424805 Iteration 21Q: 3 clusters Score -437141.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -437152.562500 Penalty: 2723.424805 Iteration 22Q: 3 clusters Score -437152.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -437161.468750 Penalty: 2723.424805 Iteration 23Q: 3 clusters Score -437161.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -437173.843750 Penalty: 2723.424805 Iteration 24Q: 3 clusters Score -437173.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -437180.375000 Penalty: 2723.424805 Iteration 25Q: 3 clusters Score -437180.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -437186.312500 Penalty: 2723.424805 Iteration 26Q: 3 clusters Score -437186.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -437189.718750 Penalty: 2723.424805 Iteration 27Q: 3 clusters Score -437189.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -437195.375000 Penalty: 2723.424805 Iteration 28Q: 3 clusters Score -437195.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -437200.437500 Penalty: 2723.424805 Iteration 29Q: 3 clusters Score -437200.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -437203.531250 Penalty: 2723.424805 Iteration 30Q: 3 clusters Score -437203.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -437205.375000 Penalty: 2723.424805 Iteration 31Q: 3 clusters Score -437205.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -437206.906250 Penalty: 2723.424805 Iteration 32Q: 3 clusters Score -437206.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -437207.312500 Penalty: 2723.424805 Iteration 33Q: 3 clusters Score -437207.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -437207.375000 Penalty: 2723.424805 Iteration 34Q: 3 clusters Score -437207.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -437208.406250 Penalty: 2723.424805 Iteration 35Q: 3 clusters Score -437208.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -437209.875000 Penalty: 2723.424805 Iteration 36Q: 3 clusters Score -437209.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -437210.593750 Penalty: 2723.424805 Iteration 37Q: 3 clusters Score -437210.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -437212.000000 Penalty: 2723.424805 Iteration 38Q: 3 clusters Score -437212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -437215.500000 Penalty: 2723.424805 Iteration 39Q: 3 clusters Score -437215.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -437216.875000 Penalty: 2723.424805 Iteration 40F: 3 clusters Score -437216.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -437217.468750 Penalty: 2723.424805 Iteration 41Q: 3 clusters Score -437217.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -437217.875000 Penalty: 2723.424805 Iteration 42Q: 3 clusters Score -437217.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -437218.750000 Penalty: 2723.424805 Iteration 43Q: 3 clusters Score -437218.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -437219.375000 Penalty: 2723.424805 Iteration 44Q: 3 clusters Score -437219.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -437219.937500 Penalty: 2723.424805 Iteration 45Q: 3 clusters Score -437219.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -437220.875000 Penalty: 2723.424805 Iteration 46Q: 3 clusters Score -437220.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -437221.156250 Penalty: 2723.424805 Iteration 47Q: 3 clusters Score -437221.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -437221.156250 Penalty: 2723.424805 Iteration 48F: 3 clusters Score -437221.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Entering Unmasked Estep Score: -178046.953125 Penalty: 1218.476318 Iteration 0F: 2 clusters Score -178047 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -176081.515625 Penalty: 2436.952637 Iteration 0F: 3 clusters Score -176081.5 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -176538.453125 Penalty: 2436.952637 Iteration 1F: 3 clusters Score -176538.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -176687.937500 Penalty: 2436.952637 Iteration 2F: 3 clusters Score -176687.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -176790.031250 Penalty: 2436.952637 Iteration 3F: 3 clusters Score -176790 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -176859.093750 Penalty: 2436.952637 Iteration 4Q: 3 clusters Score -176859.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -176920.218750 Penalty: 2436.952637 Iteration 5Q: 3 clusters Score -176920.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -176975.593750 Penalty: 2436.952637 Iteration 6Q: 3 clusters Score -176975.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -177020.343750 Penalty: 2436.952637 Iteration 7Q: 3 clusters Score -177020.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -177058.218750 Penalty: 2436.952637 Iteration 8Q: 3 clusters Score -177058.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -177098.843750 Penalty: 2436.952637 Iteration 9Q: 3 clusters Score -177098.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -177127.718750 Penalty: 2436.952637 Iteration 10Q: 3 clusters Score -177127.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -177145.687500 Penalty: 2436.952637 Iteration 11Q: 3 clusters Score -177145.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -177160.625000 Penalty: 2436.952637 Iteration 12Q: 3 clusters Score -177160.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -177171.953125 Penalty: 2436.952637 Iteration 13Q: 3 clusters Score -177172 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -177179.703125 Penalty: 2436.952637 Iteration 14Q: 3 clusters Score -177179.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -177185.156250 Penalty: 2436.952637 Iteration 15Q: 3 clusters Score -177185.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -177190.562500 Penalty: 2436.952637 Iteration 16Q: 3 clusters Score -177190.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -177195.640625 Penalty: 2436.952637 Iteration 17Q: 3 clusters Score -177195.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -177199.218750 Penalty: 2436.952637 Iteration 18Q: 3 clusters Score -177199.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -177202.312500 Penalty: 2436.952637 Iteration 19Q: 3 clusters Score -177202.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -177205.234375 Penalty: 2436.952637 Iteration 20F: 3 clusters Score -177205.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -177211.609375 Penalty: 2436.952637 Iteration 21Q: 3 clusters Score -177211.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -177215.625000 Penalty: 2436.952637 Iteration 22Q: 3 clusters Score -177215.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -177220.671875 Penalty: 2436.952637 Iteration 23Q: 3 clusters Score -177220.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -177224.062500 Penalty: 2436.952637 Iteration 24Q: 3 clusters Score -177224.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -177226.890625 Penalty: 2436.952637 Iteration 25Q: 3 clusters Score -177226.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -177228.703125 Penalty: 2436.952637 Iteration 26Q: 3 clusters Score -177228.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -177230.750000 Penalty: 2436.952637 Iteration 27Q: 3 clusters Score -177230.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -177233.312500 Penalty: 2436.952637 Iteration 28Q: 3 clusters Score -177233.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -177234.343750 Penalty: 2436.952637 Iteration 29Q: 3 clusters Score -177234.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -177235.640625 Penalty: 2436.952637 Iteration 30Q: 3 clusters Score -177235.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -177238.046875 Penalty: 2436.952637 Iteration 31Q: 3 clusters Score -177238 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -177239.578125 Penalty: 2436.952637 Iteration 32Q: 3 clusters Score -177239.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -177240.281250 Penalty: 2436.952637 Iteration 33Q: 3 clusters Score -177240.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -177240.812500 Penalty: 2436.952637 Iteration 34Q: 3 clusters Score -177240.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -177241.015625 Penalty: 2436.952637 Iteration 35Q: 3 clusters Score -177241 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -177241.015625 Penalty: 2436.952637 Iteration 36F: 3 clusters Score -177241 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Entering Unmasked Estep Score: -71977.734375 Penalty: 1076.841553 Iteration 0F: 2 clusters Score -71977.73 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 392 members Entering Unmasked Estep Score: -70716.335938 Penalty: 2153.683105 Iteration 0F: 3 clusters Score -70716.34 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -70910.148438 Penalty: 2153.683105 Iteration 1F: 3 clusters Score -70910.15 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -70966.671875 Penalty: 2153.683105 Iteration 2F: 3 clusters Score -70966.67 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -71004.375000 Penalty: 2153.683105 Iteration 3Q: 3 clusters Score -71004.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -71029.078125 Penalty: 2153.683105 Iteration 4Q: 3 clusters Score -71029.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -71046.117188 Penalty: 2153.683105 Iteration 5Q: 3 clusters Score -71046.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -71058.515625 Penalty: 2153.683105 Iteration 6Q: 3 clusters Score -71058.52 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -71075.398438 Penalty: 2153.683105 Iteration 7Q: 3 clusters Score -71075.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -71094.804688 Penalty: 2153.683105 Iteration 8Q: 3 clusters Score -71094.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -71110.867188 Penalty: 2153.683105 Iteration 9Q: 3 clusters Score -71110.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -71123.289062 Penalty: 2153.683105 Iteration 10Q: 3 clusters Score -71123.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -71140.093750 Penalty: 2153.683105 Iteration 11Q: 3 clusters Score -71140.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -71148.343750 Penalty: 2153.683105 Iteration 12Q: 3 clusters Score -71148.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -71152.250000 Penalty: 2153.683105 Iteration 13Q: 3 clusters Score -71152.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -71158.843750 Penalty: 2153.683105 Iteration 14Q: 3 clusters Score -71158.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -71163.203125 Penalty: 2153.683105 Iteration 15Q: 3 clusters Score -71163.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -71164.984375 Penalty: 2153.683105 Iteration 16Q: 3 clusters Score -71164.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -71166.179688 Penalty: 2153.683105 Iteration 17Q: 3 clusters Score -71166.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -71168.906250 Penalty: 2153.683105 Iteration 18Q: 3 clusters Score -71168.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -71170.710938 Penalty: 2153.683105 Iteration 19Q: 3 clusters Score -71170.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -71171.570312 Penalty: 2153.683105 Iteration 20F: 3 clusters Score -71171.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -71171.859375 Penalty: 2153.683105 Iteration 21Q: 3 clusters Score -71171.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -71172.148438 Penalty: 2153.683105 Iteration 22Q: 3 clusters Score -71172.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -71172.148438 Penalty: 2153.683105 Iteration 23F: 3 clusters Score -71172.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Entering Unmasked Estep Score: -50778.636719 Penalty: 1036.494263 Iteration 0F: 2 clusters Score -50778.64 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 296 members Entering Unmasked Estep Score: -49668.109375 Penalty: 2072.988525 Iteration 0F: 3 clusters Score -49668.11 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -49872.199219 Penalty: 2072.988525 Iteration 1F: 3 clusters Score -49872.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -49943.570312 Penalty: 2072.988525 Iteration 2F: 3 clusters Score -49943.57 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -50015.453125 Penalty: 2072.988525 Iteration 3Q: 3 clusters Score -50015.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -50057.156250 Penalty: 2072.988525 Iteration 4Q: 3 clusters Score -50057.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -50084.828125 Penalty: 2072.988525 Iteration 5Q: 3 clusters Score -50084.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -50101.902344 Penalty: 2072.988525 Iteration 6Q: 3 clusters Score -50101.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -50112.839844 Penalty: 2072.988525 Iteration 7Q: 3 clusters Score -50112.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -50129.265625 Penalty: 2072.988525 Iteration 8Q: 3 clusters Score -50129.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -50147.507812 Penalty: 2072.988525 Iteration 9Q: 3 clusters Score -50147.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -50163.488281 Penalty: 2072.988525 Iteration 10Q: 3 clusters Score -50163.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -50182.265625 Penalty: 2072.988525 Iteration 11Q: 3 clusters Score -50182.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -50192.261719 Penalty: 2072.988525 Iteration 12Q: 3 clusters Score -50192.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -50217.800781 Penalty: 2072.988525 Iteration 13Q: 3 clusters Score -50217.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -50240.078125 Penalty: 2072.988525 Iteration 14Q: 3 clusters Score -50240.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -50246.437500 Penalty: 2072.988525 Iteration 15Q: 3 clusters Score -50246.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -50249.089844 Penalty: 2072.988525 Iteration 16Q: 3 clusters Score -50249.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -50250.972656 Penalty: 2072.988525 Iteration 17Q: 3 clusters Score -50250.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -50252.894531 Penalty: 2072.988525 Iteration 18Q: 3 clusters Score -50252.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -50256.804688 Penalty: 2072.988525 Iteration 19Q: 3 clusters Score -50256.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -50263.289062 Penalty: 2072.988525 Iteration 20F: 3 clusters Score -50263.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -50278.535156 Penalty: 2072.988525 Iteration 21Q: 3 clusters Score -50278.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -50295.167969 Penalty: 2072.988525 Iteration 22Q: 3 clusters Score -50295.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -50309.394531 Penalty: 2072.988525 Iteration 23Q: 3 clusters Score -50309.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -50330.105469 Penalty: 2072.988525 Iteration 24Q: 3 clusters Score -50330.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -50349.437500 Penalty: 2072.988525 Iteration 25Q: 3 clusters Score -50349.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -50372.757812 Penalty: 2072.988525 Iteration 26Q: 3 clusters Score -50372.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -50404.320312 Penalty: 2072.988525 Iteration 27Q: 3 clusters Score -50404.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -50421.054688 Penalty: 2072.988525 Iteration 28Q: 3 clusters Score -50421.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -50428.546875 Penalty: 2072.988525 Iteration 29Q: 3 clusters Score -50428.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -50437.660156 Penalty: 2072.988525 Iteration 30Q: 3 clusters Score -50437.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -50439.687500 Penalty: 2072.988525 Iteration 31Q: 3 clusters Score -50439.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -50439.687500 Penalty: 2072.988525 Iteration 32F: 3 clusters Score -50439.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Entering Unmasked Estep Score: -45211.394531 Penalty: 1000.852966 Iteration 0F: 2 clusters Score -45211.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -44153.078125 Penalty: 2001.705933 Iteration 0F: 3 clusters Score -44153.08 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -44281.449219 Penalty: 2001.705933 Iteration 1F: 3 clusters Score -44281.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -44306.601562 Penalty: 2001.705933 Iteration 2Q: 3 clusters Score -44306.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -44322.601562 Penalty: 2001.705933 Iteration 3Q: 3 clusters Score -44322.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -44328.183594 Penalty: 2001.705933 Iteration 4Q: 3 clusters Score -44328.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -44334.113281 Penalty: 2001.705933 Iteration 5Q: 3 clusters Score -44334.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -44335.656250 Penalty: 2001.705933 Iteration 6Q: 3 clusters Score -44335.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -44337.933594 Penalty: 2001.705933 Iteration 7Q: 3 clusters Score -44337.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -44337.933594 Penalty: 2001.705933 Iteration 8F: 3 clusters Score -44337.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Entering Unmasked Estep Score: -238470.578125 Penalty: 1260.798584 Iteration 0F: 2 clusters Score -238470.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -236161.562500 Penalty: 2521.597168 Iteration 0F: 3 clusters Score -236161.6 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -236622.015625 Penalty: 2521.597168 Iteration 1F: 3 clusters Score -236622 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -236750.906250 Penalty: 2521.597168 Iteration 2F: 3 clusters Score -236750.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -236820.187500 Penalty: 2521.597168 Iteration 3Q: 3 clusters Score -236820.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -236874.765625 Penalty: 2521.597168 Iteration 4Q: 3 clusters Score -236874.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -236924.484375 Penalty: 2521.597168 Iteration 5Q: 3 clusters Score -236924.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -236971.062500 Penalty: 2521.597168 Iteration 6Q: 3 clusters Score -236971.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -237001.406250 Penalty: 2521.597168 Iteration 7Q: 3 clusters Score -237001.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -237020.140625 Penalty: 2521.597168 Iteration 8Q: 3 clusters Score -237020.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -237035.812500 Penalty: 2521.597168 Iteration 9Q: 3 clusters Score -237035.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -237043.656250 Penalty: 2521.597168 Iteration 10Q: 3 clusters Score -237043.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -237053.343750 Penalty: 2521.597168 Iteration 11Q: 3 clusters Score -237053.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -237062.687500 Penalty: 2521.597168 Iteration 12Q: 3 clusters Score -237062.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -237068.281250 Penalty: 2521.597168 Iteration 13Q: 3 clusters Score -237068.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -237074.000000 Penalty: 2521.597168 Iteration 14Q: 3 clusters Score -237074 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -237079.984375 Penalty: 2521.597168 Iteration 15Q: 3 clusters Score -237080 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -237088.562500 Penalty: 2521.597168 Iteration 16Q: 3 clusters Score -237088.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -237095.468750 Penalty: 2521.597168 Iteration 17Q: 3 clusters Score -237095.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -237100.687500 Penalty: 2521.597168 Iteration 18Q: 3 clusters Score -237100.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -237106.359375 Penalty: 2521.597168 Iteration 19Q: 3 clusters Score -237106.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -237111.359375 Penalty: 2521.597168 Iteration 20F: 3 clusters Score -237111.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -237116.281250 Penalty: 2521.597168 Iteration 21Q: 3 clusters Score -237116.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -237121.656250 Penalty: 2521.597168 Iteration 22Q: 3 clusters Score -237121.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -237127.750000 Penalty: 2521.597168 Iteration 23Q: 3 clusters Score -237127.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -237133.312500 Penalty: 2521.597168 Iteration 24Q: 3 clusters Score -237133.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -237138.500000 Penalty: 2521.597168 Iteration 25Q: 3 clusters Score -237138.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -237145.312500 Penalty: 2521.597168 Iteration 26Q: 3 clusters Score -237145.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -237150.671875 Penalty: 2521.597168 Iteration 27Q: 3 clusters Score -237150.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -237156.875000 Penalty: 2521.597168 Iteration 28Q: 3 clusters Score -237156.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -237162.000000 Penalty: 2521.597168 Iteration 29Q: 3 clusters Score -237162 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -237169.265625 Penalty: 2521.597168 Iteration 30Q: 3 clusters Score -237169.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -237174.890625 Penalty: 2521.597168 Iteration 31Q: 3 clusters Score -237174.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -237178.734375 Penalty: 2521.597168 Iteration 32Q: 3 clusters Score -237178.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -237184.171875 Penalty: 2521.597168 Iteration 33Q: 3 clusters Score -237184.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -237188.906250 Penalty: 2521.597168 Iteration 34Q: 3 clusters Score -237188.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -237192.359375 Penalty: 2521.597168 Iteration 35Q: 3 clusters Score -237192.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -237197.468750 Penalty: 2521.597168 Iteration 36Q: 3 clusters Score -237197.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -237200.750000 Penalty: 2521.597168 Iteration 37Q: 3 clusters Score -237200.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -237203.750000 Penalty: 2521.597168 Iteration 38Q: 3 clusters Score -237203.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -237207.140625 Penalty: 2521.597168 Iteration 39Q: 3 clusters Score -237207.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -237212.671875 Penalty: 2521.597168 Iteration 40F: 3 clusters Score -237212.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -237217.140625 Penalty: 2521.597168 Iteration 41Q: 3 clusters Score -237217.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -237218.593750 Penalty: 2521.597168 Iteration 42Q: 3 clusters Score -237218.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -237220.812500 Penalty: 2521.597168 Iteration 43Q: 3 clusters Score -237220.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -237224.015625 Penalty: 2521.597168 Iteration 44Q: 3 clusters Score -237224 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -237228.500000 Penalty: 2521.597168 Iteration 45Q: 3 clusters Score -237228.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -237234.625000 Penalty: 2521.597168 Iteration 46Q: 3 clusters Score -237234.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -237241.453125 Penalty: 2521.597168 Iteration 47Q: 3 clusters Score -237241.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -237247.234375 Penalty: 2521.597168 Iteration 48Q: 3 clusters Score -237247.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -237250.968750 Penalty: 2521.597168 Iteration 49Q: 3 clusters Score -237251 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -237256.171875 Penalty: 2521.597168 Iteration 50Q: 3 clusters Score -237256.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -237260.953125 Penalty: 2521.597168 Iteration 51Q: 3 clusters Score -237261 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -237263.750000 Penalty: 2521.597168 Iteration 52Q: 3 clusters Score -237263.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -237267.953125 Penalty: 2521.597168 Iteration 53Q: 3 clusters Score -237268 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -237268.453125 Penalty: 2521.597168 Iteration 54Q: 3 clusters Score -237268.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -237269.671875 Penalty: 2521.597168 Iteration 55Q: 3 clusters Score -237269.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -237270.453125 Penalty: 2521.597168 Iteration 56Q: 3 clusters Score -237270.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -237272.078125 Penalty: 2521.597168 Iteration 57Q: 3 clusters Score -237272.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -237274.859375 Penalty: 2521.597168 Iteration 58Q: 3 clusters Score -237274.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -237276.843750 Penalty: 2521.597168 Iteration 59Q: 3 clusters Score -237276.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -237281.906250 Penalty: 2521.597168 Iteration 60F: 3 clusters Score -237281.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -237284.218750 Penalty: 2521.597168 Iteration 61Q: 3 clusters Score -237284.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -237288.171875 Penalty: 2521.597168 Iteration 62Q: 3 clusters Score -237288.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -237290.296875 Penalty: 2521.597168 Iteration 63Q: 3 clusters Score -237290.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -237290.359375 Penalty: 2521.597168 Iteration 64Q: 3 clusters Score -237290.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -237291.984375 Penalty: 2521.597168 Iteration 65Q: 3 clusters Score -237292 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -237292.375000 Penalty: 2521.597168 Iteration 66Q: 3 clusters Score -237292.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -237292.671875 Penalty: 2521.597168 Iteration 67Q: 3 clusters Score -237292.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -237292.671875 Penalty: 2521.597168 Iteration 68F: 3 clusters Score -237292.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Entering Unmasked Estep Score: -72405.109375 Penalty: 1079.192017 Iteration 0F: 2 clusters Score -72405.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -71152.335938 Penalty: 2158.384033 Iteration 0F: 3 clusters Score -71152.34 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -71440.875000 Penalty: 2158.384033 Iteration 1F: 3 clusters Score -71440.88 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -71528.578125 Penalty: 2158.384033 Iteration 2F: 3 clusters Score -71528.58 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -71593.546875 Penalty: 2158.384033 Iteration 3Q: 3 clusters Score -71593.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -71635.492188 Penalty: 2158.384033 Iteration 4Q: 3 clusters Score -71635.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -71646.828125 Penalty: 2158.384033 Iteration 5Q: 3 clusters Score -71646.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -71654.648438 Penalty: 2158.384033 Iteration 6Q: 3 clusters Score -71654.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -71660.343750 Penalty: 2158.384033 Iteration 7Q: 3 clusters Score -71660.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -71661.851562 Penalty: 2158.384033 Iteration 8Q: 3 clusters Score -71661.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -71663.320312 Penalty: 2158.384033 Iteration 9Q: 3 clusters Score -71663.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -71666.390625 Penalty: 2158.384033 Iteration 10Q: 3 clusters Score -71666.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -71667.937500 Penalty: 2158.384033 Iteration 11Q: 3 clusters Score -71667.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -71668.203125 Penalty: 2158.384033 Iteration 12Q: 3 clusters Score -71668.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -71668.203125 Penalty: 2158.384033 Iteration 13F: 3 clusters Score -71668.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (2915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Entering Unmasked Estep Score: -296947.781250 Penalty: 1296.364014 Iteration 0F: 2 clusters Score -296947.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -294258.031250 Penalty: 2592.728027 Iteration 0F: 3 clusters Score -294258 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -294925.218750 Penalty: 2592.728027 Iteration 1F: 3 clusters Score -294925.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -295049.625000 Penalty: 2592.728027 Iteration 2F: 3 clusters Score -295049.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -295120.812500 Penalty: 2592.728027 Iteration 3Q: 3 clusters Score -295120.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -295161.375000 Penalty: 2592.728027 Iteration 4Q: 3 clusters Score -295161.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -295196.562500 Penalty: 2592.728027 Iteration 5Q: 3 clusters Score -295196.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -295228.500000 Penalty: 2592.728027 Iteration 6Q: 3 clusters Score -295228.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -295255.375000 Penalty: 2592.728027 Iteration 7Q: 3 clusters Score -295255.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -295280.218750 Penalty: 2592.728027 Iteration 8Q: 3 clusters Score -295280.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -295303.906250 Penalty: 2592.728027 Iteration 9Q: 3 clusters Score -295303.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -295323.250000 Penalty: 2592.728027 Iteration 10Q: 3 clusters Score -295323.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -295340.687500 Penalty: 2592.728027 Iteration 11Q: 3 clusters Score -295340.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -295356.906250 Penalty: 2592.728027 Iteration 12Q: 3 clusters Score -295356.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -295367.500000 Penalty: 2592.728027 Iteration 13Q: 3 clusters Score -295367.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -295374.812500 Penalty: 2592.728027 Iteration 14Q: 3 clusters Score -295374.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -295380.062500 Penalty: 2592.728027 Iteration 15Q: 3 clusters Score -295380.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -295385.468750 Penalty: 2592.728027 Iteration 16Q: 3 clusters Score -295385.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -295388.406250 Penalty: 2592.728027 Iteration 17Q: 3 clusters Score -295388.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -295391.562500 Penalty: 2592.728027 Iteration 18Q: 3 clusters Score -295391.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -295395.093750 Penalty: 2592.728027 Iteration 19Q: 3 clusters Score -295395.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -295398.875000 Penalty: 2592.728027 Iteration 20F: 3 clusters Score -295398.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -295402.375000 Penalty: 2592.728027 Iteration 21Q: 3 clusters Score -295402.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -295404.187500 Penalty: 2592.728027 Iteration 22Q: 3 clusters Score -295404.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -295406.593750 Penalty: 2592.728027 Iteration 23Q: 3 clusters Score -295406.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -295409.156250 Penalty: 2592.728027 Iteration 24Q: 3 clusters Score -295409.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -295411.718750 Penalty: 2592.728027 Iteration 25Q: 3 clusters Score -295411.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -295413.156250 Penalty: 2592.728027 Iteration 26Q: 3 clusters Score -295413.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -295414.093750 Penalty: 2592.728027 Iteration 27Q: 3 clusters Score -295414.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -295414.812500 Penalty: 2592.728027 Iteration 28Q: 3 clusters Score -295414.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -295415.000000 Penalty: 2592.728027 Iteration 29Q: 3 clusters Score -295415 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -295415.218750 Penalty: 2592.728027 Iteration 30Q: 3 clusters Score -295415.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -295415.218750 Penalty: 2592.728027 Iteration 31F: 3 clusters Score -295415.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (29818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29818 members Entering Unmasked Estep Score: -2943452.000000 Penalty: 1674.216064 Iteration 0F: 2 clusters Score -2943452 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14961 members Mstep: Class 2 contains 14857 members Entering Unmasked Estep Score: -2923259.000000 Penalty: 3348.432129 Iteration 0F: 3 clusters Score -2923259 nChanged 13742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15575 members Mstep: Class 2 contains 14243 members Entering Unmasked Estep Score: -2931258.500000 Penalty: 3348.432129 Iteration 1F: 3 clusters Score -2931258 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15956 members Mstep: Class 2 contains 13862 members Entering Unmasked Estep Score: -2931916.500000 Penalty: 3348.432129 Iteration 2F: 3 clusters Score -2931916 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16547 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -2932742.500000 Penalty: 3348.432129 Iteration 3F: 3 clusters Score -2932742 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17439 members Mstep: Class 2 contains 12379 members Entering Unmasked Estep Score: -2933729.750000 Penalty: 3348.432129 Iteration 4F: 3 clusters Score -2933730 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18529 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -2934763.250000 Penalty: 3348.432129 Iteration 5F: 3 clusters Score -2934763 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19796 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -2935902.750000 Penalty: 3348.432129 Iteration 6F: 3 clusters Score -2935903 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21207 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -2937210.750000 Penalty: 3348.432129 Iteration 7F: 3 clusters Score -2937211 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22587 members Mstep: Class 2 contains 7231 members Entering Unmasked Estep Score: -2938616.750000 Penalty: 3348.432129 Iteration 8F: 3 clusters Score -2938617 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23725 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -2939818.750000 Penalty: 3348.432129 Iteration 9Q: 3 clusters Score -2939819 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24614 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -2940700.500000 Penalty: 3348.432129 Iteration 10Q: 3 clusters Score -2940700 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25326 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -2941282.000000 Penalty: 3348.432129 Iteration 11Q: 3 clusters Score -2941282 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25880 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -2941641.500000 Penalty: 3348.432129 Iteration 12Q: 3 clusters Score -2941642 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26297 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -2941850.000000 Penalty: 3348.432129 Iteration 13Q: 3 clusters Score -2941850 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26632 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -2942019.250000 Penalty: 3348.432129 Iteration 14Q: 3 clusters Score -2942019 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26944 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -2942187.000000 Penalty: 3348.432129 Iteration 15Q: 3 clusters Score -2942187 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27204 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -2942291.250000 Penalty: 3348.432129 Iteration 16Q: 3 clusters Score -2942291 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27430 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -2942404.000000 Penalty: 3348.432129 Iteration 17Q: 3 clusters Score -2942404 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27637 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -2942517.750000 Penalty: 3348.432129 Iteration 18Q: 3 clusters Score -2942518 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27791 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -2942604.750000 Penalty: 3348.432129 Iteration 19Q: 3 clusters Score -2942605 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27914 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -2942662.000000 Penalty: 3348.432129 Iteration 20F: 3 clusters Score -2942662 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28022 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -2942719.250000 Penalty: 3348.432129 Iteration 21Q: 3 clusters Score -2942719 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28088 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -2942758.000000 Penalty: 3348.432129 Iteration 22Q: 3 clusters Score -2942758 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28140 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -2942800.250000 Penalty: 3348.432129 Iteration 23Q: 3 clusters Score -2942800 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28187 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -2942815.750000 Penalty: 3348.432129 Iteration 24Q: 3 clusters Score -2942816 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28215 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -2942827.000000 Penalty: 3348.432129 Iteration 25Q: 3 clusters Score -2942827 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28239 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -2942826.500000 Penalty: 3348.432129 Iteration 26Q: 3 clusters Score -2942826 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28253 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -2942832.250000 Penalty: 3348.432129 Iteration 27Q: 3 clusters Score -2942832 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28263 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -2942835.250000 Penalty: 3348.432129 Iteration 28Q: 3 clusters Score -2942835 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28273 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -2942831.250000 Penalty: 3348.432129 Iteration 29Q: 3 clusters Score -2942831 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28279 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -2942832.750000 Penalty: 3348.432129 Iteration 30Q: 3 clusters Score -2942833 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28283 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -2942836.250000 Penalty: 3348.432129 Iteration 31Q: 3 clusters Score -2942836 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28286 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -2942839.250000 Penalty: 3348.432129 Iteration 32Q: 3 clusters Score -2942839 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28293 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -2942841.250000 Penalty: 3348.432129 Iteration 33Q: 3 clusters Score -2942841 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28298 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -2942840.000000 Penalty: 3348.432129 Iteration 34Q: 3 clusters Score -2942840 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28298 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -2942839.500000 Penalty: 3348.432129 Iteration 35Q: 3 clusters Score -2942840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28299 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -2942843.250000 Penalty: 3348.432129 Iteration 36Q: 3 clusters Score -2942843 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28301 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -2942842.500000 Penalty: 3348.432129 Iteration 37Q: 3 clusters Score -2942842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28303 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -2942841.000000 Penalty: 3348.432129 Iteration 38Q: 3 clusters Score -2942841 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28303 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -2942841.000000 Penalty: 3348.432129 Iteration 39F: 3 clusters Score -2942841 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (2872 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Entering Unmasked Estep Score: -293125.843750 Penalty: 1293.949097 Iteration 0F: 2 clusters Score -293125.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -290453.406250 Penalty: 2587.898193 Iteration 0F: 3 clusters Score -290453.4 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -291036.500000 Penalty: 2587.898193 Iteration 1F: 3 clusters Score -291036.5 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -291153.812500 Penalty: 2587.898193 Iteration 2F: 3 clusters Score -291153.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -291226.312500 Penalty: 2587.898193 Iteration 3Q: 3 clusters Score -291226.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -291266.343750 Penalty: 2587.898193 Iteration 4Q: 3 clusters Score -291266.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -291292.343750 Penalty: 2587.898193 Iteration 5Q: 3 clusters Score -291292.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -291318.093750 Penalty: 2587.898193 Iteration 6Q: 3 clusters Score -291318.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -291338.875000 Penalty: 2587.898193 Iteration 7Q: 3 clusters Score -291338.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -291354.625000 Penalty: 2587.898193 Iteration 8Q: 3 clusters Score -291354.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -291369.781250 Penalty: 2587.898193 Iteration 9Q: 3 clusters Score -291369.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -291382.375000 Penalty: 2587.898193 Iteration 10Q: 3 clusters Score -291382.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -291393.562500 Penalty: 2587.898193 Iteration 11Q: 3 clusters Score -291393.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -291402.875000 Penalty: 2587.898193 Iteration 12Q: 3 clusters Score -291402.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -291415.750000 Penalty: 2587.898193 Iteration 13Q: 3 clusters Score -291415.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -291429.031250 Penalty: 2587.898193 Iteration 14Q: 3 clusters Score -291429 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -291441.531250 Penalty: 2587.898193 Iteration 15Q: 3 clusters Score -291441.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -291454.906250 Penalty: 2587.898193 Iteration 16Q: 3 clusters Score -291454.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -291465.968750 Penalty: 2587.898193 Iteration 17Q: 3 clusters Score -291466 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -291475.875000 Penalty: 2587.898193 Iteration 18Q: 3 clusters Score -291475.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -291485.500000 Penalty: 2587.898193 Iteration 19Q: 3 clusters Score -291485.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -291495.906250 Penalty: 2587.898193 Iteration 20F: 3 clusters Score -291495.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -291502.406250 Penalty: 2587.898193 Iteration 21Q: 3 clusters Score -291502.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -291507.468750 Penalty: 2587.898193 Iteration 22Q: 3 clusters Score -291507.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -291515.656250 Penalty: 2587.898193 Iteration 23Q: 3 clusters Score -291515.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -291524.281250 Penalty: 2587.898193 Iteration 24Q: 3 clusters Score -291524.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -291531.656250 Penalty: 2587.898193 Iteration 25Q: 3 clusters Score -291531.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -291537.562500 Penalty: 2587.898193 Iteration 26Q: 3 clusters Score -291537.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -291541.343750 Penalty: 2587.898193 Iteration 27Q: 3 clusters Score -291541.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -291545.312500 Penalty: 2587.898193 Iteration 28Q: 3 clusters Score -291545.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -291549.718750 Penalty: 2587.898193 Iteration 29Q: 3 clusters Score -291549.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -291554.125000 Penalty: 2587.898193 Iteration 30Q: 3 clusters Score -291554.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -291560.375000 Penalty: 2587.898193 Iteration 31Q: 3 clusters Score -291560.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -291567.875000 Penalty: 2587.898193 Iteration 32Q: 3 clusters Score -291567.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -291579.781250 Penalty: 2587.898193 Iteration 33Q: 3 clusters Score -291579.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -291588.218750 Penalty: 2587.898193 Iteration 34Q: 3 clusters Score -291588.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -291597.093750 Penalty: 2587.898193 Iteration 35Q: 3 clusters Score -291597.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -291607.343750 Penalty: 2587.898193 Iteration 36Q: 3 clusters Score -291607.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -291616.125000 Penalty: 2587.898193 Iteration 37Q: 3 clusters Score -291616.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -291626.031250 Penalty: 2587.898193 Iteration 38Q: 3 clusters Score -291626 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -291636.593750 Penalty: 2587.898193 Iteration 39Q: 3 clusters Score -291636.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -291649.750000 Penalty: 2587.898193 Iteration 40F: 3 clusters Score -291649.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -291658.656250 Penalty: 2587.898193 Iteration 41Q: 3 clusters Score -291658.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -291666.531250 Penalty: 2587.898193 Iteration 42Q: 3 clusters Score -291666.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -291674.562500 Penalty: 2587.898193 Iteration 43Q: 3 clusters Score -291674.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -291685.093750 Penalty: 2587.898193 Iteration 44Q: 3 clusters Score -291685.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -291701.687500 Penalty: 2587.898193 Iteration 45Q: 3 clusters Score -291701.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -291724.343750 Penalty: 2587.898193 Iteration 46Q: 3 clusters Score -291724.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -291752.593750 Penalty: 2587.898193 Iteration 47Q: 3 clusters Score -291752.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -291783.031250 Penalty: 2587.898193 Iteration 48Q: 3 clusters Score -291783 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -291822.375000 Penalty: 2587.898193 Iteration 49Q: 3 clusters Score -291822.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -291862.156250 Penalty: 2587.898193 Iteration 50Q: 3 clusters Score -291862.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -291883.968750 Penalty: 2587.898193 Iteration 51Q: 3 clusters Score -291884 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -291902.875000 Penalty: 2587.898193 Iteration 52Q: 3 clusters Score -291902.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -291921.718750 Penalty: 2587.898193 Iteration 53Q: 3 clusters Score -291921.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -291942.468750 Penalty: 2587.898193 Iteration 54Q: 3 clusters Score -291942.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -291957.531250 Penalty: 2587.898193 Iteration 55Q: 3 clusters Score -291957.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -291970.343750 Penalty: 2587.898193 Iteration 56Q: 3 clusters Score -291970.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -291977.968750 Penalty: 2587.898193 Iteration 57Q: 3 clusters Score -291978 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -291984.343750 Penalty: 2587.898193 Iteration 58Q: 3 clusters Score -291984.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -291988.343750 Penalty: 2587.898193 Iteration 59Q: 3 clusters Score -291988.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -291990.281250 Penalty: 2587.898193 Iteration 60F: 3 clusters Score -291990.3 nChanged 0 --- Evaluating fit on full set of 693839 points --- Entering Unmasked Estep Score: -66893864.000000 Penalty: 74311.218750 21->35 Clusters: Score -66893864.000000, best is -66878532.000000 THE BEST YET! Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 231279 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10698 members Mstep: Class 2 contains 10785 members Mstep: Class 3 contains 11046 members Mstep: Class 4 contains 11018 members Mstep: Class 5 contains 11051 members Mstep: Class 6 contains 11103 members Mstep: Class 7 contains 10914 members Mstep: Class 8 contains 11017 members Mstep: Class 9 contains 11197 members Mstep: Class 10 contains 11020 members Mstep: Class 11 contains 10978 members Mstep: Class 12 contains 11023 members Mstep: Class 13 contains 11009 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 11003 members Mstep: Class 16 contains 11115 members Mstep: Class 17 contains 11032 members Mstep: Class 18 contains 10884 members Mstep: Class 19 contains 11099 members Mstep: Class 20 contains 11076 members Mstep: Class 21 contains 11160 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 293.813690 but Gain 2007.101562 Score: -20973436.000000 Penalty: 40141.984375 Iteration 0F: 21 clusters Score -2.097344e+07 nChanged 218774 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 9361 members Mstep: Class 3 contains 14145 members Mstep: Class 4 contains 10878 members Mstep: Class 5 contains 17811 members Mstep: Class 6 contains 9321 members Mstep: Class 7 contains 12490 members Mstep: Class 8 contains 23779 members Mstep: Class 9 contains 10103 members Mstep: Class 10 contains 10271 members Mstep: Class 11 contains 4217 members Mstep: Class 12 contains 10856 members Mstep: Class 13 contains 13129 members Mstep: Class 14 contains 12927 members Mstep: Class 15 contains 10840 members Mstep: Class 16 contains 15195 members Mstep: Class 17 contains 12970 members Mstep: Class 19 contains 7725 members Mstep: Class 20 contains 5806 members Mstep: Class 21 contains 14486 members Entering Unmasked Estep ConsiderDeletion Score: -21571498.000000 Penalty: 40141.984375 Iteration 1F: 21 clusters Score -2.15715e+07 nChanged 99546 Entering Unmasked Mstep Mstep: Class 0 contains 194 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 8937 members Mstep: Class 3 contains 7377 members Mstep: Class 4 contains 10730 members Mstep: Class 5 contains 20670 members Mstep: Class 6 contains 7453 members Mstep: Class 7 contains 20796 members Mstep: Class 8 contains 40121 members Mstep: Class 9 contains 5685 members Mstep: Class 10 contains 10090 members Mstep: Class 11 contains 2188 members Mstep: Class 12 contains 13201 members Mstep: Class 13 contains 7244 members Mstep: Class 14 contains 10900 members Mstep: Class 15 contains 4941 members Mstep: Class 16 contains 13343 members Mstep: Class 17 contains 15927 members Mstep: Class 19 contains 3620 members Mstep: Class 20 contains 4661 members Mstep: Class 21 contains 18932 members Entering Unmasked Estep ConsiderDeletion Score: -21819196.000000 Penalty: 40141.984375 Iteration 2F: 21 clusters Score -2.18192e+07 nChanged 71034 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 9252 members Mstep: Class 3 contains 3300 members Mstep: Class 4 contains 9701 members Mstep: Class 5 contains 15727 members Mstep: Class 6 contains 5324 members Mstep: Class 7 contains 27793 members Mstep: Class 8 contains 53412 members Mstep: Class 9 contains 3432 members Mstep: Class 10 contains 15213 members Mstep: Class 11 contains 2661 members Mstep: Class 12 contains 14338 members Mstep: Class 13 contains 5308 members Mstep: Class 14 contains 7069 members Mstep: Class 15 contains 2165 members Mstep: Class 16 contains 10942 members Mstep: Class 17 contains 15462 members Mstep: Class 19 contains 2037 members Mstep: Class 20 contains 3144 members Mstep: Class 21 contains 20521 members Entering Unmasked Estep ConsiderDeletion Score: -21970076.000000 Penalty: 40141.984375 Iteration 3F: 21 clusters Score -2.197008e+07 nChanged 52344 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 10416 members Mstep: Class 3 contains 2395 members Mstep: Class 4 contains 7556 members Mstep: Class 5 contains 9724 members Mstep: Class 6 contains 3862 members Mstep: Class 7 contains 36349 members Mstep: Class 8 contains 64612 members Mstep: Class 9 contains 2021 members Mstep: Class 10 contains 18220 members Mstep: Class 11 contains 2714 members Mstep: Class 12 contains 15865 members Mstep: Class 13 contains 3802 members Mstep: Class 14 contains 4065 members Mstep: Class 15 contains 1208 members Mstep: Class 16 contains 8195 members Mstep: Class 17 contains 12904 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 2313 members Mstep: Class 21 contains 18522 members Entering Unmasked Estep ConsiderDeletion Score: -22060374.000000 Penalty: 40141.984375 Iteration 4F: 21 clusters Score -2.206037e+07 nChanged 37795 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 10491 members Mstep: Class 3 contains 2269 members Mstep: Class 4 contains 5504 members Mstep: Class 5 contains 5443 members Mstep: Class 6 contains 2754 members Mstep: Class 7 contains 44431 members Mstep: Class 8 contains 73150 members Mstep: Class 9 contains 1365 members Mstep: Class 10 contains 18359 members Mstep: Class 11 contains 2579 members Mstep: Class 12 contains 17147 members Mstep: Class 13 contains 3341 members Mstep: Class 14 contains 2143 members Mstep: Class 15 contains 986 members Mstep: Class 16 contains 5338 members Mstep: Class 17 contains 10531 members Mstep: Class 19 contains 1373 members Mstep: Class 20 contains 2124 members Mstep: Class 21 contains 16257 members Entering Unmasked Estep ConsiderDeletion Score: -22111180.000000 Penalty: 40141.984375 Iteration 5F: 21 clusters Score -2.211118e+07 nChanged 25471 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 9380 members Mstep: Class 3 contains 2265 members Mstep: Class 4 contains 3907 members Mstep: Class 5 contains 2927 members Mstep: Class 6 contains 1942 members Mstep: Class 7 contains 50074 members Mstep: Class 8 contains 78668 members Mstep: Class 9 contains 1114 members Mstep: Class 10 contains 18390 members Mstep: Class 11 contains 2511 members Mstep: Class 12 contains 17166 members Mstep: Class 13 contains 3230 members Mstep: Class 14 contains 1229 members Mstep: Class 15 contains 1014 members Mstep: Class 16 contains 3371 members Mstep: Class 17 contains 9477 members Mstep: Class 19 contains 1229 members Mstep: Class 20 contains 2317 members Mstep: Class 21 contains 14613 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1649.603516 but Gain 2007.097656 Score: -22139650.000000 Penalty: 38134.886719 Iteration 6F: 20 clusters Score -2.213965e+07 nChanged 18963 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 7413 members Mstep: Class 2 contains 8147 members Mstep: Class 3 contains 2190 members Mstep: Class 4 contains 2942 members Mstep: Class 6 contains 1650 members Mstep: Class 7 contains 53772 members Mstep: Class 8 contains 82321 members Mstep: Class 9 contains 1055 members Mstep: Class 10 contains 18386 members Mstep: Class 11 contains 2502 members Mstep: Class 12 contains 16818 members Mstep: Class 13 contains 3170 members Mstep: Class 14 contains 911 members Mstep: Class 15 contains 988 members Mstep: Class 16 contains 2390 members Mstep: Class 17 contains 9178 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 2960 members Mstep: Class 21 contains 13521 members Entering Unmasked Estep ConsiderDeletion Score: -22159118.000000 Penalty: 38134.886719 Iteration 7F: 20 clusters Score -2.215912e+07 nChanged 11851 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 8414 members Mstep: Class 2 contains 7032 members Mstep: Class 3 contains 2049 members Mstep: Class 4 contains 2210 members Mstep: Class 6 contains 1374 members Mstep: Class 7 contains 55716 members Mstep: Class 8 contains 83485 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18316 members Mstep: Class 11 contains 2578 members Mstep: Class 12 contains 16227 members Mstep: Class 13 contains 3038 members Mstep: Class 14 contains 811 members Mstep: Class 15 contains 922 members Mstep: Class 16 contains 2019 members Mstep: Class 17 contains 8992 members Mstep: Class 19 contains 696 members Mstep: Class 20 contains 3666 members Mstep: Class 21 contains 12700 members Entering Unmasked Estep ConsiderDeletion Score: -22169636.000000 Penalty: 38134.886719 Iteration 8F: 20 clusters Score -2.216964e+07 nChanged 8453 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 6191 members Mstep: Class 3 contains 2008 members Mstep: Class 4 contains 1819 members Mstep: Class 6 contains 1249 members Mstep: Class 7 contains 56814 members Mstep: Class 8 contains 84002 members Mstep: Class 9 contains 995 members Mstep: Class 10 contains 18269 members Mstep: Class 11 contains 2713 members Mstep: Class 12 contains 15856 members Mstep: Class 13 contains 2888 members Mstep: Class 14 contains 742 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 1980 members Mstep: Class 17 contains 8872 members Mstep: Class 19 contains 594 members Mstep: Class 20 contains 4148 members Mstep: Class 21 contains 12072 members Entering Unmasked Estep ConsiderDeletion Score: -22176628.000000 Penalty: 38134.886719 Iteration 9Q: 20 clusters Score -2.217663e+07 nChanged 6404 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9725 members Mstep: Class 2 contains 5597 members Mstep: Class 3 contains 2047 members Mstep: Class 4 contains 1611 members Mstep: Class 6 contains 1165 members Mstep: Class 7 contains 57483 members Mstep: Class 8 contains 84008 members Mstep: Class 9 contains 999 members Mstep: Class 10 contains 18258 members Mstep: Class 11 contains 2882 members Mstep: Class 12 contains 15601 members Mstep: Class 13 contains 2722 members Mstep: Class 14 contains 703 members Mstep: Class 15 contains 778 members Mstep: Class 16 contains 2030 members Mstep: Class 17 contains 8839 members Mstep: Class 19 contains 537 members Mstep: Class 20 contains 4468 members Mstep: Class 21 contains 11793 members Entering Unmasked Estep ConsiderDeletion Score: -22180650.000000 Penalty: 38134.886719 Iteration 10Q: 20 clusters Score -2.218065e+07 nChanged 4927 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 10174 members Mstep: Class 2 contains 5181 members Mstep: Class 3 contains 2138 members Mstep: Class 4 contains 1455 members Mstep: Class 6 contains 1128 members Mstep: Class 7 contains 57987 members Mstep: Class 8 contains 83621 members Mstep: Class 9 contains 1005 members Mstep: Class 10 contains 18268 members Mstep: Class 11 contains 3066 members Mstep: Class 12 contains 15426 members Mstep: Class 13 contains 2548 members Mstep: Class 14 contains 688 members Mstep: Class 15 contains 765 members Mstep: Class 16 contains 2118 members Mstep: Class 17 contains 8799 members Mstep: Class 19 contains 503 members Mstep: Class 20 contains 4687 members Mstep: Class 21 contains 11689 members Entering Unmasked Estep ConsiderDeletion Score: -22182704.000000 Penalty: 38134.886719 Iteration 11Q: 20 clusters Score -2.21827e+07 nChanged 3738 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 10592 members Mstep: Class 2 contains 4865 members Mstep: Class 3 contains 2222 members Mstep: Class 4 contains 1358 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 58372 members Mstep: Class 8 contains 83076 members Mstep: Class 9 contains 1022 members Mstep: Class 10 contains 18290 members Mstep: Class 11 contains 3254 members Mstep: Class 12 contains 15322 members Mstep: Class 13 contains 2376 members Mstep: Class 14 contains 669 members Mstep: Class 15 contains 760 members Mstep: Class 16 contains 2187 members Mstep: Class 17 contains 8768 members Mstep: Class 19 contains 497 members Mstep: Class 20 contains 4819 members Mstep: Class 21 contains 11691 members Entering Unmasked Estep ConsiderDeletion Score: -22184214.000000 Penalty: 38134.886719 Iteration 12Q: 20 clusters Score -2.218421e+07 nChanged 3138 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 10941 members Mstep: Class 2 contains 4644 members Mstep: Class 3 contains 2297 members Mstep: Class 4 contains 1329 members Mstep: Class 6 contains 1100 members Mstep: Class 7 contains 58731 members Mstep: Class 8 contains 82367 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 18305 members Mstep: Class 11 contains 3404 members Mstep: Class 12 contains 15235 members Mstep: Class 13 contains 2260 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 757 members Mstep: Class 16 contains 2249 members Mstep: Class 17 contains 8753 members Mstep: Class 19 contains 491 members Mstep: Class 20 contains 4941 members Mstep: Class 21 contains 11745 members Entering Unmasked Estep ConsiderDeletion Score: -22185384.000000 Penalty: 38134.886719 Iteration 13Q: 20 clusters Score -2.218538e+07 nChanged 2637 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 4467 members Mstep: Class 3 contains 2365 members Mstep: Class 4 contains 1322 members Mstep: Class 6 contains 1090 members Mstep: Class 7 contains 59176 members Mstep: Class 8 contains 81524 members Mstep: Class 9 contains 1042 members Mstep: Class 10 contains 18304 members Mstep: Class 11 contains 3482 members Mstep: Class 12 contains 15179 members Mstep: Class 13 contains 2223 members Mstep: Class 14 contains 655 members Mstep: Class 15 contains 756 members Mstep: Class 16 contains 2300 members Mstep: Class 17 contains 8757 members Mstep: Class 19 contains 493 members Mstep: Class 20 contains 5048 members Mstep: Class 21 contains 11813 members Entering Unmasked Estep ConsiderDeletion Score: -22186162.000000 Penalty: 38134.886719 Iteration 14Q: 20 clusters Score -2.218616e+07 nChanged 2371 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11521 members Mstep: Class 2 contains 4349 members Mstep: Class 3 contains 2431 members Mstep: Class 4 contains 1324 members Mstep: Class 6 contains 1091 members Mstep: Class 7 contains 59631 members Mstep: Class 8 contains 80572 members Mstep: Class 9 contains 1056 members Mstep: Class 10 contains 18305 members Mstep: Class 11 contains 3511 members Mstep: Class 12 contains 15127 members Mstep: Class 13 contains 2248 members Mstep: Class 14 contains 653 members Mstep: Class 15 contains 757 members Mstep: Class 16 contains 2341 members Mstep: Class 17 contains 8764 members Mstep: Class 19 contains 501 members Mstep: Class 20 contains 5134 members Mstep: Class 21 contains 11930 members Entering Unmasked Estep ConsiderDeletion Score: -22186796.000000 Penalty: 38134.886719 Iteration 15Q: 20 clusters Score -2.21868e+07 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 11757 members Mstep: Class 2 contains 4275 members Mstep: Class 3 contains 2495 members Mstep: Class 4 contains 1319 members Mstep: Class 6 contains 1100 members Mstep: Class 7 contains 60137 members Mstep: Class 8 contains 79534 members Mstep: Class 9 contains 1064 members Mstep: Class 10 contains 18331 members Mstep: Class 11 contains 3529 members Mstep: Class 12 contains 15096 members Mstep: Class 13 contains 2248 members Mstep: Class 14 contains 641 members Mstep: Class 15 contains 761 members Mstep: Class 16 contains 2386 members Mstep: Class 17 contains 8800 members Mstep: Class 19 contains 503 members Mstep: Class 20 contains 5195 members Mstep: Class 21 contains 12074 members Entering Unmasked Estep ConsiderDeletion Score: -22187322.000000 Penalty: 38134.886719 Iteration 16Q: 20 clusters Score -2.218732e+07 nChanged 2261 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 11975 members Mstep: Class 2 contains 4228 members Mstep: Class 3 contains 2566 members Mstep: Class 4 contains 1318 members Mstep: Class 6 contains 1114 members Mstep: Class 7 contains 60787 members Mstep: Class 8 contains 78364 members Mstep: Class 9 contains 1066 members Mstep: Class 10 contains 18364 members Mstep: Class 11 contains 3534 members Mstep: Class 12 contains 15070 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 634 members Mstep: Class 15 contains 760 members Mstep: Class 16 contains 2413 members Mstep: Class 17 contains 8800 members Mstep: Class 19 contains 505 members Mstep: Class 20 contains 5256 members Mstep: Class 21 contains 12236 members Entering Unmasked Estep ConsiderDeletion Score: -22187672.000000 Penalty: 38134.886719 Iteration 17Q: 20 clusters Score -2.218767e+07 nChanged 2267 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 4186 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 1315 members Mstep: Class 6 contains 1123 members Mstep: Class 7 contains 61522 members Mstep: Class 8 contains 77096 members Mstep: Class 9 contains 1073 members Mstep: Class 10 contains 18399 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 15062 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 629 members Mstep: Class 15 contains 759 members Mstep: Class 16 contains 2453 members Mstep: Class 17 contains 8774 members Mstep: Class 19 contains 510 members Mstep: Class 20 contains 5310 members Mstep: Class 21 contains 12436 members Entering Unmasked Estep ConsiderDeletion Score: -22188008.000000 Penalty: 38134.886719 Iteration 18Q: 20 clusters Score -2.218801e+07 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 12405 members Mstep: Class 2 contains 4159 members Mstep: Class 3 contains 2713 members Mstep: Class 4 contains 1318 members Mstep: Class 6 contains 1139 members Mstep: Class 7 contains 62364 members Mstep: Class 8 contains 75601 members Mstep: Class 9 contains 1070 members Mstep: Class 10 contains 18441 members Mstep: Class 11 contains 3537 members Mstep: Class 12 contains 15054 members Mstep: Class 13 contains 2254 members Mstep: Class 14 contains 625 members Mstep: Class 15 contains 756 members Mstep: Class 16 contains 2490 members Mstep: Class 17 contains 8737 members Mstep: Class 19 contains 512 members Mstep: Class 20 contains 5355 members Mstep: Class 21 contains 12715 members Entering Unmasked Estep ConsiderDeletion Score: -22188624.000000 Penalty: 38134.886719 Iteration 19Q: 20 clusters Score -2.218862e+07 nChanged 2584 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 12655 members Mstep: Class 2 contains 4136 members Mstep: Class 3 contains 2788 members Mstep: Class 4 contains 1321 members Mstep: Class 6 contains 1146 members Mstep: Class 7 contains 63243 members Mstep: Class 8 contains 74011 members Mstep: Class 9 contains 1064 members Mstep: Class 10 contains 18471 members Mstep: Class 11 contains 3537 members Mstep: Class 12 contains 15049 members Mstep: Class 13 contains 2260 members Mstep: Class 14 contains 626 members Mstep: Class 15 contains 756 members Mstep: Class 16 contains 2513 members Mstep: Class 17 contains 8700 members Mstep: Class 19 contains 513 members Mstep: Class 20 contains 5395 members Mstep: Class 21 contains 13061 members Entering Unmasked Estep ConsiderDeletion Score: -22189332.000000 Penalty: 38134.886719 Iteration 20F: 20 clusters Score -2.218933e+07 nChanged 2831 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 12891 members Mstep: Class 2 contains 4124 members Mstep: Class 3 contains 2875 members Mstep: Class 4 contains 1323 members Mstep: Class 6 contains 1161 members Mstep: Class 7 contains 64206 members Mstep: Class 8 contains 72181 members Mstep: Class 9 contains 1071 members Mstep: Class 10 contains 18507 members Mstep: Class 11 contains 3537 members Mstep: Class 12 contains 15040 members Mstep: Class 13 contains 2260 members Mstep: Class 14 contains 626 members Mstep: Class 15 contains 754 members Mstep: Class 16 contains 2529 members Mstep: Class 17 contains 8679 members Mstep: Class 19 contains 520 members Mstep: Class 20 contains 5455 members Mstep: Class 21 contains 13508 members Entering Unmasked Estep ConsiderDeletion Score: -22190168.000000 Penalty: 38134.886719 Iteration 21Q: 20 clusters Score -2.219017e+07 nChanged 3140 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 13140 members Mstep: Class 2 contains 4110 members Mstep: Class 3 contains 2971 members Mstep: Class 4 contains 1313 members Mstep: Class 6 contains 1164 members Mstep: Class 7 contains 65362 members Mstep: Class 8 contains 70086 members Mstep: Class 9 contains 1073 members Mstep: Class 10 contains 18550 members Mstep: Class 11 contains 3537 members Mstep: Class 12 contains 15040 members Mstep: Class 13 contains 2263 members Mstep: Class 14 contains 626 members Mstep: Class 15 contains 754 members Mstep: Class 16 contains 2546 members Mstep: Class 17 contains 8636 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 5528 members Mstep: Class 21 contains 14027 members Entering Unmasked Estep ConsiderDeletion Score: -22190934.000000 Penalty: 38134.886719 Iteration 22Q: 20 clusters Score -2.219093e+07 nChanged 3380 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 13405 members Mstep: Class 2 contains 4096 members Mstep: Class 3 contains 3088 members Mstep: Class 4 contains 1308 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 66635 members Mstep: Class 8 contains 67807 members Mstep: Class 9 contains 1075 members Mstep: Class 10 contains 18586 members Mstep: Class 11 contains 3538 members Mstep: Class 12 contains 15048 members Mstep: Class 13 contains 2264 members Mstep: Class 14 contains 626 members Mstep: Class 15 contains 753 members Mstep: Class 16 contains 2572 members Mstep: Class 17 contains 8574 members Mstep: Class 19 contains 526 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 14620 members Entering Unmasked Estep ConsiderDeletion Score: -22191944.000000 Penalty: 38134.886719 Iteration 23Q: 20 clusters Score -2.219194e+07 nChanged 3755 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 13669 members Mstep: Class 2 contains 4091 members Mstep: Class 3 contains 3194 members Mstep: Class 4 contains 1315 members Mstep: Class 6 contains 1149 members Mstep: Class 7 contains 68083 members Mstep: Class 8 contains 65219 members Mstep: Class 9 contains 1075 members Mstep: Class 10 contains 18621 members Mstep: Class 11 contains 3538 members Mstep: Class 12 contains 15054 members Mstep: Class 13 contains 2265 members Mstep: Class 14 contains 624 members Mstep: Class 15 contains 753 members Mstep: Class 16 contains 2605 members Mstep: Class 17 contains 8482 members Mstep: Class 19 contains 531 members Mstep: Class 20 contains 5600 members Mstep: Class 21 contains 15378 members Entering Unmasked Estep ConsiderDeletion Score: -22193402.000000 Penalty: 38134.886719 Iteration 24Q: 20 clusters Score -2.21934e+07 nChanged 3975 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 13951 members Mstep: Class 2 contains 4099 members Mstep: Class 3 contains 3326 members Mstep: Class 4 contains 1313 members Mstep: Class 6 contains 1133 members Mstep: Class 7 contains 69624 members Mstep: Class 8 contains 62451 members Mstep: Class 9 contains 1074 members Mstep: Class 10 contains 18656 members Mstep: Class 11 contains 3538 members Mstep: Class 12 contains 15057 members Mstep: Class 13 contains 2266 members Mstep: Class 14 contains 626 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 2638 members Mstep: Class 17 contains 8368 members Mstep: Class 19 contains 532 members Mstep: Class 20 contains 5651 members Mstep: Class 21 contains 16191 members Entering Unmasked Estep ConsiderDeletion Score: -22195124.000000 Penalty: 38134.886719 Iteration 25Q: 20 clusters Score -2.219512e+07 nChanged 4186 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 14216 members Mstep: Class 2 contains 4114 members Mstep: Class 3 contains 3465 members Mstep: Class 4 contains 1310 members Mstep: Class 6 contains 1133 members Mstep: Class 7 contains 71216 members Mstep: Class 8 contains 59415 members Mstep: Class 9 contains 1073 members Mstep: Class 10 contains 18697 members Mstep: Class 11 contains 3538 members Mstep: Class 12 contains 15070 members Mstep: Class 13 contains 2266 members Mstep: Class 14 contains 626 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 2684 members Mstep: Class 17 contains 8292 members Mstep: Class 19 contains 536 members Mstep: Class 20 contains 5706 members Mstep: Class 21 contains 17137 members Entering Unmasked Estep ConsiderDeletion Score: -22197434.000000 Penalty: 38134.886719 Iteration 26Q: 20 clusters Score -2.219743e+07 nChanged 4617 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 14518 members Mstep: Class 2 contains 4122 members Mstep: Class 3 contains 3604 members Mstep: Class 4 contains 1314 members Mstep: Class 6 contains 1132 members Mstep: Class 7 contains 72942 members Mstep: Class 8 contains 56046 members Mstep: Class 9 contains 1062 members Mstep: Class 10 contains 18731 members Mstep: Class 11 contains 3537 members Mstep: Class 12 contains 15074 members Mstep: Class 13 contains 2272 members Mstep: Class 14 contains 624 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 2738 members Mstep: Class 17 contains 8219 members Mstep: Class 19 contains 539 members Mstep: Class 20 contains 5769 members Mstep: Class 21 contains 18251 members Entering Unmasked Estep ConsiderDeletion Score: -22200900.000000 Penalty: 38134.886719 Iteration 27Q: 20 clusters Score -2.22009e+07 nChanged 5279 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 14849 members Mstep: Class 2 contains 4138 members Mstep: Class 3 contains 3736 members Mstep: Class 4 contains 1312 members Mstep: Class 6 contains 1136 members Mstep: Class 7 contains 74927 members Mstep: Class 8 contains 52189 members Mstep: Class 9 contains 1057 members Mstep: Class 10 contains 18762 members Mstep: Class 11 contains 3537 members Mstep: Class 12 contains 15078 members Mstep: Class 13 contains 2277 members Mstep: Class 14 contains 622 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 2815 members Mstep: Class 17 contains 8176 members Mstep: Class 19 contains 540 members Mstep: Class 20 contains 5829 members Mstep: Class 21 contains 19514 members Entering Unmasked Estep ConsiderDeletion Score: -22207040.000000 Penalty: 38134.886719 Iteration 28Q: 20 clusters Score -2.220704e+07 nChanged 5778 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 15147 members Mstep: Class 2 contains 4169 members Mstep: Class 3 contains 3838 members Mstep: Class 4 contains 1321 members Mstep: Class 6 contains 1147 members Mstep: Class 7 contains 77153 members Mstep: Class 8 contains 48046 members Mstep: Class 9 contains 1048 members Mstep: Class 10 contains 18807 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 15097 members Mstep: Class 13 contains 2278 members Mstep: Class 14 contains 621 members Mstep: Class 15 contains 754 members Mstep: Class 16 contains 2926 members Mstep: Class 17 contains 8221 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 5910 members Mstep: Class 21 contains 20683 members Entering Unmasked Estep ConsiderDeletion Score: -22218426.000000 Penalty: 38134.886719 Iteration 29Q: 20 clusters Score -2.221843e+07 nChanged 5084 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 15456 members Mstep: Class 2 contains 4216 members Mstep: Class 3 contains 3979 members Mstep: Class 4 contains 1382 members Mstep: Class 6 contains 1135 members Mstep: Class 7 contains 79057 members Mstep: Class 8 contains 44941 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 18856 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 15147 members Mstep: Class 13 contains 2279 members Mstep: Class 14 contains 621 members Mstep: Class 15 contains 754 members Mstep: Class 16 contains 3068 members Mstep: Class 17 contains 8241 members Mstep: Class 19 contains 543 members Mstep: Class 20 contains 5973 members Mstep: Class 21 contains 21038 members Entering Unmasked Estep ConsiderDeletion Score: -22229482.000000 Penalty: 38134.886719 Iteration 30Q: 20 clusters Score -2.222948e+07 nChanged 3696 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 15792 members Mstep: Class 2 contains 4269 members Mstep: Class 3 contains 4251 members Mstep: Class 4 contains 1487 members Mstep: Class 6 contains 1116 members Mstep: Class 7 contains 79987 members Mstep: Class 8 contains 43464 members Mstep: Class 9 contains 995 members Mstep: Class 10 contains 18870 members Mstep: Class 11 contains 3535 members Mstep: Class 12 contains 15171 members Mstep: Class 13 contains 2297 members Mstep: Class 14 contains 631 members Mstep: Class 15 contains 758 members Mstep: Class 16 contains 3190 members Mstep: Class 17 contains 8030 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 5932 members Mstep: Class 21 contains 20927 members Entering Unmasked Estep ConsiderDeletion Score: -22233918.000000 Penalty: 38134.886719 Iteration 31Q: 20 clusters Score -2.223392e+07 nChanged 2654 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 16169 members Mstep: Class 2 contains 4309 members Mstep: Class 3 contains 4634 members Mstep: Class 4 contains 1567 members Mstep: Class 6 contains 1096 members Mstep: Class 7 contains 80254 members Mstep: Class 8 contains 42881 members Mstep: Class 9 contains 977 members Mstep: Class 10 contains 18837 members Mstep: Class 11 contains 3535 members Mstep: Class 12 contains 15107 members Mstep: Class 13 contains 2328 members Mstep: Class 14 contains 637 members Mstep: Class 15 contains 757 members Mstep: Class 16 contains 3291 members Mstep: Class 17 contains 7711 members Mstep: Class 19 contains 545 members Mstep: Class 20 contains 5832 members Mstep: Class 21 contains 20779 members Entering Unmasked Estep ConsiderDeletion Score: -22235212.000000 Penalty: 38134.886719 Iteration 32Q: 20 clusters Score -2.223521e+07 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 16503 members Mstep: Class 2 contains 4352 members Mstep: Class 3 contains 4967 members Mstep: Class 4 contains 1602 members Mstep: Class 6 contains 1097 members Mstep: Class 7 contains 80375 members Mstep: Class 8 contains 42539 members Mstep: Class 9 contains 959 members Mstep: Class 10 contains 18817 members Mstep: Class 11 contains 3535 members Mstep: Class 12 contains 15040 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 644 members Mstep: Class 15 contains 756 members Mstep: Class 16 contains 3374 members Mstep: Class 17 contains 7401 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 5743 members Mstep: Class 21 contains 20633 members Entering Unmasked Estep ConsiderDeletion Score: -22235864.000000 Penalty: 38134.886719 Iteration 33Q: 20 clusters Score -2.223586e+07 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 16852 members Mstep: Class 2 contains 4392 members Mstep: Class 3 contains 5204 members Mstep: Class 4 contains 1612 members Mstep: Class 6 contains 1116 members Mstep: Class 7 contains 80421 members Mstep: Class 8 contains 42336 members Mstep: Class 9 contains 929 members Mstep: Class 10 contains 18801 members Mstep: Class 11 contains 3535 members Mstep: Class 12 contains 14992 members Mstep: Class 13 contains 2384 members Mstep: Class 14 contains 649 members Mstep: Class 15 contains 754 members Mstep: Class 16 contains 3451 members Mstep: Class 17 contains 7131 members Mstep: Class 19 contains 545 members Mstep: Class 20 contains 5662 members Mstep: Class 21 contains 20480 members Entering Unmasked Estep ConsiderDeletion Score: -22236460.000000 Penalty: 38134.886719 Iteration 34Q: 20 clusters Score -2.223646e+07 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 17181 members Mstep: Class 2 contains 4425 members Mstep: Class 3 contains 5380 members Mstep: Class 4 contains 1622 members Mstep: Class 6 contains 1131 members Mstep: Class 7 contains 80465 members Mstep: Class 8 contains 42204 members Mstep: Class 9 contains 912 members Mstep: Class 10 contains 18783 members Mstep: Class 11 contains 3535 members Mstep: Class 12 contains 14949 members Mstep: Class 13 contains 2398 members Mstep: Class 14 contains 652 members Mstep: Class 15 contains 753 members Mstep: Class 16 contains 3514 members Mstep: Class 17 contains 6852 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 5601 members Mstep: Class 21 contains 20345 members Entering Unmasked Estep ConsiderDeletion Score: -22236942.000000 Penalty: 38134.886719 Iteration 35Q: 20 clusters Score -2.223694e+07 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 17463 members Mstep: Class 2 contains 4461 members Mstep: Class 3 contains 5502 members Mstep: Class 4 contains 1622 members Mstep: Class 6 contains 1156 members Mstep: Class 7 contains 80525 members Mstep: Class 8 contains 42130 members Mstep: Class 9 contains 899 members Mstep: Class 10 contains 18779 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 14911 members Mstep: Class 13 contains 2403 members Mstep: Class 14 contains 656 members Mstep: Class 15 contains 751 members Mstep: Class 16 contains 3583 members Mstep: Class 17 contains 6569 members Mstep: Class 19 contains 545 members Mstep: Class 20 contains 5554 members Mstep: Class 21 contains 20200 members Entering Unmasked Estep ConsiderDeletion Score: -22237572.000000 Penalty: 38134.886719 Iteration 36Q: 20 clusters Score -2.223757e+07 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 17734 members Mstep: Class 2 contains 4496 members Mstep: Class 3 contains 5602 members Mstep: Class 4 contains 1623 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 80572 members Mstep: Class 8 contains 42085 members Mstep: Class 9 contains 885 members Mstep: Class 10 contains 18783 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 14868 members Mstep: Class 13 contains 2407 members Mstep: Class 14 contains 656 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 3632 members Mstep: Class 17 contains 6336 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 5521 members Mstep: Class 21 contains 20044 members Entering Unmasked Estep ConsiderDeletion Score: -22238000.000000 Penalty: 38134.886719 Iteration 37Q: 20 clusters Score -2.2238e+07 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18008 members Mstep: Class 2 contains 4523 members Mstep: Class 3 contains 5672 members Mstep: Class 4 contains 1620 members Mstep: Class 6 contains 1181 members Mstep: Class 7 contains 80636 members Mstep: Class 8 contains 42048 members Mstep: Class 9 contains 880 members Mstep: Class 10 contains 18786 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 14824 members Mstep: Class 13 contains 2408 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 3667 members Mstep: Class 17 contains 6104 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 5474 members Mstep: Class 21 contains 19921 members Entering Unmasked Estep ConsiderDeletion Score: -22238594.000000 Penalty: 38134.886719 Iteration 38Q: 20 clusters Score -2.223859e+07 nChanged 1307 Entering ConstructFrom: Score: -22238594.000000 Penalty: 38134.886719 Entering ConstructFrom: Trying to split cluster 1 (18253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18253 members Entering Unmasked Estep Score: -1833130.000000 Penalty: 1594.463867 Iteration 0F: 2 clusters Score -1833130 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 9047 members Entering Unmasked Estep Score: -1820524.500000 Penalty: 3188.927734 Iteration 0F: 3 clusters Score -1820524 nChanged 8324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9810 members Mstep: Class 2 contains 8443 members Entering Unmasked Estep Score: -1825157.875000 Penalty: 3188.927734 Iteration 1F: 3 clusters Score -1825158 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10177 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -1825639.000000 Penalty: 3188.927734 Iteration 2F: 3 clusters Score -1825639 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10688 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -1826172.500000 Penalty: 3188.927734 Iteration 3F: 3 clusters Score -1826172 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -1826825.000000 Penalty: 3188.927734 Iteration 4F: 3 clusters Score -1826825 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12069 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1827645.750000 Penalty: 3188.927734 Iteration 5F: 3 clusters Score -1827646 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12787 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -1828465.750000 Penalty: 3188.927734 Iteration 6F: 3 clusters Score -1828466 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13465 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -1829249.750000 Penalty: 3188.927734 Iteration 7F: 3 clusters Score -1829250 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14050 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1829919.625000 Penalty: 3188.927734 Iteration 8Q: 3 clusters Score -1829920 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14470 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1830392.500000 Penalty: 3188.927734 Iteration 9Q: 3 clusters Score -1830392 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14765 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -1830735.875000 Penalty: 3188.927734 Iteration 10Q: 3 clusters Score -1830736 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15012 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -1831001.250000 Penalty: 3188.927734 Iteration 11Q: 3 clusters Score -1831001 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15205 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -1831186.375000 Penalty: 3188.927734 Iteration 12Q: 3 clusters Score -1831186 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -1831316.000000 Penalty: 3188.927734 Iteration 13Q: 3 clusters Score -1831316 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15456 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1831431.500000 Penalty: 3188.927734 Iteration 14Q: 3 clusters Score -1831432 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15551 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -1831498.875000 Penalty: 3188.927734 Iteration 15Q: 3 clusters Score -1831499 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15646 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -1831551.375000 Penalty: 3188.927734 Iteration 16Q: 3 clusters Score -1831551 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15715 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -1831589.500000 Penalty: 3188.927734 Iteration 17Q: 3 clusters Score -1831590 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15768 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -1831619.000000 Penalty: 3188.927734 Iteration 18Q: 3 clusters Score -1831619 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15824 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1831638.125000 Penalty: 3188.927734 Iteration 19Q: 3 clusters Score -1831638 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15879 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -1831664.000000 Penalty: 3188.927734 Iteration 20F: 3 clusters Score -1831664 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15938 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1831688.875000 Penalty: 3188.927734 Iteration 21Q: 3 clusters Score -1831689 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15987 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1831715.500000 Penalty: 3188.927734 Iteration 22Q: 3 clusters Score -1831716 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16040 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1831736.125000 Penalty: 3188.927734 Iteration 23Q: 3 clusters Score -1831736 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16092 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1831754.375000 Penalty: 3188.927734 Iteration 24Q: 3 clusters Score -1831754 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16127 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1831768.750000 Penalty: 3188.927734 Iteration 25Q: 3 clusters Score -1831769 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16166 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1831784.250000 Penalty: 3188.927734 Iteration 26Q: 3 clusters Score -1831784 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16201 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -1831795.375000 Penalty: 3188.927734 Iteration 27Q: 3 clusters Score -1831795 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16229 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1831808.000000 Penalty: 3188.927734 Iteration 28Q: 3 clusters Score -1831808 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16246 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1831815.625000 Penalty: 3188.927734 Iteration 29Q: 3 clusters Score -1831816 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16265 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -1831827.250000 Penalty: 3188.927734 Iteration 30Q: 3 clusters Score -1831827 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16289 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -1831829.250000 Penalty: 3188.927734 Iteration 31Q: 3 clusters Score -1831829 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16307 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -1831835.750000 Penalty: 3188.927734 Iteration 32Q: 3 clusters Score -1831836 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16326 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -1831836.750000 Penalty: 3188.927734 Iteration 33Q: 3 clusters Score -1831837 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -1831842.625000 Penalty: 3188.927734 Iteration 34Q: 3 clusters Score -1831843 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16372 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -1831849.500000 Penalty: 3188.927734 Iteration 35Q: 3 clusters Score -1831850 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16402 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -1831861.500000 Penalty: 3188.927734 Iteration 36Q: 3 clusters Score -1831862 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16429 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -1831872.000000 Penalty: 3188.927734 Iteration 37Q: 3 clusters Score -1831872 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16458 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -1831886.250000 Penalty: 3188.927734 Iteration 38Q: 3 clusters Score -1831886 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16482 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -1831895.625000 Penalty: 3188.927734 Iteration 39Q: 3 clusters Score -1831896 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16497 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -1831902.750000 Penalty: 3188.927734 Iteration 40F: 3 clusters Score -1831903 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16525 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1831913.125000 Penalty: 3188.927734 Iteration 41Q: 3 clusters Score -1831913 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16551 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -1831914.250000 Penalty: 3188.927734 Iteration 42Q: 3 clusters Score -1831914 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16572 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -1831931.750000 Penalty: 3188.927734 Iteration 43Q: 3 clusters Score -1831932 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16588 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -1831940.750000 Penalty: 3188.927734 Iteration 44Q: 3 clusters Score -1831941 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16607 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -1831944.875000 Penalty: 3188.927734 Iteration 45Q: 3 clusters Score -1831945 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16626 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -1831962.625000 Penalty: 3188.927734 Iteration 46Q: 3 clusters Score -1831963 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16652 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -1831969.750000 Penalty: 3188.927734 Iteration 47Q: 3 clusters Score -1831970 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16667 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -1831973.625000 Penalty: 3188.927734 Iteration 48Q: 3 clusters Score -1831974 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16680 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -1831971.750000 Penalty: 3188.927734 Iteration 49Q: 3 clusters Score -1831972 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16690 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1831979.625000 Penalty: 3188.927734 Iteration 50Q: 3 clusters Score -1831980 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16700 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -1831982.875000 Penalty: 3188.927734 Iteration 51Q: 3 clusters Score -1831983 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16705 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -1831981.875000 Penalty: 3188.927734 Iteration 52Q: 3 clusters Score -1831982 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16710 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -1831987.500000 Penalty: 3188.927734 Iteration 53Q: 3 clusters Score -1831988 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16720 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1831989.125000 Penalty: 3188.927734 Iteration 54Q: 3 clusters Score -1831989 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16728 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -1831990.500000 Penalty: 3188.927734 Iteration 55Q: 3 clusters Score -1831990 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16729 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -1831990.250000 Penalty: 3188.927734 Iteration 56Q: 3 clusters Score -1831990 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16730 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1831995.500000 Penalty: 3188.927734 Iteration 57Q: 3 clusters Score -1831996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16729 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -1831994.375000 Penalty: 3188.927734 Iteration 58Q: 3 clusters Score -1831994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16729 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -1831994.375000 Penalty: 3188.927734 Iteration 59F: 3 clusters Score -1831994 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Entering Unmasked Estep Score: -437298.218750 Penalty: 1368.646851 Iteration 0F: 2 clusters Score -437298.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -433624.781250 Penalty: 2737.293701 Iteration 0F: 3 clusters Score -433624.8 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -435257.718750 Penalty: 2737.293701 Iteration 1F: 3 clusters Score -435257.7 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -436155.156250 Penalty: 2737.293701 Iteration 2F: 3 clusters Score -436155.2 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -436940.343750 Penalty: 2737.293701 Iteration 3F: 3 clusters Score -436940.3 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -437679.312500 Penalty: 2737.293701 Iteration 4F: 3 clusters Score -437679.3 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -438153.812500 Penalty: 2737.293701 Iteration 5F: 3 clusters Score -438153.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -438392.625000 Penalty: 2737.293701 Iteration 6Q: 3 clusters Score -438392.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -438493.937500 Penalty: 2737.293701 Iteration 7Q: 3 clusters Score -438493.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -438543.437500 Penalty: 2737.293701 Iteration 8Q: 3 clusters Score -438543.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -438597.687500 Penalty: 2737.293701 Iteration 9Q: 3 clusters Score -438597.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -438620.468750 Penalty: 2737.293701 Iteration 10Q: 3 clusters Score -438620.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -438631.812500 Penalty: 2737.293701 Iteration 11Q: 3 clusters Score -438631.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -438639.187500 Penalty: 2737.293701 Iteration 12Q: 3 clusters Score -438639.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -438641.343750 Penalty: 2737.293701 Iteration 13Q: 3 clusters Score -438641.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -438641.718750 Penalty: 2737.293701 Iteration 14Q: 3 clusters Score -438641.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -438641.812500 Penalty: 2737.293701 Iteration 15Q: 3 clusters Score -438641.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -438642.187500 Penalty: 2737.293701 Iteration 16Q: 3 clusters Score -438642.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -438641.250000 Penalty: 2737.293701 Iteration 17Q: 3 clusters Score -438641.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -438642.375000 Penalty: 2737.293701 Iteration 18Q: 3 clusters Score -438642.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -438642.781250 Penalty: 2737.293701 Iteration 19Q: 3 clusters Score -438642.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -438642.875000 Penalty: 2737.293701 Iteration 20F: 3 clusters Score -438642.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -438643.625000 Penalty: 2737.293701 Iteration 21Q: 3 clusters Score -438643.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -438643.343750 Penalty: 2737.293701 Iteration 22Q: 3 clusters Score -438643.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -438644.250000 Penalty: 2737.293701 Iteration 23Q: 3 clusters Score -438644.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -438644.250000 Penalty: 2737.293701 Iteration 24F: 3 clusters Score -438644.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 5725 members Mstep: Class 4 contains 1607 members Mstep: Class 5 contains 3402 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 80701 members Mstep: Class 8 contains 42025 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 18788 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 14774 members Mstep: Class 13 contains 2407 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 3679 members Mstep: Class 17 contains 5922 members Mstep: Class 19 contains 549 members Mstep: Class 20 contains 5442 members Mstep: Class 21 contains 19809 members Entering Unmasked Estep Score: -22239586.000000 Penalty: 40141.984375 Splitting cluster 2 changes total score from -22238594.000000 to -22239586.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 3 (5725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Entering Unmasked Estep Score: -522602.406250 Penalty: 1406.047119 Iteration 0F: 2 clusters Score -522602.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -518254.718750 Penalty: 2812.094238 Iteration 0F: 3 clusters Score -518254.7 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -519482.968750 Penalty: 2812.094238 Iteration 1F: 3 clusters Score -519483 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -519662.625000 Penalty: 2812.094238 Iteration 2F: 3 clusters Score -519662.6 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -519785.531250 Penalty: 2812.094238 Iteration 3Q: 3 clusters Score -519785.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -519885.875000 Penalty: 2812.094238 Iteration 4Q: 3 clusters Score -519885.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -519980.062500 Penalty: 2812.094238 Iteration 5Q: 3 clusters Score -519980.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -520071.968750 Penalty: 2812.094238 Iteration 6Q: 3 clusters Score -520072 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -520145.843750 Penalty: 2812.094238 Iteration 7Q: 3 clusters Score -520145.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -520235.187500 Penalty: 2812.094238 Iteration 8Q: 3 clusters Score -520235.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -520356.093750 Penalty: 2812.094238 Iteration 9Q: 3 clusters Score -520356.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -520514.250000 Penalty: 2812.094238 Iteration 10Q: 3 clusters Score -520514.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -520698.968750 Penalty: 2812.094238 Iteration 11Q: 3 clusters Score -520699 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -520945.531250 Penalty: 2812.094238 Iteration 12Q: 3 clusters Score -520945.5 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -521251.343750 Penalty: 2812.094238 Iteration 13Q: 3 clusters Score -521251.3 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -521505.531250 Penalty: 2812.094238 Iteration 14Q: 3 clusters Score -521505.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -521698.562500 Penalty: 2812.094238 Iteration 15Q: 3 clusters Score -521698.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -521850.281250 Penalty: 2812.094238 Iteration 16Q: 3 clusters Score -521850.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -522007.250000 Penalty: 2812.094238 Iteration 17Q: 3 clusters Score -522007.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -522220.625000 Penalty: 2812.094238 Iteration 18Q: 3 clusters Score -522220.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -522550.125000 Penalty: 2812.094238 Iteration 19Q: 3 clusters Score -522550.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -523171.343750 Penalty: 2812.094238 Iteration 20F: 3 clusters Score -523171.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -523834.531250 Penalty: 2812.094238 Iteration 21Q: 3 clusters Score -523834.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -524114.718750 Penalty: 2812.094238 Iteration 22Q: 3 clusters Score -524114.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -524157.875000 Penalty: 2812.094238 Iteration 23Q: 3 clusters Score -524157.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -524162.562500 Penalty: 2812.094238 Iteration 24Q: 3 clusters Score -524162.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -524164.625000 Penalty: 2812.094238 Iteration 25Q: 3 clusters Score -524164.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -524164.125000 Penalty: 2812.094238 Iteration 26Q: 3 clusters Score -524164.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -524164.125000 Penalty: 2812.094238 Iteration 27F: 3 clusters Score -524164.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 3548 members Mstep: Class 4 contains 1607 members Mstep: Class 5 contains 3402 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 80701 members Mstep: Class 8 contains 42025 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 18788 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 14774 members Mstep: Class 13 contains 2407 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 3679 members Mstep: Class 17 contains 5922 members Mstep: Class 18 contains 2177 members Mstep: Class 19 contains 549 members Mstep: Class 20 contains 5442 members Mstep: Class 21 contains 19809 members Entering Unmasked Estep Score: -22240532.000000 Penalty: 42149.085938 Splitting cluster 3 changes total score from -22238594.000000 to -22240532.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 4 (1607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Entering Unmasked Estep Score: -154314.765625 Penalty: 1199.595215 Iteration 0F: 2 clusters Score -154314.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -152473.468750 Penalty: 2399.190430 Iteration 0F: 3 clusters Score -152473.5 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -152892.015625 Penalty: 2399.190430 Iteration 1F: 3 clusters Score -152892 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -153086.390625 Penalty: 2399.190430 Iteration 2F: 3 clusters Score -153086.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -153316.140625 Penalty: 2399.190430 Iteration 3F: 3 clusters Score -153316.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -153545.671875 Penalty: 2399.190430 Iteration 4F: 3 clusters Score -153545.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -153678.562500 Penalty: 2399.190430 Iteration 5F: 3 clusters Score -153678.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -153762.718750 Penalty: 2399.190430 Iteration 6Q: 3 clusters Score -153762.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -153845.796875 Penalty: 2399.190430 Iteration 7Q: 3 clusters Score -153845.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -153896.703125 Penalty: 2399.190430 Iteration 8Q: 3 clusters Score -153896.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -153918.750000 Penalty: 2399.190430 Iteration 9Q: 3 clusters Score -153918.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -153939.765625 Penalty: 2399.190430 Iteration 10Q: 3 clusters Score -153939.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -153954.234375 Penalty: 2399.190430 Iteration 11Q: 3 clusters Score -153954.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -153959.328125 Penalty: 2399.190430 Iteration 12Q: 3 clusters Score -153959.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -153962.640625 Penalty: 2399.190430 Iteration 13Q: 3 clusters Score -153962.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -153964.734375 Penalty: 2399.190430 Iteration 14Q: 3 clusters Score -153964.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -153964.734375 Penalty: 2399.190430 Iteration 15F: 3 clusters Score -153964.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Entering Unmasked Estep Score: -114130.156250 Penalty: 1151.186768 Iteration 0F: 2 clusters Score -114130.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -112546.898438 Penalty: 2302.373535 Iteration 0F: 3 clusters Score -112546.9 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -112898.796875 Penalty: 2302.373535 Iteration 1F: 3 clusters Score -112898.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -113090.843750 Penalty: 2302.373535 Iteration 2F: 3 clusters Score -113090.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -113188.445312 Penalty: 2302.373535 Iteration 3F: 3 clusters Score -113188.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -113270.671875 Penalty: 2302.373535 Iteration 4F: 3 clusters Score -113270.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -113329.625000 Penalty: 2302.373535 Iteration 5Q: 3 clusters Score -113329.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -113379.789062 Penalty: 2302.373535 Iteration 6Q: 3 clusters Score -113379.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -113428.226562 Penalty: 2302.373535 Iteration 7Q: 3 clusters Score -113428.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -113462.796875 Penalty: 2302.373535 Iteration 8Q: 3 clusters Score -113462.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -113495.710938 Penalty: 2302.373535 Iteration 9Q: 3 clusters Score -113495.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -113511.648438 Penalty: 2302.373535 Iteration 10Q: 3 clusters Score -113511.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -113527.460938 Penalty: 2302.373535 Iteration 11Q: 3 clusters Score -113527.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -113547.390625 Penalty: 2302.373535 Iteration 12Q: 3 clusters Score -113547.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -113566.570312 Penalty: 2302.373535 Iteration 13Q: 3 clusters Score -113566.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -113581.609375 Penalty: 2302.373535 Iteration 14Q: 3 clusters Score -113581.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -113591.515625 Penalty: 2302.373535 Iteration 15Q: 3 clusters Score -113591.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -113604.656250 Penalty: 2302.373535 Iteration 16Q: 3 clusters Score -113604.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -113616.593750 Penalty: 2302.373535 Iteration 17Q: 3 clusters Score -113616.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -113626.484375 Penalty: 2302.373535 Iteration 18Q: 3 clusters Score -113626.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -113631.515625 Penalty: 2302.373535 Iteration 19Q: 3 clusters Score -113631.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -113633.000000 Penalty: 2302.373535 Iteration 20F: 3 clusters Score -113633 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -113634.726562 Penalty: 2302.373535 Iteration 21Q: 3 clusters Score -113634.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -113634.726562 Penalty: 2302.373535 Iteration 22F: 3 clusters Score -113634.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (80701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80701 members Entering Unmasked Estep Score: -7940389.500000 Penalty: 1836.007202 Iteration 0F: 2 clusters Score -7940390 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40159 members Mstep: Class 2 contains 40542 members Entering Unmasked Estep Score: -7886252.000000 Penalty: 3672.014404 Iteration 0F: 3 clusters Score -7886252 nChanged 38438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36873 members Mstep: Class 2 contains 43828 members Entering Unmasked Estep Score: -7908843.000000 Penalty: 3672.014404 Iteration 1F: 3 clusters Score -7908843 nChanged 3282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34953 members Mstep: Class 2 contains 45748 members Entering Unmasked Estep Score: -7910059.500000 Penalty: 3672.014404 Iteration 2Q: 3 clusters Score -7910060 nChanged 3695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32216 members Mstep: Class 2 contains 48485 members Entering Unmasked Estep Score: -7911646.500000 Penalty: 3672.014404 Iteration 3Q: 3 clusters Score -7911646 nChanged 4357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28537 members Mstep: Class 2 contains 52164 members Entering Unmasked Estep Score: -7914121.500000 Penalty: 3672.014404 Iteration 4F: 3 clusters Score -7914122 nChanged 5309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23672 members Mstep: Class 2 contains 57029 members Entering Unmasked Estep Score: -7918129.000000 Penalty: 3672.014404 Iteration 5F: 3 clusters Score -7918129 nChanged 6126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17926 members Mstep: Class 2 contains 62775 members Entering Unmasked Estep Score: -7923743.500000 Penalty: 3672.014404 Iteration 6F: 3 clusters Score -7923744 nChanged 5779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12623 members Mstep: Class 2 contains 68078 members Entering Unmasked Estep Score: -7929416.000000 Penalty: 3672.014404 Iteration 7F: 3 clusters Score -7929416 nChanged 4608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 72086 members Entering Unmasked Estep Score: -7934261.500000 Penalty: 3672.014404 Iteration 8F: 3 clusters Score -7934262 nChanged 3062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 74378 members Entering Unmasked Estep Score: -7937669.500000 Penalty: 3672.014404 Iteration 9Q: 3 clusters Score -7937670 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 75323 members Entering Unmasked Estep Score: -7940147.500000 Penalty: 3672.014404 Iteration 10Q: 3 clusters Score -7940148 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 75489 members Entering Unmasked Estep Score: -7942430.000000 Penalty: 3672.014404 Iteration 11Q: 3 clusters Score -7942430 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 75284 members Entering Unmasked Estep Score: -7945036.500000 Penalty: 3672.014404 Iteration 12Q: 3 clusters Score -7945036 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 74847 members Entering Unmasked Estep Score: -7946857.500000 Penalty: 3672.014404 Iteration 13Q: 3 clusters Score -7946858 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 74379 members Entering Unmasked Estep Score: -7947600.000000 Penalty: 3672.014404 Iteration 14Q: 3 clusters Score -7947600 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 73963 members Entering Unmasked Estep Score: -7947921.000000 Penalty: 3672.014404 Iteration 15Q: 3 clusters Score -7947921 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 73647 members Entering Unmasked Estep Score: -7948108.000000 Penalty: 3672.014404 Iteration 16Q: 3 clusters Score -7948108 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 73392 members Entering Unmasked Estep Score: -7948177.000000 Penalty: 3672.014404 Iteration 17Q: 3 clusters Score -7948177 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 73230 members Entering Unmasked Estep Score: -7948203.500000 Penalty: 3672.014404 Iteration 18Q: 3 clusters Score -7948204 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 73099 members Entering Unmasked Estep Score: -7948232.500000 Penalty: 3672.014404 Iteration 19Q: 3 clusters Score -7948232 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 72996 members Entering Unmasked Estep Score: -7948401.000000 Penalty: 3672.014404 Iteration 20F: 3 clusters Score -7948401 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 72825 members Entering Unmasked Estep Score: -7948410.500000 Penalty: 3672.014404 Iteration 21Q: 3 clusters Score -7948410 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 72693 members Entering Unmasked Estep Score: -7948431.000000 Penalty: 3672.014404 Iteration 22Q: 3 clusters Score -7948431 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8110 members Mstep: Class 2 contains 72591 members Entering Unmasked Estep Score: -7948459.500000 Penalty: 3672.014404 Iteration 23Q: 3 clusters Score -7948460 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 72498 members Entering Unmasked Estep Score: -7948475.500000 Penalty: 3672.014404 Iteration 24Q: 3 clusters Score -7948476 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8275 members Mstep: Class 2 contains 72426 members Entering Unmasked Estep Score: -7948466.500000 Penalty: 3672.014404 Iteration 25Q: 3 clusters Score -7948466 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8324 members Mstep: Class 2 contains 72377 members Entering Unmasked Estep Score: -7948462.000000 Penalty: 3672.014404 Iteration 26Q: 3 clusters Score -7948462 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8360 members Mstep: Class 2 contains 72341 members Entering Unmasked Estep Score: -7948447.000000 Penalty: 3672.014404 Iteration 27Q: 3 clusters Score -7948447 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8388 members Mstep: Class 2 contains 72313 members Entering Unmasked Estep Score: -7948440.000000 Penalty: 3672.014404 Iteration 28Q: 3 clusters Score -7948440 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 72292 members Entering Unmasked Estep Score: -7948447.500000 Penalty: 3672.014404 Iteration 29Q: 3 clusters Score -7948448 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 72282 members Entering Unmasked Estep Score: -7948456.000000 Penalty: 3672.014404 Iteration 30Q: 3 clusters Score -7948456 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 72270 members Entering Unmasked Estep Score: -7948457.000000 Penalty: 3672.014404 Iteration 31Q: 3 clusters Score -7948457 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8448 members Mstep: Class 2 contains 72253 members Entering Unmasked Estep Score: -7948456.000000 Penalty: 3672.014404 Iteration 32Q: 3 clusters Score -7948456 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 72241 members Entering Unmasked Estep Score: -7948451.500000 Penalty: 3672.014404 Iteration 33Q: 3 clusters Score -7948452 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 72229 members Entering Unmasked Estep Score: -7948444.500000 Penalty: 3672.014404 Iteration 34Q: 3 clusters Score -7948444 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 72215 members Entering Unmasked Estep Score: -7948447.000000 Penalty: 3672.014404 Iteration 35Q: 3 clusters Score -7948447 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 72208 members Entering Unmasked Estep Score: -7948436.500000 Penalty: 3672.014404 Iteration 36Q: 3 clusters Score -7948436 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 72199 members Entering Unmasked Estep Score: -7948441.500000 Penalty: 3672.014404 Iteration 37Q: 3 clusters Score -7948442 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 72191 members Entering Unmasked Estep Score: -7948431.000000 Penalty: 3672.014404 Iteration 38Q: 3 clusters Score -7948431 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 72184 members Entering Unmasked Estep Score: -7948427.000000 Penalty: 3672.014404 Iteration 39Q: 3 clusters Score -7948427 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 72169 members Entering Unmasked Estep Score: -7948427.000000 Penalty: 3672.014404 Iteration 40F: 3 clusters Score -7948427 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 72154 members Entering Unmasked Estep Score: -7948433.500000 Penalty: 3672.014404 Iteration 41Q: 3 clusters Score -7948434 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 72148 members Entering Unmasked Estep Score: -7948432.500000 Penalty: 3672.014404 Iteration 42Q: 3 clusters Score -7948432 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 72147 members Entering Unmasked Estep Score: -7948429.000000 Penalty: 3672.014404 Iteration 43Q: 3 clusters Score -7948429 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 72147 members Entering Unmasked Estep Score: -7948429.000000 Penalty: 3672.014404 Iteration 44F: 3 clusters Score -7948429 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 3548 members Mstep: Class 4 contains 1607 members Mstep: Class 5 contains 3402 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 8554 members Mstep: Class 8 contains 42025 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 18788 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 14774 members Mstep: Class 13 contains 2407 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 3679 members Mstep: Class 17 contains 5922 members Mstep: Class 18 contains 2177 members Mstep: Class 19 contains 549 members Mstep: Class 20 contains 5442 members Mstep: Class 21 contains 19809 members Mstep: Class 22 contains 72147 members Entering Unmasked Estep Score: -22248584.000000 Penalty: 44156.183594 Splitting cluster 7 changes total score from -22238594.000000 to -22248584.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 8 (42025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42025 members Entering Unmasked Estep Score: -4128986.750000 Penalty: 1729.978271 Iteration 0F: 2 clusters Score -4128987 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20891 members Mstep: Class 2 contains 21134 members Entering Unmasked Estep Score: -4100971.750000 Penalty: 3459.956543 Iteration 0F: 3 clusters Score -4100972 nChanged 19573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19744 members Mstep: Class 2 contains 22281 members Entering Unmasked Estep Score: -4113063.000000 Penalty: 3459.956543 Iteration 1F: 3 clusters Score -4113063 nChanged 2657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19141 members Mstep: Class 2 contains 22884 members Entering Unmasked Estep Score: -4114793.000000 Penalty: 3459.956543 Iteration 2F: 3 clusters Score -4114793 nChanged 3039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18582 members Mstep: Class 2 contains 23443 members Entering Unmasked Estep Score: -4117055.000000 Penalty: 3459.956543 Iteration 3F: 3 clusters Score -4117055 nChanged 3218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18302 members Mstep: Class 2 contains 23723 members Entering Unmasked Estep Score: -4119536.500000 Penalty: 3459.956543 Iteration 4F: 3 clusters Score -4119536 nChanged 3066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18394 members Mstep: Class 2 contains 23631 members Entering Unmasked Estep Score: -4121701.000000 Penalty: 3459.956543 Iteration 5F: 3 clusters Score -4121701 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18785 members Mstep: Class 2 contains 23240 members Entering Unmasked Estep Score: -4123302.500000 Penalty: 3459.956543 Iteration 6F: 3 clusters Score -4123302 nChanged 2024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19353 members Mstep: Class 2 contains 22672 members Entering Unmasked Estep Score: -4124412.500000 Penalty: 3459.956543 Iteration 7Q: 3 clusters Score -4124412 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20016 members Mstep: Class 2 contains 22009 members Entering Unmasked Estep Score: -4125153.750000 Penalty: 3459.956543 Iteration 8Q: 3 clusters Score -4125154 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20668 members Mstep: Class 2 contains 21357 members Entering Unmasked Estep Score: -4125589.250000 Penalty: 3459.956543 Iteration 9Q: 3 clusters Score -4125589 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21276 members Mstep: Class 2 contains 20749 members Entering Unmasked Estep Score: -4125898.000000 Penalty: 3459.956543 Iteration 10Q: 3 clusters Score -4125898 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21845 members Mstep: Class 2 contains 20180 members Entering Unmasked Estep Score: -4126106.750000 Penalty: 3459.956543 Iteration 11Q: 3 clusters Score -4126107 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22405 members Mstep: Class 2 contains 19620 members Entering Unmasked Estep Score: -4126311.000000 Penalty: 3459.956543 Iteration 12Q: 3 clusters Score -4126311 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22955 members Mstep: Class 2 contains 19070 members Entering Unmasked Estep Score: -4126459.750000 Penalty: 3459.956543 Iteration 13Q: 3 clusters Score -4126460 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23471 members Mstep: Class 2 contains 18554 members Entering Unmasked Estep Score: -4126585.750000 Penalty: 3459.956543 Iteration 14Q: 3 clusters Score -4126586 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24003 members Mstep: Class 2 contains 18022 members Entering Unmasked Estep Score: -4126728.250000 Penalty: 3459.956543 Iteration 15Q: 3 clusters Score -4126728 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24505 members Mstep: Class 2 contains 17520 members Entering Unmasked Estep Score: -4126840.750000 Penalty: 3459.956543 Iteration 16Q: 3 clusters Score -4126841 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25003 members Mstep: Class 2 contains 17022 members Entering Unmasked Estep Score: -4126956.500000 Penalty: 3459.956543 Iteration 17Q: 3 clusters Score -4126956 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25472 members Mstep: Class 2 contains 16553 members Entering Unmasked Estep Score: -4127053.250000 Penalty: 3459.956543 Iteration 18Q: 3 clusters Score -4127053 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25897 members Mstep: Class 2 contains 16128 members Entering Unmasked Estep Score: -4127107.250000 Penalty: 3459.956543 Iteration 19Q: 3 clusters Score -4127107 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26307 members Mstep: Class 2 contains 15718 members Entering Unmasked Estep Score: -4127190.750000 Penalty: 3459.956543 Iteration 20F: 3 clusters Score -4127191 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26726 members Mstep: Class 2 contains 15299 members Entering Unmasked Estep Score: -4127271.750000 Penalty: 3459.956543 Iteration 21Q: 3 clusters Score -4127272 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27163 members Mstep: Class 2 contains 14862 members Entering Unmasked Estep Score: -4127371.000000 Penalty: 3459.956543 Iteration 22Q: 3 clusters Score -4127371 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27578 members Mstep: Class 2 contains 14447 members Entering Unmasked Estep Score: -4127459.500000 Penalty: 3459.956543 Iteration 23Q: 3 clusters Score -4127460 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27955 members Mstep: Class 2 contains 14070 members Entering Unmasked Estep Score: -4127532.000000 Penalty: 3459.956543 Iteration 24Q: 3 clusters Score -4127532 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28343 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -4127599.000000 Penalty: 3459.956543 Iteration 25Q: 3 clusters Score -4127599 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28710 members Mstep: Class 2 contains 13315 members Entering Unmasked Estep Score: -4127660.500000 Penalty: 3459.956543 Iteration 26Q: 3 clusters Score -4127660 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29052 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -4127710.500000 Penalty: 3459.956543 Iteration 27Q: 3 clusters Score -4127710 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29390 members Mstep: Class 2 contains 12635 members Entering Unmasked Estep Score: -4127771.500000 Penalty: 3459.956543 Iteration 28Q: 3 clusters Score -4127772 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29743 members Mstep: Class 2 contains 12282 members Entering Unmasked Estep Score: -4127839.750000 Penalty: 3459.956543 Iteration 29Q: 3 clusters Score -4127840 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30069 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -4127888.250000 Penalty: 3459.956543 Iteration 30Q: 3 clusters Score -4127888 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30394 members Mstep: Class 2 contains 11631 members Entering Unmasked Estep Score: -4127959.750000 Penalty: 3459.956543 Iteration 31Q: 3 clusters Score -4127960 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30715 members Mstep: Class 2 contains 11310 members Entering Unmasked Estep Score: -4128022.750000 Penalty: 3459.956543 Iteration 32Q: 3 clusters Score -4128023 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31006 members Mstep: Class 2 contains 11019 members Entering Unmasked Estep Score: -4128079.000000 Penalty: 3459.956543 Iteration 33Q: 3 clusters Score -4128079 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31278 members Mstep: Class 2 contains 10747 members Entering Unmasked Estep Score: -4128091.750000 Penalty: 3459.956543 Iteration 34Q: 3 clusters Score -4128092 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31542 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -4128142.250000 Penalty: 3459.956543 Iteration 35Q: 3 clusters Score -4128142 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31795 members Mstep: Class 2 contains 10230 members Entering Unmasked Estep Score: -4128198.500000 Penalty: 3459.956543 Iteration 36Q: 3 clusters Score -4128198 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32050 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -4128243.500000 Penalty: 3459.956543 Iteration 37Q: 3 clusters Score -4128244 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32265 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -4128263.750000 Penalty: 3459.956543 Iteration 38Q: 3 clusters Score -4128264 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32489 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -4128316.750000 Penalty: 3459.956543 Iteration 39Q: 3 clusters Score -4128317 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32703 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -4128333.750000 Penalty: 3459.956543 Iteration 40F: 3 clusters Score -4128334 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32906 members Mstep: Class 2 contains 9119 members Entering Unmasked Estep Score: -4128354.000000 Penalty: 3459.956543 Iteration 41Q: 3 clusters Score -4128354 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33086 members Mstep: Class 2 contains 8939 members Entering Unmasked Estep Score: -4128380.250000 Penalty: 3459.956543 Iteration 42Q: 3 clusters Score -4128380 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33251 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -4128406.000000 Penalty: 3459.956543 Iteration 43Q: 3 clusters Score -4128406 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33430 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -4128418.250000 Penalty: 3459.956543 Iteration 44Q: 3 clusters Score -4128418 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33594 members Mstep: Class 2 contains 8431 members Entering Unmasked Estep Score: -4128436.500000 Penalty: 3459.956543 Iteration 45Q: 3 clusters Score -4128436 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33770 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -4128452.750000 Penalty: 3459.956543 Iteration 46Q: 3 clusters Score -4128453 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33951 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -4128491.000000 Penalty: 3459.956543 Iteration 47Q: 3 clusters Score -4128491 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34126 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -4128531.250000 Penalty: 3459.956543 Iteration 48Q: 3 clusters Score -4128531 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34308 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -4128555.750000 Penalty: 3459.956543 Iteration 49Q: 3 clusters Score -4128556 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34477 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -4128582.750000 Penalty: 3459.956543 Iteration 50Q: 3 clusters Score -4128583 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34643 members Mstep: Class 2 contains 7382 members Entering Unmasked Estep Score: -4128603.250000 Penalty: 3459.956543 Iteration 51Q: 3 clusters Score -4128603 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34817 members Mstep: Class 2 contains 7208 members Entering Unmasked Estep Score: -4128644.250000 Penalty: 3459.956543 Iteration 52Q: 3 clusters Score -4128644 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34999 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -4128678.500000 Penalty: 3459.956543 Iteration 53Q: 3 clusters Score -4128678 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35173 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -4128713.750000 Penalty: 3459.956543 Iteration 54Q: 3 clusters Score -4128714 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35325 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -4128741.000000 Penalty: 3459.956543 Iteration 55Q: 3 clusters Score -4128741 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35466 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -4128786.000000 Penalty: 3459.956543 Iteration 56Q: 3 clusters Score -4128786 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35600 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -4128816.500000 Penalty: 3459.956543 Iteration 57Q: 3 clusters Score -4128816 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35738 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -4128847.000000 Penalty: 3459.956543 Iteration 58Q: 3 clusters Score -4128847 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35904 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -4128914.500000 Penalty: 3459.956543 Iteration 59Q: 3 clusters Score -4128914 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36092 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -4129015.000000 Penalty: 3459.956543 Iteration 60F: 3 clusters Score -4129015 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36307 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -4129201.250000 Penalty: 3459.956543 Iteration 61Q: 3 clusters Score -4129201 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36483 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -4129358.000000 Penalty: 3459.956543 Iteration 62Q: 3 clusters Score -4129358 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36643 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -4129460.250000 Penalty: 3459.956543 Iteration 63Q: 3 clusters Score -4129460 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36775 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -4129498.250000 Penalty: 3459.956543 Iteration 64Q: 3 clusters Score -4129498 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36867 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -4129530.500000 Penalty: 3459.956543 Iteration 65Q: 3 clusters Score -4129530 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36938 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -4129537.500000 Penalty: 3459.956543 Iteration 66Q: 3 clusters Score -4129538 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37000 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -4129555.250000 Penalty: 3459.956543 Iteration 67Q: 3 clusters Score -4129555 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37042 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -4129546.750000 Penalty: 3459.956543 Iteration 68Q: 3 clusters Score -4129547 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37076 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -4129559.750000 Penalty: 3459.956543 Iteration 69Q: 3 clusters Score -4129560 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37096 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -4129553.500000 Penalty: 3459.956543 Iteration 70Q: 3 clusters Score -4129554 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37122 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -4129554.500000 Penalty: 3459.956543 Iteration 71Q: 3 clusters Score -4129554 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37143 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -4129558.500000 Penalty: 3459.956543 Iteration 72Q: 3 clusters Score -4129558 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37161 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -4129555.750000 Penalty: 3459.956543 Iteration 73Q: 3 clusters Score -4129556 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37175 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -4129558.500000 Penalty: 3459.956543 Iteration 74Q: 3 clusters Score -4129558 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37188 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -4129556.250000 Penalty: 3459.956543 Iteration 75Q: 3 clusters Score -4129556 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37203 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -4129554.750000 Penalty: 3459.956543 Iteration 76Q: 3 clusters Score -4129555 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37207 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -4129553.000000 Penalty: 3459.956543 Iteration 77Q: 3 clusters Score -4129553 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37211 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -4129549.000000 Penalty: 3459.956543 Iteration 78Q: 3 clusters Score -4129549 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37213 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -4129548.000000 Penalty: 3459.956543 Iteration 79Q: 3 clusters Score -4129548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37219 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -4129544.000000 Penalty: 3459.956543 Iteration 80F: 3 clusters Score -4129544 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37222 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -4129543.750000 Penalty: 3459.956543 Iteration 81Q: 3 clusters Score -4129544 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37223 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -4129542.500000 Penalty: 3459.956543 Iteration 82Q: 3 clusters Score -4129542 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37223 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -4129542.500000 Penalty: 3459.956543 Iteration 83F: 3 clusters Score -4129542 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 3548 members Mstep: Class 4 contains 1607 members Mstep: Class 5 contains 3402 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 8554 members Mstep: Class 8 contains 37223 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 18788 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 14774 members Mstep: Class 13 contains 2407 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 3679 members Mstep: Class 17 contains 5922 members Mstep: Class 18 contains 2177 members Mstep: Class 19 contains 549 members Mstep: Class 20 contains 5442 members Mstep: Class 21 contains 19809 members Mstep: Class 22 contains 72147 members Mstep: Class 23 contains 4802 members Entering Unmasked Estep Score: -22248948.000000 Penalty: 46163.285156 Splitting cluster 8 changes total score from -22238594.000000 to -22248948.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 9 (873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Entering Unmasked Estep Score: -80688.640625 Penalty: 1100.439453 Iteration 0F: 2 clusters Score -80688.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -79332.476562 Penalty: 2200.878906 Iteration 0F: 3 clusters Score -79332.48 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -79561.414062 Penalty: 2200.878906 Iteration 1F: 3 clusters Score -79561.41 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -79620.218750 Penalty: 2200.878906 Iteration 2F: 3 clusters Score -79620.22 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -79653.539062 Penalty: 2200.878906 Iteration 3Q: 3 clusters Score -79653.54 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -79684.351562 Penalty: 2200.878906 Iteration 4Q: 3 clusters Score -79684.35 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -79697.320312 Penalty: 2200.878906 Iteration 5Q: 3 clusters Score -79697.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -79706.273438 Penalty: 2200.878906 Iteration 6Q: 3 clusters Score -79706.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -79718.945312 Penalty: 2200.878906 Iteration 7Q: 3 clusters Score -79718.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -79729.312500 Penalty: 2200.878906 Iteration 8Q: 3 clusters Score -79729.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -79737.460938 Penalty: 2200.878906 Iteration 9Q: 3 clusters Score -79737.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -79742.289062 Penalty: 2200.878906 Iteration 10Q: 3 clusters Score -79742.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -79744.406250 Penalty: 2200.878906 Iteration 11Q: 3 clusters Score -79744.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -79749.968750 Penalty: 2200.878906 Iteration 12Q: 3 clusters Score -79749.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -79751.070312 Penalty: 2200.878906 Iteration 13Q: 3 clusters Score -79751.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -79751.070312 Penalty: 2200.878906 Iteration 14F: 3 clusters Score -79751.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (18788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18788 members Entering Unmasked Estep Score: -1897292.625000 Penalty: 1599.158203 Iteration 0F: 2 clusters Score -1897293 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9405 members Mstep: Class 2 contains 9383 members Entering Unmasked Estep Score: -1884544.500000 Penalty: 3198.316406 Iteration 0F: 3 clusters Score -1884544 nChanged 8483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -1889339.750000 Penalty: 3198.316406 Iteration 1F: 3 clusters Score -1889340 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -1890108.750000 Penalty: 3198.316406 Iteration 2F: 3 clusters Score -1890109 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10571 members Mstep: Class 2 contains 8217 members Entering Unmasked Estep Score: -1891085.500000 Penalty: 3198.316406 Iteration 3F: 3 clusters Score -1891086 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11214 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -1892145.875000 Penalty: 3198.316406 Iteration 4F: 3 clusters Score -1892146 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11891 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1893096.875000 Penalty: 3198.316406 Iteration 5F: 3 clusters Score -1893097 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12550 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -1893844.250000 Penalty: 3198.316406 Iteration 6F: 3 clusters Score -1893844 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13129 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -1894350.875000 Penalty: 3198.316406 Iteration 7Q: 3 clusters Score -1894351 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13655 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1894783.250000 Penalty: 3198.316406 Iteration 8Q: 3 clusters Score -1894783 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14138 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -1895120.375000 Penalty: 3198.316406 Iteration 9Q: 3 clusters Score -1895120 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14572 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1895396.625000 Penalty: 3198.316406 Iteration 10Q: 3 clusters Score -1895397 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14948 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -1895619.125000 Penalty: 3198.316406 Iteration 11Q: 3 clusters Score -1895619 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15260 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -1895794.750000 Penalty: 3198.316406 Iteration 12Q: 3 clusters Score -1895795 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15509 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -1895934.000000 Penalty: 3198.316406 Iteration 13Q: 3 clusters Score -1895934 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15726 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -1896032.250000 Penalty: 3198.316406 Iteration 14Q: 3 clusters Score -1896032 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15908 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1896129.125000 Penalty: 3198.316406 Iteration 15Q: 3 clusters Score -1896129 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16066 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1896201.375000 Penalty: 3198.316406 Iteration 16Q: 3 clusters Score -1896201 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16200 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -1896269.875000 Penalty: 3198.316406 Iteration 17Q: 3 clusters Score -1896270 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16322 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1896333.000000 Penalty: 3198.316406 Iteration 18Q: 3 clusters Score -1896333 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16421 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -1896382.875000 Penalty: 3198.316406 Iteration 19Q: 3 clusters Score -1896383 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16503 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1896421.125000 Penalty: 3198.316406 Iteration 20F: 3 clusters Score -1896421 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16584 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1896458.000000 Penalty: 3198.316406 Iteration 21Q: 3 clusters Score -1896458 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16639 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1896488.875000 Penalty: 3198.316406 Iteration 22Q: 3 clusters Score -1896489 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16685 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -1896517.375000 Penalty: 3198.316406 Iteration 23Q: 3 clusters Score -1896517 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16726 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -1896533.250000 Penalty: 3198.316406 Iteration 24Q: 3 clusters Score -1896533 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16746 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -1896558.500000 Penalty: 3198.316406 Iteration 25Q: 3 clusters Score -1896558 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16764 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1896578.125000 Penalty: 3198.316406 Iteration 26Q: 3 clusters Score -1896578 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16786 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -1896595.250000 Penalty: 3198.316406 Iteration 27Q: 3 clusters Score -1896595 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16803 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -1896619.500000 Penalty: 3198.316406 Iteration 28Q: 3 clusters Score -1896620 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16827 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -1896646.125000 Penalty: 3198.316406 Iteration 29Q: 3 clusters Score -1896646 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16852 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -1896673.625000 Penalty: 3198.316406 Iteration 30Q: 3 clusters Score -1896674 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16871 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -1896704.750000 Penalty: 3198.316406 Iteration 31Q: 3 clusters Score -1896705 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16880 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -1896734.625000 Penalty: 3198.316406 Iteration 32Q: 3 clusters Score -1896735 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16893 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -1896763.250000 Penalty: 3198.316406 Iteration 33Q: 3 clusters Score -1896763 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16918 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -1896791.750000 Penalty: 3198.316406 Iteration 34Q: 3 clusters Score -1896792 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16940 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -1896814.750000 Penalty: 3198.316406 Iteration 35Q: 3 clusters Score -1896815 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16962 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1896834.750000 Penalty: 3198.316406 Iteration 36Q: 3 clusters Score -1896835 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16978 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -1896854.625000 Penalty: 3198.316406 Iteration 37Q: 3 clusters Score -1896855 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16996 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1896858.500000 Penalty: 3198.316406 Iteration 38Q: 3 clusters Score -1896858 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17002 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -1896869.250000 Penalty: 3198.316406 Iteration 39Q: 3 clusters Score -1896869 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17007 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -1896885.625000 Penalty: 3198.316406 Iteration 40F: 3 clusters Score -1896886 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17017 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -1896886.250000 Penalty: 3198.316406 Iteration 41Q: 3 clusters Score -1896886 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17028 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -1896893.625000 Penalty: 3198.316406 Iteration 42Q: 3 clusters Score -1896894 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17040 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -1896899.375000 Penalty: 3198.316406 Iteration 43Q: 3 clusters Score -1896899 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17048 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1896902.000000 Penalty: 3198.316406 Iteration 44Q: 3 clusters Score -1896902 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17051 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1896904.125000 Penalty: 3198.316406 Iteration 45Q: 3 clusters Score -1896904 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17060 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1896906.250000 Penalty: 3198.316406 Iteration 46Q: 3 clusters Score -1896906 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17069 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -1896909.625000 Penalty: 3198.316406 Iteration 47Q: 3 clusters Score -1896910 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17077 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1896912.750000 Penalty: 3198.316406 Iteration 48Q: 3 clusters Score -1896913 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17079 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -1896914.375000 Penalty: 3198.316406 Iteration 49Q: 3 clusters Score -1896914 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17081 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1896915.875000 Penalty: 3198.316406 Iteration 50Q: 3 clusters Score -1896916 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17084 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -1896921.875000 Penalty: 3198.316406 Iteration 51Q: 3 clusters Score -1896922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17084 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -1896918.875000 Penalty: 3198.316406 Iteration 52Q: 3 clusters Score -1896919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17085 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -1896920.250000 Penalty: 3198.316406 Iteration 53Q: 3 clusters Score -1896920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17085 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -1896919.125000 Penalty: 3198.316406 Iteration 54Q: 3 clusters Score -1896919 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17086 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -1896921.000000 Penalty: 3198.316406 Iteration 55Q: 3 clusters Score -1896921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17085 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -1896917.375000 Penalty: 3198.316406 Iteration 56Q: 3 clusters Score -1896917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17086 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -1896918.375000 Penalty: 3198.316406 Iteration 57Q: 3 clusters Score -1896918 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17086 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -1896918.375000 Penalty: 3198.316406 Iteration 58F: 3 clusters Score -1896918 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Entering Unmasked Estep Score: -344098.000000 Penalty: 1327.747070 Iteration 0F: 2 clusters Score -344098 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -341030.875000 Penalty: 2655.494141 Iteration 0F: 3 clusters Score -341030.9 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -341839.312500 Penalty: 2655.494141 Iteration 1F: 3 clusters Score -341839.3 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -342038.937500 Penalty: 2655.494141 Iteration 2F: 3 clusters Score -342038.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -342203.562500 Penalty: 2655.494141 Iteration 3F: 3 clusters Score -342203.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -342339.093750 Penalty: 2655.494141 Iteration 4F: 3 clusters Score -342339.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -342486.593750 Penalty: 2655.494141 Iteration 5Q: 3 clusters Score -342486.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -342626.968750 Penalty: 2655.494141 Iteration 6Q: 3 clusters Score -342627 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -342734.031250 Penalty: 2655.494141 Iteration 7Q: 3 clusters Score -342734 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -342821.937500 Penalty: 2655.494141 Iteration 8Q: 3 clusters Score -342821.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -342894.343750 Penalty: 2655.494141 Iteration 9Q: 3 clusters Score -342894.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -342947.031250 Penalty: 2655.494141 Iteration 10Q: 3 clusters Score -342947 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -342993.218750 Penalty: 2655.494141 Iteration 11Q: 3 clusters Score -342993.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -343040.375000 Penalty: 2655.494141 Iteration 12Q: 3 clusters Score -343040.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -343084.312500 Penalty: 2655.494141 Iteration 13Q: 3 clusters Score -343084.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -343129.031250 Penalty: 2655.494141 Iteration 14Q: 3 clusters Score -343129 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -343170.281250 Penalty: 2655.494141 Iteration 15Q: 3 clusters Score -343170.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -343196.000000 Penalty: 2655.494141 Iteration 16Q: 3 clusters Score -343196 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -343220.875000 Penalty: 2655.494141 Iteration 17Q: 3 clusters Score -343220.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -343249.156250 Penalty: 2655.494141 Iteration 18Q: 3 clusters Score -343249.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -343269.093750 Penalty: 2655.494141 Iteration 19Q: 3 clusters Score -343269.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -343294.406250 Penalty: 2655.494141 Iteration 20F: 3 clusters Score -343294.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -343319.656250 Penalty: 2655.494141 Iteration 21Q: 3 clusters Score -343319.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -343336.062500 Penalty: 2655.494141 Iteration 22Q: 3 clusters Score -343336.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -343346.281250 Penalty: 2655.494141 Iteration 23Q: 3 clusters Score -343346.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -343354.062500 Penalty: 2655.494141 Iteration 24Q: 3 clusters Score -343354.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -343359.093750 Penalty: 2655.494141 Iteration 25Q: 3 clusters Score -343359.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -343366.031250 Penalty: 2655.494141 Iteration 26Q: 3 clusters Score -343366 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -343371.437500 Penalty: 2655.494141 Iteration 27Q: 3 clusters Score -343371.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -343373.562500 Penalty: 2655.494141 Iteration 28Q: 3 clusters Score -343373.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -343374.531250 Penalty: 2655.494141 Iteration 29Q: 3 clusters Score -343374.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -343374.875000 Penalty: 2655.494141 Iteration 30Q: 3 clusters Score -343374.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -343374.906250 Penalty: 2655.494141 Iteration 31Q: 3 clusters Score -343374.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -343377.906250 Penalty: 2655.494141 Iteration 32Q: 3 clusters Score -343377.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -343378.468750 Penalty: 2655.494141 Iteration 33Q: 3 clusters Score -343378.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -343381.562500 Penalty: 2655.494141 Iteration 34Q: 3 clusters Score -343381.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -343384.656250 Penalty: 2655.494141 Iteration 35Q: 3 clusters Score -343384.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -343388.875000 Penalty: 2655.494141 Iteration 36Q: 3 clusters Score -343388.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -343391.625000 Penalty: 2655.494141 Iteration 37Q: 3 clusters Score -343391.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -343394.406250 Penalty: 2655.494141 Iteration 38Q: 3 clusters Score -343394.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -343396.625000 Penalty: 2655.494141 Iteration 39Q: 3 clusters Score -343396.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -343399.687500 Penalty: 2655.494141 Iteration 40F: 3 clusters Score -343399.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -343400.218750 Penalty: 2655.494141 Iteration 41Q: 3 clusters Score -343400.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -343400.218750 Penalty: 2655.494141 Iteration 42F: 3 clusters Score -343400.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (14774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Entering Unmasked Estep Score: -1476720.625000 Penalty: 1560.101440 Iteration 0F: 2 clusters Score -1476721 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -1466464.125000 Penalty: 3120.202881 Iteration 0F: 3 clusters Score -1466464 nChanged 6541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -1470022.000000 Penalty: 3120.202881 Iteration 1F: 3 clusters Score -1470022 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -1470407.250000 Penalty: 3120.202881 Iteration 2F: 3 clusters Score -1470407 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -1470890.750000 Penalty: 3120.202881 Iteration 3F: 3 clusters Score -1470891 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9258 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -1471535.500000 Penalty: 3120.202881 Iteration 4F: 3 clusters Score -1471536 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -1472515.750000 Penalty: 3120.202881 Iteration 5F: 3 clusters Score -1472516 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10598 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -1473801.750000 Penalty: 3120.202881 Iteration 6F: 3 clusters Score -1473802 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1475371.375000 Penalty: 3120.202881 Iteration 7F: 3 clusters Score -1475371 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -1477119.875000 Penalty: 3120.202881 Iteration 8F: 3 clusters Score -1477120 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11480 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1478418.000000 Penalty: 3120.202881 Iteration 9F: 3 clusters Score -1478418 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1478934.750000 Penalty: 3120.202881 Iteration 10Q: 3 clusters Score -1478935 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11487 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1479138.000000 Penalty: 3120.202881 Iteration 11Q: 3 clusters Score -1479138 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1479264.375000 Penalty: 3120.202881 Iteration 12Q: 3 clusters Score -1479264 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1479364.750000 Penalty: 3120.202881 Iteration 13Q: 3 clusters Score -1479365 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11246 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -1479439.000000 Penalty: 3120.202881 Iteration 14Q: 3 clusters Score -1479439 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11156 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -1479479.000000 Penalty: 3120.202881 Iteration 15Q: 3 clusters Score -1479479 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11100 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1479491.875000 Penalty: 3120.202881 Iteration 16Q: 3 clusters Score -1479492 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11056 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1479501.250000 Penalty: 3120.202881 Iteration 17Q: 3 clusters Score -1479501 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1479498.125000 Penalty: 3120.202881 Iteration 18Q: 3 clusters Score -1479498 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1479510.125000 Penalty: 3120.202881 Iteration 19Q: 3 clusters Score -1479510 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11011 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1479510.000000 Penalty: 3120.202881 Iteration 20F: 3 clusters Score -1479510 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11006 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1479511.750000 Penalty: 3120.202881 Iteration 21Q: 3 clusters Score -1479512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1479514.125000 Penalty: 3120.202881 Iteration 22Q: 3 clusters Score -1479514 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11003 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -1479512.000000 Penalty: 3120.202881 Iteration 23Q: 3 clusters Score -1479512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11002 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -1479511.875000 Penalty: 3120.202881 Iteration 24Q: 3 clusters Score -1479512 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11002 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -1479511.875000 Penalty: 3120.202881 Iteration 25F: 3 clusters Score -1479512 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 3548 members Mstep: Class 4 contains 1607 members Mstep: Class 5 contains 3402 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 8554 members Mstep: Class 8 contains 37223 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 18788 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 11002 members Mstep: Class 13 contains 2407 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 3679 members Mstep: Class 17 contains 5922 members Mstep: Class 18 contains 2177 members Mstep: Class 19 contains 549 members Mstep: Class 20 contains 5442 members Mstep: Class 21 contains 19809 members Mstep: Class 22 contains 72147 members Mstep: Class 23 contains 4802 members Mstep: Class 24 contains 3772 members Entering Unmasked Estep Score: -22251312.000000 Penalty: 48170.382812 Splitting cluster 12 changes total score from -22238594.000000 to -22251312.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 13 (2407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Entering Unmasked Estep Score: -237624.265625 Penalty: 1265.247192 Iteration 0F: 2 clusters Score -237624.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -235261.281250 Penalty: 2530.494385 Iteration 0F: 3 clusters Score -235261.3 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -235783.656250 Penalty: 2530.494385 Iteration 1F: 3 clusters Score -235783.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -235924.625000 Penalty: 2530.494385 Iteration 2F: 3 clusters Score -235924.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -236002.640625 Penalty: 2530.494385 Iteration 3F: 3 clusters Score -236002.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -236074.406250 Penalty: 2530.494385 Iteration 4Q: 3 clusters Score -236074.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -236139.468750 Penalty: 2530.494385 Iteration 5Q: 3 clusters Score -236139.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -236194.453125 Penalty: 2530.494385 Iteration 6Q: 3 clusters Score -236194.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -236242.906250 Penalty: 2530.494385 Iteration 7Q: 3 clusters Score -236242.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -236280.671875 Penalty: 2530.494385 Iteration 8Q: 3 clusters Score -236280.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -236328.218750 Penalty: 2530.494385 Iteration 9Q: 3 clusters Score -236328.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -236374.890625 Penalty: 2530.494385 Iteration 10Q: 3 clusters Score -236374.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -236435.093750 Penalty: 2530.494385 Iteration 11Q: 3 clusters Score -236435.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -236485.562500 Penalty: 2530.494385 Iteration 12Q: 3 clusters Score -236485.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -236530.937500 Penalty: 2530.494385 Iteration 13Q: 3 clusters Score -236530.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -236580.343750 Penalty: 2530.494385 Iteration 14Q: 3 clusters Score -236580.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -236602.562500 Penalty: 2530.494385 Iteration 15Q: 3 clusters Score -236602.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -236615.500000 Penalty: 2530.494385 Iteration 16Q: 3 clusters Score -236615.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -236621.750000 Penalty: 2530.494385 Iteration 17Q: 3 clusters Score -236621.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -236626.875000 Penalty: 2530.494385 Iteration 18Q: 3 clusters Score -236626.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -236632.281250 Penalty: 2530.494385 Iteration 19Q: 3 clusters Score -236632.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -236638.578125 Penalty: 2530.494385 Iteration 20F: 3 clusters Score -236638.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -236648.781250 Penalty: 2530.494385 Iteration 21Q: 3 clusters Score -236648.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -236660.906250 Penalty: 2530.494385 Iteration 22Q: 3 clusters Score -236660.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -236669.046875 Penalty: 2530.494385 Iteration 23Q: 3 clusters Score -236669 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -236675.234375 Penalty: 2530.494385 Iteration 24Q: 3 clusters Score -236675.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -236684.968750 Penalty: 2530.494385 Iteration 25Q: 3 clusters Score -236685 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -236689.734375 Penalty: 2530.494385 Iteration 26Q: 3 clusters Score -236689.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -236695.343750 Penalty: 2530.494385 Iteration 27Q: 3 clusters Score -236695.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -236700.421875 Penalty: 2530.494385 Iteration 28Q: 3 clusters Score -236700.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -236701.718750 Penalty: 2530.494385 Iteration 29Q: 3 clusters Score -236701.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -236702.375000 Penalty: 2530.494385 Iteration 30Q: 3 clusters Score -236702.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -236703.343750 Penalty: 2530.494385 Iteration 31Q: 3 clusters Score -236703.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -236703.562500 Penalty: 2530.494385 Iteration 32Q: 3 clusters Score -236703.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -236704.046875 Penalty: 2530.494385 Iteration 33Q: 3 clusters Score -236704 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -236704.609375 Penalty: 2530.494385 Iteration 34Q: 3 clusters Score -236704.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -236705.156250 Penalty: 2530.494385 Iteration 35Q: 3 clusters Score -236705.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -236708.609375 Penalty: 2530.494385 Iteration 36Q: 3 clusters Score -236708.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -236711.531250 Penalty: 2530.494385 Iteration 37Q: 3 clusters Score -236711.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -236712.906250 Penalty: 2530.494385 Iteration 38Q: 3 clusters Score -236712.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -236713.828125 Penalty: 2530.494385 Iteration 39Q: 3 clusters Score -236713.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -236715.000000 Penalty: 2530.494385 Iteration 40F: 3 clusters Score -236715 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -236718.156250 Penalty: 2530.494385 Iteration 41Q: 3 clusters Score -236718.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -236722.078125 Penalty: 2530.494385 Iteration 42Q: 3 clusters Score -236722.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -236722.828125 Penalty: 2530.494385 Iteration 43Q: 3 clusters Score -236722.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -236722.828125 Penalty: 2530.494385 Iteration 44F: 3 clusters Score -236722.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Entering Unmasked Estep Score: -65047.726562 Penalty: 1054.989014 Iteration 0F: 2 clusters Score -65047.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -63855.828125 Penalty: 2109.978027 Iteration 0F: 3 clusters Score -63855.83 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -64110.945312 Penalty: 2109.978027 Iteration 1F: 3 clusters Score -64110.95 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -64187.191406 Penalty: 2109.978027 Iteration 2F: 3 clusters Score -64187.19 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -64244.312500 Penalty: 2109.978027 Iteration 3Q: 3 clusters Score -64244.31 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -64290.644531 Penalty: 2109.978027 Iteration 4Q: 3 clusters Score -64290.64 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -64318.667969 Penalty: 2109.978027 Iteration 5Q: 3 clusters Score -64318.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -64354.750000 Penalty: 2109.978027 Iteration 6Q: 3 clusters Score -64354.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -64391.503906 Penalty: 2109.978027 Iteration 7Q: 3 clusters Score -64391.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -64409.230469 Penalty: 2109.978027 Iteration 8Q: 3 clusters Score -64409.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -64436.109375 Penalty: 2109.978027 Iteration 9Q: 3 clusters Score -64436.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -64464.566406 Penalty: 2109.978027 Iteration 10Q: 3 clusters Score -64464.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -64498.238281 Penalty: 2109.978027 Iteration 11Q: 3 clusters Score -64498.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -64522.484375 Penalty: 2109.978027 Iteration 12Q: 3 clusters Score -64522.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -64553.410156 Penalty: 2109.978027 Iteration 13Q: 3 clusters Score -64553.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -64589.203125 Penalty: 2109.978027 Iteration 14Q: 3 clusters Score -64589.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -64634.839844 Penalty: 2109.978027 Iteration 15Q: 3 clusters Score -64634.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -64668.707031 Penalty: 2109.978027 Iteration 16Q: 3 clusters Score -64668.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -64684.140625 Penalty: 2109.978027 Iteration 17Q: 3 clusters Score -64684.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -64697.996094 Penalty: 2109.978027 Iteration 18Q: 3 clusters Score -64698 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -64710.886719 Penalty: 2109.978027 Iteration 19Q: 3 clusters Score -64710.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -64716.984375 Penalty: 2109.978027 Iteration 20F: 3 clusters Score -64716.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -64718.839844 Penalty: 2109.978027 Iteration 21Q: 3 clusters Score -64718.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -64721.152344 Penalty: 2109.978027 Iteration 22Q: 3 clusters Score -64721.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -64724.226562 Penalty: 2109.978027 Iteration 23Q: 3 clusters Score -64724.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -64724.226562 Penalty: 2109.978027 Iteration 24F: 3 clusters Score -64724.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Entering Unmasked Estep Score: -67003.203125 Penalty: 1076.194702 Iteration 0F: 2 clusters Score -67003.2 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 379 members Entering Unmasked Estep Score: -65857.250000 Penalty: 2152.389404 Iteration 0F: 3 clusters Score -65857.25 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -66280.398438 Penalty: 2152.389404 Iteration 1F: 3 clusters Score -66280.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -66693.843750 Penalty: 2152.389404 Iteration 2F: 3 clusters Score -66693.84 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -66993.250000 Penalty: 2152.389404 Iteration 3F: 3 clusters Score -66993.25 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -67127.843750 Penalty: 2152.389404 Iteration 4F: 3 clusters Score -67127.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -67181.968750 Penalty: 2152.389404 Iteration 5Q: 3 clusters Score -67181.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -67193.210938 Penalty: 2152.389404 Iteration 6Q: 3 clusters Score -67193.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -67198.625000 Penalty: 2152.389404 Iteration 7Q: 3 clusters Score -67198.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -67199.859375 Penalty: 2152.389404 Iteration 8Q: 3 clusters Score -67199.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -67199.859375 Penalty: 2152.389404 Iteration 9F: 3 clusters Score -67199.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 3548 members Mstep: Class 4 contains 1607 members Mstep: Class 5 contains 3402 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 8554 members Mstep: Class 8 contains 37223 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 18788 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 11002 members Mstep: Class 13 contains 2407 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 213 members Mstep: Class 16 contains 3679 members Mstep: Class 17 contains 5922 members Mstep: Class 18 contains 2177 members Mstep: Class 19 contains 549 members Mstep: Class 20 contains 5442 members Mstep: Class 21 contains 19809 members Mstep: Class 22 contains 72147 members Mstep: Class 23 contains 4802 members Mstep: Class 24 contains 3772 members Mstep: Class 25 contains 539 members Entering Unmasked Estep Score: -22250598.000000 Penalty: 50177.484375 Splitting cluster 15 changes total score from -22238594.000000 to -22250598.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 16 (3679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Entering Unmasked Estep Score: -351776.031250 Penalty: 1334.189331 Iteration 0F: 2 clusters Score -351776 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -348642.468750 Penalty: 2668.378662 Iteration 0F: 3 clusters Score -348642.5 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -349911.718750 Penalty: 2668.378662 Iteration 1F: 3 clusters Score -349911.7 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -350778.718750 Penalty: 2668.378662 Iteration 2F: 3 clusters Score -350778.7 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -351388.781250 Penalty: 2668.378662 Iteration 3F: 3 clusters Score -351388.8 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -351808.093750 Penalty: 2668.378662 Iteration 4F: 3 clusters Score -351808.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -352080.562500 Penalty: 2668.378662 Iteration 5F: 3 clusters Score -352080.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -352289.500000 Penalty: 2668.378662 Iteration 6Q: 3 clusters Score -352289.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -352448.687500 Penalty: 2668.378662 Iteration 7Q: 3 clusters Score -352448.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -352581.406250 Penalty: 2668.378662 Iteration 8Q: 3 clusters Score -352581.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -352760.625000 Penalty: 2668.378662 Iteration 9Q: 3 clusters Score -352760.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -352865.750000 Penalty: 2668.378662 Iteration 10Q: 3 clusters Score -352865.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -352901.937500 Penalty: 2668.378662 Iteration 11Q: 3 clusters Score -352901.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -352919.468750 Penalty: 2668.378662 Iteration 12Q: 3 clusters Score -352919.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -352926.375000 Penalty: 2668.378662 Iteration 13Q: 3 clusters Score -352926.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -352934.187500 Penalty: 2668.378662 Iteration 14Q: 3 clusters Score -352934.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -352940.562500 Penalty: 2668.378662 Iteration 15Q: 3 clusters Score -352940.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -352945.750000 Penalty: 2668.378662 Iteration 16Q: 3 clusters Score -352945.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -352952.906250 Penalty: 2668.378662 Iteration 17Q: 3 clusters Score -352952.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -352961.687500 Penalty: 2668.378662 Iteration 18Q: 3 clusters Score -352961.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -352975.843750 Penalty: 2668.378662 Iteration 19Q: 3 clusters Score -352975.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -352987.968750 Penalty: 2668.378662 Iteration 20F: 3 clusters Score -352988 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -352997.312500 Penalty: 2668.378662 Iteration 21Q: 3 clusters Score -352997.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -353004.125000 Penalty: 2668.378662 Iteration 22Q: 3 clusters Score -353004.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -353007.343750 Penalty: 2668.378662 Iteration 23Q: 3 clusters Score -353007.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -353009.187500 Penalty: 2668.378662 Iteration 24Q: 3 clusters Score -353009.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -353010.781250 Penalty: 2668.378662 Iteration 25Q: 3 clusters Score -353010.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -353011.906250 Penalty: 2668.378662 Iteration 26Q: 3 clusters Score -353011.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -353011.906250 Penalty: 2668.378662 Iteration 27F: 3 clusters Score -353011.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 3548 members Mstep: Class 4 contains 1607 members Mstep: Class 5 contains 3402 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 8554 members Mstep: Class 8 contains 37223 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 18788 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 11002 members Mstep: Class 13 contains 2407 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 213 members Mstep: Class 16 contains 1101 members Mstep: Class 17 contains 5922 members Mstep: Class 18 contains 2177 members Mstep: Class 19 contains 549 members Mstep: Class 20 contains 5442 members Mstep: Class 21 contains 19809 members Mstep: Class 22 contains 72147 members Mstep: Class 23 contains 4802 members Mstep: Class 24 contains 3772 members Mstep: Class 25 contains 539 members Mstep: Class 26 contains 2578 members Entering Unmasked Estep Score: -22251166.000000 Penalty: 52184.582031 Splitting cluster 16 changes total score from -22238594.000000 to -22251166.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 17 (5922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Entering Unmasked Estep Score: -597851.000000 Penalty: 1411.544922 Iteration 0F: 2 clusters Score -597851 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -593260.062500 Penalty: 2823.089844 Iteration 0F: 3 clusters Score -593260.1 nChanged 2463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -594614.062500 Penalty: 2823.089844 Iteration 1F: 3 clusters Score -594614.1 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -594839.500000 Penalty: 2823.089844 Iteration 2F: 3 clusters Score -594839.5 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -595011.562500 Penalty: 2823.089844 Iteration 3F: 3 clusters Score -595011.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -595192.000000 Penalty: 2823.089844 Iteration 4Q: 3 clusters Score -595192 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -595357.500000 Penalty: 2823.089844 Iteration 5Q: 3 clusters Score -595357.5 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -595458.437500 Penalty: 2823.089844 Iteration 6Q: 3 clusters Score -595458.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -595540.562500 Penalty: 2823.089844 Iteration 7Q: 3 clusters Score -595540.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -595607.187500 Penalty: 2823.089844 Iteration 8Q: 3 clusters Score -595607.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -595659.812500 Penalty: 2823.089844 Iteration 9Q: 3 clusters Score -595659.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -595712.750000 Penalty: 2823.089844 Iteration 10Q: 3 clusters Score -595712.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -595762.500000 Penalty: 2823.089844 Iteration 11Q: 3 clusters Score -595762.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -595825.687500 Penalty: 2823.089844 Iteration 12Q: 3 clusters Score -595825.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -595902.937500 Penalty: 2823.089844 Iteration 13Q: 3 clusters Score -595902.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -596002.875000 Penalty: 2823.089844 Iteration 14Q: 3 clusters Score -596002.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -596112.375000 Penalty: 2823.089844 Iteration 15Q: 3 clusters Score -596112.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -596209.437500 Penalty: 2823.089844 Iteration 16Q: 3 clusters Score -596209.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -596284.562500 Penalty: 2823.089844 Iteration 17Q: 3 clusters Score -596284.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -596348.937500 Penalty: 2823.089844 Iteration 18Q: 3 clusters Score -596348.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -596390.375000 Penalty: 2823.089844 Iteration 19Q: 3 clusters Score -596390.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -596423.625000 Penalty: 2823.089844 Iteration 20F: 3 clusters Score -596423.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -596446.000000 Penalty: 2823.089844 Iteration 21Q: 3 clusters Score -596446 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -596470.562500 Penalty: 2823.089844 Iteration 22Q: 3 clusters Score -596470.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -596489.000000 Penalty: 2823.089844 Iteration 23Q: 3 clusters Score -596489 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -596508.125000 Penalty: 2823.089844 Iteration 24Q: 3 clusters Score -596508.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -596528.750000 Penalty: 2823.089844 Iteration 25Q: 3 clusters Score -596528.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -596538.437500 Penalty: 2823.089844 Iteration 26Q: 3 clusters Score -596538.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -596550.562500 Penalty: 2823.089844 Iteration 27Q: 3 clusters Score -596550.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -596563.375000 Penalty: 2823.089844 Iteration 28Q: 3 clusters Score -596563.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -596578.562500 Penalty: 2823.089844 Iteration 29Q: 3 clusters Score -596578.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -596591.937500 Penalty: 2823.089844 Iteration 30Q: 3 clusters Score -596591.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -596607.750000 Penalty: 2823.089844 Iteration 31Q: 3 clusters Score -596607.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -596620.875000 Penalty: 2823.089844 Iteration 32Q: 3 clusters Score -596620.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -596627.625000 Penalty: 2823.089844 Iteration 33Q: 3 clusters Score -596627.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -596635.750000 Penalty: 2823.089844 Iteration 34Q: 3 clusters Score -596635.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -596646.812500 Penalty: 2823.089844 Iteration 35Q: 3 clusters Score -596646.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -596661.875000 Penalty: 2823.089844 Iteration 36Q: 3 clusters Score -596661.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -596679.000000 Penalty: 2823.089844 Iteration 37Q: 3 clusters Score -596679 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -596688.750000 Penalty: 2823.089844 Iteration 38Q: 3 clusters Score -596688.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -596696.937500 Penalty: 2823.089844 Iteration 39Q: 3 clusters Score -596696.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -596702.875000 Penalty: 2823.089844 Iteration 40F: 3 clusters Score -596702.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -596711.562500 Penalty: 2823.089844 Iteration 41Q: 3 clusters Score -596711.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -596718.750000 Penalty: 2823.089844 Iteration 42Q: 3 clusters Score -596718.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -596723.062500 Penalty: 2823.089844 Iteration 43Q: 3 clusters Score -596723.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -596727.937500 Penalty: 2823.089844 Iteration 44Q: 3 clusters Score -596727.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -596730.687500 Penalty: 2823.089844 Iteration 45Q: 3 clusters Score -596730.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -596732.687500 Penalty: 2823.089844 Iteration 46Q: 3 clusters Score -596732.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -596734.937500 Penalty: 2823.089844 Iteration 47Q: 3 clusters Score -596734.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -596735.687500 Penalty: 2823.089844 Iteration 48Q: 3 clusters Score -596735.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -596736.187500 Penalty: 2823.089844 Iteration 49Q: 3 clusters Score -596736.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -596735.937500 Penalty: 2823.089844 Iteration 50Q: 3 clusters Score -596735.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -596737.687500 Penalty: 2823.089844 Iteration 51Q: 3 clusters Score -596737.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -596739.437500 Penalty: 2823.089844 Iteration 52Q: 3 clusters Score -596739.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -596739.437500 Penalty: 2823.089844 Iteration 53F: 3 clusters Score -596739.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Entering Unmasked Estep Score: -46472.984375 Penalty: 1025.065918 Iteration 0F: 2 clusters Score -46472.98 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 285 members Entering Unmasked Estep Score: -45507.218750 Penalty: 2050.131836 Iteration 0F: 3 clusters Score -45507.22 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -45894.773438 Penalty: 2050.131836 Iteration 1F: 3 clusters Score -45894.77 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -46157.410156 Penalty: 2050.131836 Iteration 2F: 3 clusters Score -46157.41 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -46315.492188 Penalty: 2050.131836 Iteration 3F: 3 clusters Score -46315.49 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -46386.898438 Penalty: 2050.131836 Iteration 4Q: 3 clusters Score -46386.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -46429.121094 Penalty: 2050.131836 Iteration 5Q: 3 clusters Score -46429.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -46444.863281 Penalty: 2050.131836 Iteration 6Q: 3 clusters Score -46444.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -46454.414062 Penalty: 2050.131836 Iteration 7Q: 3 clusters Score -46454.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -46463.367188 Penalty: 2050.131836 Iteration 8Q: 3 clusters Score -46463.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -46468.773438 Penalty: 2050.131836 Iteration 9Q: 3 clusters Score -46468.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -46473.980469 Penalty: 2050.131836 Iteration 10Q: 3 clusters Score -46473.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -46476.152344 Penalty: 2050.131836 Iteration 11Q: 3 clusters Score -46476.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -46477.109375 Penalty: 2050.131836 Iteration 12Q: 3 clusters Score -46477.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -46477.109375 Penalty: 2050.131836 Iteration 13F: 3 clusters Score -46477.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 3548 members Mstep: Class 4 contains 1607 members Mstep: Class 5 contains 3402 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 8554 members Mstep: Class 8 contains 37223 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 18788 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 11002 members Mstep: Class 13 contains 2407 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 213 members Mstep: Class 16 contains 1101 members Mstep: Class 17 contains 5922 members Mstep: Class 18 contains 2177 members Mstep: Class 19 contains 125 members Mstep: Class 20 contains 5442 members Mstep: Class 21 contains 19809 members Mstep: Class 22 contains 72147 members Mstep: Class 23 contains 4802 members Mstep: Class 24 contains 3772 members Mstep: Class 25 contains 539 members Mstep: Class 26 contains 2578 members Mstep: Class 27 contains 424 members Entering Unmasked Estep Score: -22250198.000000 Penalty: 54191.679688 Splitting cluster 19 changes total score from -22238594.000000 to -22250198.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 20 (5442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Entering Unmasked Estep Score: -543713.250000 Penalty: 1397.809082 Iteration 0F: 2 clusters Score -543713.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -539423.187500 Penalty: 2795.618164 Iteration 0F: 3 clusters Score -539423.2 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -540641.062500 Penalty: 2795.618164 Iteration 1F: 3 clusters Score -540641.1 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -540894.812500 Penalty: 2795.618164 Iteration 2F: 3 clusters Score -540894.8 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -541112.875000 Penalty: 2795.618164 Iteration 3F: 3 clusters Score -541112.9 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -541329.125000 Penalty: 2795.618164 Iteration 4F: 3 clusters Score -541329.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -541562.250000 Penalty: 2795.618164 Iteration 5F: 3 clusters Score -541562.2 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -541807.875000 Penalty: 2795.618164 Iteration 6F: 3 clusters Score -541807.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -542075.062500 Penalty: 2795.618164 Iteration 7F: 3 clusters Score -542075.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -542285.500000 Penalty: 2795.618164 Iteration 8Q: 3 clusters Score -542285.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -542469.687500 Penalty: 2795.618164 Iteration 9Q: 3 clusters Score -542469.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -542578.000000 Penalty: 2795.618164 Iteration 10Q: 3 clusters Score -542578 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -542639.812500 Penalty: 2795.618164 Iteration 11Q: 3 clusters Score -542639.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -542682.625000 Penalty: 2795.618164 Iteration 12Q: 3 clusters Score -542682.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -542705.000000 Penalty: 2795.618164 Iteration 13Q: 3 clusters Score -542705 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -542717.375000 Penalty: 2795.618164 Iteration 14Q: 3 clusters Score -542717.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -542729.750000 Penalty: 2795.618164 Iteration 15Q: 3 clusters Score -542729.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -542736.562500 Penalty: 2795.618164 Iteration 16Q: 3 clusters Score -542736.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -542746.500000 Penalty: 2795.618164 Iteration 17Q: 3 clusters Score -542746.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -542752.562500 Penalty: 2795.618164 Iteration 18Q: 3 clusters Score -542752.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -542758.312500 Penalty: 2795.618164 Iteration 19Q: 3 clusters Score -542758.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -542760.375000 Penalty: 2795.618164 Iteration 20F: 3 clusters Score -542760.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -542761.500000 Penalty: 2795.618164 Iteration 21Q: 3 clusters Score -542761.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -542761.937500 Penalty: 2795.618164 Iteration 22Q: 3 clusters Score -542761.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -542763.687500 Penalty: 2795.618164 Iteration 23Q: 3 clusters Score -542763.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -542766.625000 Penalty: 2795.618164 Iteration 24Q: 3 clusters Score -542766.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -542767.062500 Penalty: 2795.618164 Iteration 25Q: 3 clusters Score -542767.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -542767.937500 Penalty: 2795.618164 Iteration 26Q: 3 clusters Score -542767.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -542770.250000 Penalty: 2795.618164 Iteration 27Q: 3 clusters Score -542770.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -542772.125000 Penalty: 2795.618164 Iteration 28Q: 3 clusters Score -542772.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -542774.687500 Penalty: 2795.618164 Iteration 29Q: 3 clusters Score -542774.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -542775.437500 Penalty: 2795.618164 Iteration 30Q: 3 clusters Score -542775.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -542774.562500 Penalty: 2795.618164 Iteration 31Q: 3 clusters Score -542774.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -542776.437500 Penalty: 2795.618164 Iteration 32Q: 3 clusters Score -542776.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -542776.562500 Penalty: 2795.618164 Iteration 33Q: 3 clusters Score -542776.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -542776.687500 Penalty: 2795.618164 Iteration 34Q: 3 clusters Score -542776.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -542778.625000 Penalty: 2795.618164 Iteration 35Q: 3 clusters Score -542778.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -542780.625000 Penalty: 2795.618164 Iteration 36Q: 3 clusters Score -542780.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -542781.812500 Penalty: 2795.618164 Iteration 37Q: 3 clusters Score -542781.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -542781.625000 Penalty: 2795.618164 Iteration 38Q: 3 clusters Score -542781.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -542783.062500 Penalty: 2795.618164 Iteration 39Q: 3 clusters Score -542783.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -542785.062500 Penalty: 2795.618164 Iteration 40F: 3 clusters Score -542785.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -542786.062500 Penalty: 2795.618164 Iteration 41Q: 3 clusters Score -542786.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -542787.687500 Penalty: 2795.618164 Iteration 42Q: 3 clusters Score -542787.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -542789.187500 Penalty: 2795.618164 Iteration 43Q: 3 clusters Score -542789.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -542789.312500 Penalty: 2795.618164 Iteration 44Q: 3 clusters Score -542789.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -542789.812500 Penalty: 2795.618164 Iteration 45Q: 3 clusters Score -542789.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -542789.812500 Penalty: 2795.618164 Iteration 46F: 3 clusters Score -542789.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (19809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19809 members Entering Unmasked Estep Score: -1904374.375000 Penalty: 1607.757324 Iteration 0F: 2 clusters Score -1904374 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 9877 members Entering Unmasked Estep Score: -1890714.875000 Penalty: 3215.514648 Iteration 0F: 3 clusters Score -1890715 nChanged 9016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 9851 members Entering Unmasked Estep Score: -1895835.500000 Penalty: 3215.514648 Iteration 1F: 3 clusters Score -1895836 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 9851 members Entering Unmasked Estep Score: -1896273.000000 Penalty: 3215.514648 Iteration 2F: 3 clusters Score -1896273 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9937 members Mstep: Class 2 contains 9872 members Entering Unmasked Estep Score: -1896808.250000 Penalty: 3215.514648 Iteration 3F: 3 clusters Score -1896808 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 9919 members Entering Unmasked Estep Score: -1897535.750000 Penalty: 3215.514648 Iteration 4F: 3 clusters Score -1897536 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 10002 members Entering Unmasked Estep Score: -1898549.125000 Penalty: 3215.514648 Iteration 5F: 3 clusters Score -1898549 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9639 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -1899701.125000 Penalty: 3215.514648 Iteration 6F: 3 clusters Score -1899701 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 10437 members Entering Unmasked Estep Score: -1900677.250000 Penalty: 3215.514648 Iteration 7F: 3 clusters Score -1900677 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -1901455.875000 Penalty: 3215.514648 Iteration 8F: 3 clusters Score -1901456 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 11122 members Entering Unmasked Estep Score: -1902043.500000 Penalty: 3215.514648 Iteration 9Q: 3 clusters Score -1902044 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8326 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -1902532.250000 Penalty: 3215.514648 Iteration 10Q: 3 clusters Score -1902532 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 11839 members Entering Unmasked Estep Score: -1902960.875000 Penalty: 3215.514648 Iteration 11Q: 3 clusters Score -1902961 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 12143 members Entering Unmasked Estep Score: -1903240.125000 Penalty: 3215.514648 Iteration 12Q: 3 clusters Score -1903240 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 12360 members Entering Unmasked Estep Score: -1903366.125000 Penalty: 3215.514648 Iteration 13Q: 3 clusters Score -1903366 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -1903438.250000 Penalty: 3215.514648 Iteration 14Q: 3 clusters Score -1903438 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -1903482.250000 Penalty: 3215.514648 Iteration 15Q: 3 clusters Score -1903482 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 12818 members Entering Unmasked Estep Score: -1903515.500000 Penalty: 3215.514648 Iteration 16Q: 3 clusters Score -1903516 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 12954 members Entering Unmasked Estep Score: -1903542.250000 Penalty: 3215.514648 Iteration 17Q: 3 clusters Score -1903542 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 13076 members Entering Unmasked Estep Score: -1903569.375000 Penalty: 3215.514648 Iteration 18Q: 3 clusters Score -1903569 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 13186 members Entering Unmasked Estep Score: -1903596.875000 Penalty: 3215.514648 Iteration 19Q: 3 clusters Score -1903597 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 13288 members Entering Unmasked Estep Score: -1903613.500000 Penalty: 3215.514648 Iteration 20F: 3 clusters Score -1903614 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 13371 members Entering Unmasked Estep Score: -1903626.000000 Penalty: 3215.514648 Iteration 21Q: 3 clusters Score -1903626 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 13439 members Entering Unmasked Estep Score: -1903635.500000 Penalty: 3215.514648 Iteration 22Q: 3 clusters Score -1903636 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 13497 members Entering Unmasked Estep Score: -1903643.250000 Penalty: 3215.514648 Iteration 23Q: 3 clusters Score -1903643 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 13558 members Entering Unmasked Estep Score: -1903652.875000 Penalty: 3215.514648 Iteration 24Q: 3 clusters Score -1903653 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 13608 members Entering Unmasked Estep Score: -1903660.500000 Penalty: 3215.514648 Iteration 25Q: 3 clusters Score -1903660 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 13663 members Entering Unmasked Estep Score: -1903666.625000 Penalty: 3215.514648 Iteration 26Q: 3 clusters Score -1903667 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 13710 members Entering Unmasked Estep Score: -1903675.500000 Penalty: 3215.514648 Iteration 27Q: 3 clusters Score -1903676 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 13752 members Entering Unmasked Estep Score: -1903680.875000 Penalty: 3215.514648 Iteration 28Q: 3 clusters Score -1903681 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 13806 members Entering Unmasked Estep Score: -1903687.875000 Penalty: 3215.514648 Iteration 29Q: 3 clusters Score -1903688 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 13858 members Entering Unmasked Estep Score: -1903693.625000 Penalty: 3215.514648 Iteration 30Q: 3 clusters Score -1903694 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 13903 members Entering Unmasked Estep Score: -1903695.875000 Penalty: 3215.514648 Iteration 31Q: 3 clusters Score -1903696 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 13942 members Entering Unmasked Estep Score: -1903698.875000 Penalty: 3215.514648 Iteration 32Q: 3 clusters Score -1903699 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 13978 members Entering Unmasked Estep Score: -1903701.125000 Penalty: 3215.514648 Iteration 33Q: 3 clusters Score -1903701 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 14014 members Entering Unmasked Estep Score: -1903709.125000 Penalty: 3215.514648 Iteration 34Q: 3 clusters Score -1903709 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 14047 members Entering Unmasked Estep Score: -1903708.750000 Penalty: 3215.514648 Iteration 35Q: 3 clusters Score -1903709 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 14080 members Entering Unmasked Estep Score: -1903712.500000 Penalty: 3215.514648 Iteration 36Q: 3 clusters Score -1903712 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 14127 members Entering Unmasked Estep Score: -1903727.750000 Penalty: 3215.514648 Iteration 37Q: 3 clusters Score -1903728 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 14175 members Entering Unmasked Estep Score: -1903729.875000 Penalty: 3215.514648 Iteration 38Q: 3 clusters Score -1903730 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 14222 members Entering Unmasked Estep Score: -1903736.375000 Penalty: 3215.514648 Iteration 39Q: 3 clusters Score -1903736 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 14269 members Entering Unmasked Estep Score: -1903739.625000 Penalty: 3215.514648 Iteration 40F: 3 clusters Score -1903740 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 14312 members Entering Unmasked Estep Score: -1903740.375000 Penalty: 3215.514648 Iteration 41Q: 3 clusters Score -1903740 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 14349 members Entering Unmasked Estep Score: -1903749.250000 Penalty: 3215.514648 Iteration 42Q: 3 clusters Score -1903749 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 14387 members Entering Unmasked Estep Score: -1903759.000000 Penalty: 3215.514648 Iteration 43Q: 3 clusters Score -1903759 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 14429 members Entering Unmasked Estep Score: -1903762.000000 Penalty: 3215.514648 Iteration 44Q: 3 clusters Score -1903762 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 14470 members Entering Unmasked Estep Score: -1903767.125000 Penalty: 3215.514648 Iteration 45Q: 3 clusters Score -1903767 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 14518 members Entering Unmasked Estep Score: -1903773.250000 Penalty: 3215.514648 Iteration 46Q: 3 clusters Score -1903773 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 14553 members Entering Unmasked Estep Score: -1903774.500000 Penalty: 3215.514648 Iteration 47Q: 3 clusters Score -1903774 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 14580 members Entering Unmasked Estep Score: -1903778.000000 Penalty: 3215.514648 Iteration 48Q: 3 clusters Score -1903778 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 14606 members Entering Unmasked Estep Score: -1903777.375000 Penalty: 3215.514648 Iteration 49Q: 3 clusters Score -1903777 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 14631 members Entering Unmasked Estep Score: -1903781.125000 Penalty: 3215.514648 Iteration 50Q: 3 clusters Score -1903781 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 14651 members Entering Unmasked Estep Score: -1903780.500000 Penalty: 3215.514648 Iteration 51Q: 3 clusters Score -1903780 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 14669 members Entering Unmasked Estep Score: -1903782.125000 Penalty: 3215.514648 Iteration 52Q: 3 clusters Score -1903782 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -1903789.375000 Penalty: 3215.514648 Iteration 53Q: 3 clusters Score -1903789 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 14717 members Entering Unmasked Estep Score: -1903787.125000 Penalty: 3215.514648 Iteration 54Q: 3 clusters Score -1903787 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 14737 members Entering Unmasked Estep Score: -1903790.500000 Penalty: 3215.514648 Iteration 55Q: 3 clusters Score -1903790 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 14755 members Entering Unmasked Estep Score: -1903794.250000 Penalty: 3215.514648 Iteration 56Q: 3 clusters Score -1903794 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 14778 members Entering Unmasked Estep Score: -1903797.375000 Penalty: 3215.514648 Iteration 57Q: 3 clusters Score -1903797 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 14804 members Entering Unmasked Estep Score: -1903792.250000 Penalty: 3215.514648 Iteration 58Q: 3 clusters Score -1903792 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 14836 members Entering Unmasked Estep Score: -1903801.250000 Penalty: 3215.514648 Iteration 59Q: 3 clusters Score -1903801 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 14860 members Entering Unmasked Estep Score: -1903802.125000 Penalty: 3215.514648 Iteration 60F: 3 clusters Score -1903802 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 14879 members Entering Unmasked Estep Score: -1903803.125000 Penalty: 3215.514648 Iteration 61Q: 3 clusters Score -1903803 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 14893 members Entering Unmasked Estep Score: -1903805.625000 Penalty: 3215.514648 Iteration 62Q: 3 clusters Score -1903806 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -1903806.625000 Penalty: 3215.514648 Iteration 63Q: 3 clusters Score -1903807 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 14909 members Entering Unmasked Estep Score: -1903805.875000 Penalty: 3215.514648 Iteration 64Q: 3 clusters Score -1903806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 14914 members Entering Unmasked Estep Score: -1903807.500000 Penalty: 3215.514648 Iteration 65Q: 3 clusters Score -1903808 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 14917 members Entering Unmasked Estep Score: -1903806.625000 Penalty: 3215.514648 Iteration 66Q: 3 clusters Score -1903807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 14919 members Entering Unmasked Estep Score: -1903806.375000 Penalty: 3215.514648 Iteration 67Q: 3 clusters Score -1903806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 14921 members Entering Unmasked Estep Score: -1903804.125000 Penalty: 3215.514648 Iteration 68Q: 3 clusters Score -1903804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 14923 members Entering Unmasked Estep Score: -1903807.000000 Penalty: 3215.514648 Iteration 69Q: 3 clusters Score -1903807 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 14927 members Entering Unmasked Estep Score: -1903807.250000 Penalty: 3215.514648 Iteration 70Q: 3 clusters Score -1903807 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 14931 members Entering Unmasked Estep Score: -1903809.125000 Penalty: 3215.514648 Iteration 71Q: 3 clusters Score -1903809 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 14936 members Entering Unmasked Estep Score: -1903807.125000 Penalty: 3215.514648 Iteration 72Q: 3 clusters Score -1903807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 14938 members Entering Unmasked Estep Score: -1903807.875000 Penalty: 3215.514648 Iteration 73Q: 3 clusters Score -1903808 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 14938 members Entering Unmasked Estep Score: -1903807.875000 Penalty: 3215.514648 Iteration 74F: 3 clusters Score -1903808 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 3548 members Mstep: Class 4 contains 1607 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 8554 members Mstep: Class 8 contains 37223 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 18788 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 11002 members Mstep: Class 13 contains 2407 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 213 members Mstep: Class 16 contains 1101 members Mstep: Class 17 contains 5922 members Mstep: Class 19 contains 125 members Mstep: Class 20 contains 5442 members Mstep: Class 21 contains 19809 members Entering Unmasked Estep ConsiderDeletion Score: -22253584.000000 Penalty: 54191.679688 Iteration 39Q: 28 clusters Score -2.225358e+07 nChanged 4339 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 1180 members Mstep: Class 3 contains 3579 members Mstep: Class 4 contains 1625 members Mstep: Class 5 contains 2983 members Mstep: Class 6 contains 1224 members Mstep: Class 7 contains 9430 members Mstep: Class 8 contains 36887 members Mstep: Class 9 contains 905 members Mstep: Class 10 contains 18868 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 10948 members Mstep: Class 13 contains 2414 members Mstep: Class 14 contains 655 members Mstep: Class 15 contains 213 members Mstep: Class 16 contains 1258 members Mstep: Class 17 contains 6066 members Mstep: Class 18 contains 2519 members Mstep: Class 19 contains 123 members Mstep: Class 20 contains 5480 members Mstep: Class 21 contains 20047 members Mstep: Class 22 contains 70675 members Mstep: Class 23 contains 4803 members Mstep: Class 24 contains 4023 members Mstep: Class 25 contains 541 members Mstep: Class 26 contains 2485 members Mstep: Class 27 contains 425 members Entering Unmasked Estep ConsiderDeletion Score: -22257306.000000 Penalty: 54191.679688 Iteration 40F: 28 clusters Score -2.225731e+07 nChanged 4501 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18300 members Mstep: Class 2 contains 1227 members Mstep: Class 3 contains 3586 members Mstep: Class 4 contains 1447 members Mstep: Class 5 contains 2794 members Mstep: Class 6 contains 1209 members Mstep: Class 7 contains 9881 members Mstep: Class 8 contains 36620 members Mstep: Class 9 contains 895 members Mstep: Class 10 contains 18791 members Mstep: Class 11 contains 3520 members Mstep: Class 12 contains 10888 members Mstep: Class 13 contains 2362 members Mstep: Class 14 contains 623 members Mstep: Class 15 contains 213 members Mstep: Class 16 contains 1301 members Mstep: Class 17 contains 5715 members Mstep: Class 18 contains 2782 members Mstep: Class 19 contains 125 members Mstep: Class 20 contains 5278 members Mstep: Class 21 contains 19596 members Mstep: Class 22 contains 71135 members Mstep: Class 23 contains 4818 members Mstep: Class 24 contains 4373 members Mstep: Class 25 contains 590 members Mstep: Class 26 contains 2633 members Mstep: Class 27 contains 542 members Entering Unmasked Estep ConsiderDeletion Score: -22259490.000000 Penalty: 54191.679688 Iteration 41Q: 28 clusters Score -2.225949e+07 nChanged 2924 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18250 members Mstep: Class 2 contains 1280 members Mstep: Class 3 contains 3641 members Mstep: Class 4 contains 1358 members Mstep: Class 5 contains 2696 members Mstep: Class 6 contains 1199 members Mstep: Class 7 contains 10218 members Mstep: Class 8 contains 36394 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 18760 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 10851 members Mstep: Class 13 contains 2329 members Mstep: Class 14 contains 607 members Mstep: Class 15 contains 212 members Mstep: Class 16 contains 1354 members Mstep: Class 17 contains 5487 members Mstep: Class 18 contains 3018 members Mstep: Class 19 contains 125 members Mstep: Class 20 contains 5142 members Mstep: Class 21 contains 19252 members Mstep: Class 22 contains 71370 members Mstep: Class 23 contains 4811 members Mstep: Class 24 contains 4555 members Mstep: Class 25 contains 608 members Mstep: Class 26 contains 2714 members Mstep: Class 27 contains 609 members Entering Unmasked Estep ConsiderDeletion Score: -22260602.000000 Penalty: 54191.679688 Iteration 42Q: 28 clusters Score -2.22606e+07 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18227 members Mstep: Class 2 contains 1328 members Mstep: Class 3 contains 3681 members Mstep: Class 4 contains 1306 members Mstep: Class 5 contains 2635 members Mstep: Class 6 contains 1186 members Mstep: Class 7 contains 10486 members Mstep: Class 8 contains 36236 members Mstep: Class 9 contains 905 members Mstep: Class 10 contains 18738 members Mstep: Class 11 contains 3494 members Mstep: Class 12 contains 10830 members Mstep: Class 13 contains 2306 members Mstep: Class 14 contains 592 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 1392 members Mstep: Class 17 contains 5323 members Mstep: Class 18 contains 3192 members Mstep: Class 19 contains 128 members Mstep: Class 20 contains 5059 members Mstep: Class 21 contains 18996 members Mstep: Class 22 contains 71461 members Mstep: Class 23 contains 4808 members Mstep: Class 24 contains 4686 members Mstep: Class 25 contains 616 members Mstep: Class 26 contains 2766 members Mstep: Class 27 contains 656 members Entering Unmasked Estep ConsiderDeletion Score: -22261492.000000 Penalty: 54191.679688 Iteration 43Q: 28 clusters Score -2.226149e+07 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18219 members Mstep: Class 2 contains 1371 members Mstep: Class 3 contains 3721 members Mstep: Class 4 contains 1276 members Mstep: Class 5 contains 2612 members Mstep: Class 6 contains 1175 members Mstep: Class 7 contains 10662 members Mstep: Class 8 contains 36141 members Mstep: Class 9 contains 907 members Mstep: Class 10 contains 18722 members Mstep: Class 11 contains 3489 members Mstep: Class 12 contains 10821 members Mstep: Class 13 contains 2296 members Mstep: Class 14 contains 577 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 1413 members Mstep: Class 17 contains 5274 members Mstep: Class 18 contains 3306 members Mstep: Class 19 contains 129 members Mstep: Class 20 contains 4994 members Mstep: Class 21 contains 18809 members Mstep: Class 22 contains 71459 members Mstep: Class 23 contains 4785 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 624 members Mstep: Class 26 contains 2789 members Mstep: Class 27 contains 682 members Entering Unmasked Estep ConsiderDeletion Score: -22261930.000000 Penalty: 54191.679688 Iteration 44Q: 28 clusters Score -2.226193e+07 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18226 members Mstep: Class 2 contains 1397 members Mstep: Class 3 contains 3754 members Mstep: Class 4 contains 1248 members Mstep: Class 5 contains 2599 members Mstep: Class 6 contains 1160 members Mstep: Class 7 contains 10783 members Mstep: Class 8 contains 36056 members Mstep: Class 9 contains 907 members Mstep: Class 10 contains 18692 members Mstep: Class 11 contains 3485 members Mstep: Class 12 contains 10816 members Mstep: Class 13 contains 2283 members Mstep: Class 14 contains 568 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 1431 members Mstep: Class 17 contains 5279 members Mstep: Class 18 contains 3398 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4947 members Mstep: Class 21 contains 18642 members Mstep: Class 22 contains 71447 members Mstep: Class 23 contains 4771 members Mstep: Class 24 contains 4854 members Mstep: Class 25 contains 629 members Mstep: Class 26 contains 2806 members Mstep: Class 27 contains 724 members Entering Unmasked Estep ConsiderDeletion Score: -22262256.000000 Penalty: 54191.679688 Iteration 45Q: 28 clusters Score -2.226226e+07 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18269 members Mstep: Class 2 contains 1410 members Mstep: Class 3 contains 3772 members Mstep: Class 4 contains 1234 members Mstep: Class 5 contains 2590 members Mstep: Class 6 contains 1151 members Mstep: Class 7 contains 10888 members Mstep: Class 8 contains 36006 members Mstep: Class 9 contains 908 members Mstep: Class 10 contains 18669 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 10806 members Mstep: Class 13 contains 2270 members Mstep: Class 14 contains 560 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 1441 members Mstep: Class 17 contains 5295 members Mstep: Class 18 contains 3466 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4911 members Mstep: Class 21 contains 18507 members Mstep: Class 22 contains 71398 members Mstep: Class 23 contains 4754 members Mstep: Class 24 contains 4916 members Mstep: Class 25 contains 631 members Mstep: Class 26 contains 2816 members Mstep: Class 27 contains 753 members Entering Unmasked Estep ConsiderDeletion Score: -22262424.000000 Penalty: 54191.679688 Iteration 46Q: 28 clusters Score -2.226242e+07 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18300 members Mstep: Class 2 contains 1416 members Mstep: Class 3 contains 3781 members Mstep: Class 4 contains 1225 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 1146 members Mstep: Class 7 contains 10968 members Mstep: Class 8 contains 35981 members Mstep: Class 9 contains 911 members Mstep: Class 10 contains 18642 members Mstep: Class 11 contains 3480 members Mstep: Class 12 contains 10796 members Mstep: Class 13 contains 2264 members Mstep: Class 14 contains 553 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 1452 members Mstep: Class 17 contains 5324 members Mstep: Class 18 contains 3505 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4894 members Mstep: Class 21 contains 18381 members Mstep: Class 22 contains 71360 members Mstep: Class 23 contains 4738 members Mstep: Class 24 contains 4968 members Mstep: Class 25 contains 632 members Mstep: Class 26 contains 2819 members Mstep: Class 27 contains 774 members Entering Unmasked Estep ConsiderDeletion Score: -22262562.000000 Penalty: 54191.679688 Iteration 47Q: 28 clusters Score -2.226256e+07 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18303 members Mstep: Class 2 contains 1425 members Mstep: Class 3 contains 3786 members Mstep: Class 4 contains 1214 members Mstep: Class 5 contains 2597 members Mstep: Class 6 contains 1138 members Mstep: Class 7 contains 11033 members Mstep: Class 8 contains 35977 members Mstep: Class 9 contains 909 members Mstep: Class 10 contains 18623 members Mstep: Class 11 contains 3480 members Mstep: Class 12 contains 10793 members Mstep: Class 13 contains 2260 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 210 members Mstep: Class 16 contains 1462 members Mstep: Class 17 contains 5361 members Mstep: Class 18 contains 3526 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4874 members Mstep: Class 21 contains 18271 members Mstep: Class 22 contains 71338 members Mstep: Class 23 contains 4722 members Mstep: Class 24 contains 5016 members Mstep: Class 25 contains 634 members Mstep: Class 26 contains 2821 members Mstep: Class 27 contains 795 members Entering Unmasked Estep ConsiderDeletion Score: -22262698.000000 Penalty: 54191.679688 Iteration 48Q: 28 clusters Score -2.22627e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18336 members Mstep: Class 2 contains 1434 members Mstep: Class 3 contains 3789 members Mstep: Class 4 contains 1206 members Mstep: Class 5 contains 2599 members Mstep: Class 6 contains 1132 members Mstep: Class 7 contains 11079 members Mstep: Class 8 contains 35980 members Mstep: Class 9 contains 913 members Mstep: Class 10 contains 18612 members Mstep: Class 11 contains 3480 members Mstep: Class 12 contains 10785 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 535 members Mstep: Class 15 contains 210 members Mstep: Class 16 contains 1471 members Mstep: Class 17 contains 5386 members Mstep: Class 18 contains 3541 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4862 members Mstep: Class 21 contains 18179 members Mstep: Class 22 contains 71300 members Mstep: Class 23 contains 4705 members Mstep: Class 24 contains 5050 members Mstep: Class 25 contains 639 members Mstep: Class 26 contains 2830 members Mstep: Class 27 contains 804 members Entering Unmasked Estep ConsiderDeletion Score: -22262794.000000 Penalty: 54191.679688 Iteration 49Q: 28 clusters Score -2.226279e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18359 members Mstep: Class 2 contains 1437 members Mstep: Class 3 contains 3794 members Mstep: Class 4 contains 1199 members Mstep: Class 5 contains 2601 members Mstep: Class 6 contains 1126 members Mstep: Class 7 contains 11128 members Mstep: Class 8 contains 35988 members Mstep: Class 9 contains 913 members Mstep: Class 10 contains 18592 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 10785 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 526 members Mstep: Class 15 contains 210 members Mstep: Class 16 contains 1479 members Mstep: Class 17 contains 5422 members Mstep: Class 18 contains 3553 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4854 members Mstep: Class 21 contains 18104 members Mstep: Class 22 contains 71262 members Mstep: Class 23 contains 4684 members Mstep: Class 24 contains 5077 members Mstep: Class 25 contains 641 members Mstep: Class 26 contains 2832 members Mstep: Class 27 contains 812 members Entering Unmasked Estep ConsiderDeletion Score: -22262790.000000 Penalty: 54191.679688 Iteration 50Q: 28 clusters Score -2.226279e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18392 members Mstep: Class 2 contains 1443 members Mstep: Class 3 contains 3792 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 2600 members Mstep: Class 6 contains 1124 members Mstep: Class 7 contains 11160 members Mstep: Class 8 contains 35995 members Mstep: Class 9 contains 912 members Mstep: Class 10 contains 18577 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 10784 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 512 members Mstep: Class 15 contains 210 members Mstep: Class 16 contains 1490 members Mstep: Class 17 contains 5437 members Mstep: Class 18 contains 3564 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4854 members Mstep: Class 21 contains 18032 members Mstep: Class 22 contains 71244 members Mstep: Class 23 contains 4667 members Mstep: Class 24 contains 5095 members Mstep: Class 25 contains 643 members Mstep: Class 26 contains 2834 members Mstep: Class 27 contains 821 members Entering Unmasked Estep ConsiderDeletion Score: -22262794.000000 Penalty: 54191.679688 Iteration 51Q: 28 clusters Score -2.226279e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18412 members Mstep: Class 2 contains 1448 members Mstep: Class 3 contains 3793 members Mstep: Class 4 contains 1199 members Mstep: Class 5 contains 2599 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11197 members Mstep: Class 8 contains 35996 members Mstep: Class 9 contains 913 members Mstep: Class 10 contains 18569 members Mstep: Class 11 contains 3477 members Mstep: Class 12 contains 10783 members Mstep: Class 13 contains 2258 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 210 members Mstep: Class 16 contains 1498 members Mstep: Class 17 contains 5451 members Mstep: Class 18 contains 3575 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4853 members Mstep: Class 21 contains 17967 members Mstep: Class 22 contains 71228 members Mstep: Class 23 contains 4651 members Mstep: Class 24 contains 5110 members Mstep: Class 25 contains 644 members Mstep: Class 26 contains 2834 members Mstep: Class 27 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -22262820.000000 Penalty: 54191.679688 Iteration 52Q: 28 clusters Score -2.226282e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18428 members Mstep: Class 2 contains 1454 members Mstep: Class 3 contains 3792 members Mstep: Class 4 contains 1200 members Mstep: Class 5 contains 2599 members Mstep: Class 6 contains 1121 members Mstep: Class 7 contains 11228 members Mstep: Class 8 contains 35997 members Mstep: Class 9 contains 914 members Mstep: Class 10 contains 18568 members Mstep: Class 11 contains 3475 members Mstep: Class 12 contains 10782 members Mstep: Class 13 contains 2258 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 210 members Mstep: Class 16 contains 1502 members Mstep: Class 17 contains 5465 members Mstep: Class 18 contains 3582 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4851 members Mstep: Class 21 contains 17917 members Mstep: Class 22 contains 71208 members Mstep: Class 23 contains 4640 members Mstep: Class 24 contains 5124 members Mstep: Class 25 contains 644 members Mstep: Class 26 contains 2832 members Mstep: Class 27 contains 825 members Entering Unmasked Estep ConsiderDeletion Score: -22262842.000000 Penalty: 54191.679688 Iteration 53Q: 28 clusters Score -2.226284e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18445 members Mstep: Class 2 contains 1456 members Mstep: Class 3 contains 3794 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 2597 members Mstep: Class 6 contains 1121 members Mstep: Class 7 contains 11257 members Mstep: Class 8 contains 36006 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 18566 members Mstep: Class 11 contains 3474 members Mstep: Class 12 contains 10781 members Mstep: Class 13 contains 2258 members Mstep: Class 14 contains 487 members Mstep: Class 15 contains 210 members Mstep: Class 16 contains 1516 members Mstep: Class 17 contains 5477 members Mstep: Class 18 contains 3591 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4850 members Mstep: Class 21 contains 17864 members Mstep: Class 22 contains 71188 members Mstep: Class 23 contains 4622 members Mstep: Class 24 contains 5134 members Mstep: Class 25 contains 646 members Mstep: Class 26 contains 2832 members Mstep: Class 27 contains 827 members Entering Unmasked Estep ConsiderDeletion Score: -22262894.000000 Penalty: 54191.679688 Iteration 54Q: 28 clusters Score -2.226289e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 18454 members Mstep: Class 2 contains 1460 members Mstep: Class 3 contains 3794 members Mstep: Class 4 contains 1199 members Mstep: Class 5 contains 2596 members Mstep: Class 6 contains 1123 members Mstep: Class 7 contains 11273 members Mstep: Class 8 contains 36018 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 18565 members Mstep: Class 11 contains 3473 members Mstep: Class 12 contains 10779 members Mstep: Class 13 contains 2258 members Mstep: Class 14 contains 476 members Mstep: Class 15 contains 211 members Mstep: Class 16 contains 1532 members Mstep: Class 17 contains 5482 members Mstep: Class 18 contains 3597 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4850 members Mstep: Class 21 contains 17807 members Mstep: Class 22 contains 71195 members Mstep: Class 23 contains 4602 members Mstep: Class 24 contains 5143 members Mstep: Class 25 contains 648 members Mstep: Class 26 contains 2832 members Mstep: Class 27 contains 828 members Entering Unmasked Estep ConsiderDeletion Score: -22262960.000000 Penalty: 54191.679688 Iteration 55Q: 28 clusters Score -2.226296e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18464 members Mstep: Class 2 contains 1462 members Mstep: Class 3 contains 3794 members Mstep: Class 4 contains 1200 members Mstep: Class 5 contains 2596 members Mstep: Class 6 contains 1123 members Mstep: Class 7 contains 11287 members Mstep: Class 8 contains 36028 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 18563 members Mstep: Class 11 contains 3471 members Mstep: Class 12 contains 10778 members Mstep: Class 13 contains 2258 members Mstep: Class 14 contains 464 members Mstep: Class 15 contains 212 members Mstep: Class 16 contains 1544 members Mstep: Class 17 contains 5483 members Mstep: Class 18 contains 3605 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4851 members Mstep: Class 21 contains 17763 members Mstep: Class 22 contains 71201 members Mstep: Class 23 contains 4585 members Mstep: Class 24 contains 5151 members Mstep: Class 25 contains 651 members Mstep: Class 26 contains 2834 members Mstep: Class 27 contains 830 members Entering Unmasked Estep ConsiderDeletion Score: -22262942.000000 Penalty: 54191.679688 Iteration 56Q: 28 clusters Score -2.226294e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18470 members Mstep: Class 2 contains 1461 members Mstep: Class 3 contains 3794 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2598 members Mstep: Class 6 contains 1124 members Mstep: Class 7 contains 11298 members Mstep: Class 8 contains 36031 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 18562 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10776 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 456 members Mstep: Class 15 contains 213 members Mstep: Class 16 contains 1548 members Mstep: Class 17 contains 5484 members Mstep: Class 18 contains 3611 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4851 members Mstep: Class 21 contains 17725 members Mstep: Class 22 contains 71210 members Mstep: Class 23 contains 4574 members Mstep: Class 24 contains 5158 members Mstep: Class 25 contains 655 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 832 members Entering Unmasked Estep ConsiderDeletion Score: -22263016.000000 Penalty: 54191.679688 Iteration 57Q: 28 clusters Score -2.226302e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18476 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3793 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2598 members Mstep: Class 6 contains 1124 members Mstep: Class 7 contains 11311 members Mstep: Class 8 contains 36030 members Mstep: Class 9 contains 917 members Mstep: Class 10 contains 18561 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10774 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 449 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1553 members Mstep: Class 17 contains 5484 members Mstep: Class 18 contains 3619 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4851 members Mstep: Class 21 contains 17694 members Mstep: Class 22 contains 71214 members Mstep: Class 23 contains 4566 members Mstep: Class 24 contains 5167 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 834 members Entering Unmasked Estep ConsiderDeletion Score: -22263050.000000 Penalty: 54191.679688 Iteration 58Q: 28 clusters Score -2.226305e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18485 members Mstep: Class 2 contains 1464 members Mstep: Class 3 contains 3792 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2598 members Mstep: Class 6 contains 1124 members Mstep: Class 7 contains 11319 members Mstep: Class 8 contains 36031 members Mstep: Class 9 contains 917 members Mstep: Class 10 contains 18560 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10772 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 440 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1559 members Mstep: Class 17 contains 5485 members Mstep: Class 18 contains 3624 members Mstep: Class 19 contains 129 members Mstep: Class 20 contains 4850 members Mstep: Class 21 contains 17654 members Mstep: Class 22 contains 71228 members Mstep: Class 23 contains 4559 members Mstep: Class 24 contains 5177 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263108.000000 Penalty: 54191.679688 Iteration 59Q: 28 clusters Score -2.226311e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18485 members Mstep: Class 2 contains 1464 members Mstep: Class 3 contains 3792 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2598 members Mstep: Class 6 contains 1124 members Mstep: Class 7 contains 11333 members Mstep: Class 8 contains 36038 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 18559 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10771 members Mstep: Class 13 contains 2254 members Mstep: Class 14 contains 431 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1561 members Mstep: Class 17 contains 5487 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4847 members Mstep: Class 21 contains 17618 members Mstep: Class 22 contains 71248 members Mstep: Class 23 contains 4551 members Mstep: Class 24 contains 5184 members Mstep: Class 25 contains 668 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263110.000000 Penalty: 54191.679688 Iteration 60F: 28 clusters Score -2.226311e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18487 members Mstep: Class 2 contains 1464 members Mstep: Class 3 contains 3792 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2598 members Mstep: Class 6 contains 1124 members Mstep: Class 7 contains 11340 members Mstep: Class 8 contains 36043 members Mstep: Class 9 contains 915 members Mstep: Class 10 contains 18558 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10771 members Mstep: Class 13 contains 2254 members Mstep: Class 14 contains 419 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1565 members Mstep: Class 17 contains 5486 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4847 members Mstep: Class 21 contains 17582 members Mstep: Class 22 contains 71270 members Mstep: Class 23 contains 4550 members Mstep: Class 24 contains 5190 members Mstep: Class 25 contains 673 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263080.000000 Penalty: 54191.679688 Iteration 61Q: 28 clusters Score -2.226308e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18486 members Mstep: Class 2 contains 1464 members Mstep: Class 3 contains 3793 members Mstep: Class 4 contains 1206 members Mstep: Class 5 contains 2598 members Mstep: Class 6 contains 1123 members Mstep: Class 7 contains 11347 members Mstep: Class 8 contains 36050 members Mstep: Class 9 contains 915 members Mstep: Class 10 contains 18557 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10769 members Mstep: Class 13 contains 2254 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1570 members Mstep: Class 17 contains 5488 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17553 members Mstep: Class 22 contains 71290 members Mstep: Class 23 contains 4545 members Mstep: Class 24 contains 5193 members Mstep: Class 25 contains 675 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263106.000000 Penalty: 54191.679688 Iteration 62Q: 28 clusters Score -2.226311e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18483 members Mstep: Class 2 contains 1464 members Mstep: Class 3 contains 3794 members Mstep: Class 4 contains 1206 members Mstep: Class 5 contains 2598 members Mstep: Class 6 contains 1123 members Mstep: Class 7 contains 11354 members Mstep: Class 8 contains 36055 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 18556 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10767 members Mstep: Class 13 contains 2254 members Mstep: Class 14 contains 402 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1576 members Mstep: Class 17 contains 5490 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17530 members Mstep: Class 22 contains 71303 members Mstep: Class 23 contains 4542 members Mstep: Class 24 contains 5196 members Mstep: Class 25 contains 676 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263126.000000 Penalty: 54191.679688 Iteration 63Q: 28 clusters Score -2.226313e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18484 members Mstep: Class 2 contains 1464 members Mstep: Class 3 contains 3794 members Mstep: Class 4 contains 1206 members Mstep: Class 5 contains 2597 members Mstep: Class 6 contains 1123 members Mstep: Class 7 contains 11359 members Mstep: Class 8 contains 36058 members Mstep: Class 9 contains 919 members Mstep: Class 10 contains 18556 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10764 members Mstep: Class 13 contains 2254 members Mstep: Class 14 contains 396 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1580 members Mstep: Class 17 contains 5494 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17502 members Mstep: Class 22 contains 71316 members Mstep: Class 23 contains 4540 members Mstep: Class 24 contains 5201 members Mstep: Class 25 contains 678 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263152.000000 Penalty: 54191.679688 Iteration 64Q: 28 clusters Score -2.226315e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18483 members Mstep: Class 2 contains 1464 members Mstep: Class 3 contains 3794 members Mstep: Class 4 contains 1204 members Mstep: Class 5 contains 2597 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11363 members Mstep: Class 8 contains 36066 members Mstep: Class 9 contains 921 members Mstep: Class 10 contains 18556 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10764 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 391 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1585 members Mstep: Class 17 contains 5498 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17476 members Mstep: Class 22 contains 71329 members Mstep: Class 23 contains 4534 members Mstep: Class 24 contains 5207 members Mstep: Class 25 contains 678 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263184.000000 Penalty: 54191.679688 Iteration 65Q: 28 clusters Score -2.226318e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18482 members Mstep: Class 2 contains 1464 members Mstep: Class 3 contains 3793 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2597 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11368 members Mstep: Class 8 contains 36070 members Mstep: Class 9 contains 922 members Mstep: Class 10 contains 18556 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10763 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1593 members Mstep: Class 17 contains 5502 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17452 members Mstep: Class 22 contains 71336 members Mstep: Class 23 contains 4531 members Mstep: Class 24 contains 5211 members Mstep: Class 25 contains 678 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263226.000000 Penalty: 54191.679688 Iteration 66Q: 28 clusters Score -2.226323e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18483 members Mstep: Class 2 contains 1464 members Mstep: Class 3 contains 3791 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2597 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11369 members Mstep: Class 8 contains 36072 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18556 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1599 members Mstep: Class 17 contains 5506 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17438 members Mstep: Class 22 contains 71340 members Mstep: Class 23 contains 4529 members Mstep: Class 24 contains 5213 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263196.000000 Penalty: 54191.679688 Iteration 67Q: 28 clusters Score -2.22632e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18487 members Mstep: Class 2 contains 1464 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2597 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11372 members Mstep: Class 8 contains 36075 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18556 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1602 members Mstep: Class 17 contains 5508 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17429 members Mstep: Class 22 contains 71338 members Mstep: Class 23 contains 4526 members Mstep: Class 24 contains 5214 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263206.000000 Penalty: 54191.679688 Iteration 68Q: 28 clusters Score -2.226321e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18487 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2597 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11373 members Mstep: Class 8 contains 36080 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18555 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1605 members Mstep: Class 17 contains 5508 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17422 members Mstep: Class 22 contains 71338 members Mstep: Class 23 contains 4521 members Mstep: Class 24 contains 5219 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263182.000000 Penalty: 54191.679688 Iteration 69Q: 28 clusters Score -2.226318e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18487 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3789 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2596 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11375 members Mstep: Class 8 contains 36084 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18555 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1607 members Mstep: Class 17 contains 5508 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17413 members Mstep: Class 22 contains 71341 members Mstep: Class 23 contains 4517 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263180.000000 Penalty: 54191.679688 Iteration 70Q: 28 clusters Score -2.226318e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18486 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3789 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11375 members Mstep: Class 8 contains 36091 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1609 members Mstep: Class 17 contains 5509 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17407 members Mstep: Class 22 contains 71347 members Mstep: Class 23 contains 4510 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263170.000000 Penalty: 54191.679688 Iteration 71Q: 28 clusters Score -2.226317e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18487 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3789 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11375 members Mstep: Class 8 contains 36096 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1612 members Mstep: Class 17 contains 5509 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17402 members Mstep: Class 22 contains 71350 members Mstep: Class 23 contains 4504 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2835 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263144.000000 Penalty: 54191.679688 Iteration 72Q: 28 clusters Score -2.226314e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18486 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3789 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11375 members Mstep: Class 8 contains 36099 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5509 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17398 members Mstep: Class 22 contains 71354 members Mstep: Class 23 contains 4501 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2835 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263158.000000 Penalty: 54191.679688 Iteration 73Q: 28 clusters Score -2.226316e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18484 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3789 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11376 members Mstep: Class 8 contains 36106 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5509 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17394 members Mstep: Class 22 contains 71358 members Mstep: Class 23 contains 4494 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263160.000000 Penalty: 54191.679688 Iteration 74Q: 28 clusters Score -2.226316e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18482 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3789 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11376 members Mstep: Class 8 contains 36116 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5509 members Mstep: Class 18 contains 3625 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17390 members Mstep: Class 22 contains 71363 members Mstep: Class 23 contains 4484 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263142.000000 Penalty: 54191.679688 Iteration 75Q: 28 clusters Score -2.226314e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18480 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3789 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11377 members Mstep: Class 8 contains 36119 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5508 members Mstep: Class 18 contains 3627 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17386 members Mstep: Class 22 contains 71367 members Mstep: Class 23 contains 4479 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2839 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263164.000000 Penalty: 54191.679688 Iteration 76Q: 28 clusters Score -2.226316e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3788 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11379 members Mstep: Class 8 contains 36125 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5509 members Mstep: Class 18 contains 3630 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17383 members Mstep: Class 22 contains 71371 members Mstep: Class 23 contains 4470 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2838 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263160.000000 Penalty: 54191.679688 Iteration 77Q: 28 clusters Score -2.226316e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3788 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11380 members Mstep: Class 8 contains 36130 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5512 members Mstep: Class 18 contains 3632 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4847 members Mstep: Class 21 contains 17380 members Mstep: Class 22 contains 71372 members Mstep: Class 23 contains 4463 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263160.000000 Penalty: 54191.679688 Iteration 78Q: 28 clusters Score -2.226316e+07 nChanged 14 Entering ConstructFrom: Score: -22263160.000000 Penalty: 54191.679688 Entering ConstructFrom: Trying to split cluster 1 (18478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18478 members Entering Unmasked Estep Score: -1856812.125000 Penalty: 1596.454590 Iteration 0F: 2 clusters Score -1856812 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Mstep: Class 2 contains 9240 members Entering Unmasked Estep Score: -1844254.625000 Penalty: 3192.909180 Iteration 0F: 3 clusters Score -1844255 nChanged 8256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 9246 members Entering Unmasked Estep Score: -1848943.000000 Penalty: 3192.909180 Iteration 1F: 3 clusters Score -1848943 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9143 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -1849546.250000 Penalty: 3192.909180 Iteration 2F: 3 clusters Score -1849546 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -1850172.125000 Penalty: 3192.909180 Iteration 3F: 3 clusters Score -1850172 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8820 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -1850829.625000 Penalty: 3192.909180 Iteration 4F: 3 clusters Score -1850830 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -1851427.750000 Penalty: 3192.909180 Iteration 5F: 3 clusters Score -1851428 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -1851979.250000 Penalty: 3192.909180 Iteration 6F: 3 clusters Score -1851979 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -1852487.375000 Penalty: 3192.909180 Iteration 7Q: 3 clusters Score -1852487 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8210 members Mstep: Class 2 contains 10268 members Entering Unmasked Estep Score: -1852906.500000 Penalty: 3192.909180 Iteration 8Q: 3 clusters Score -1852906 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 10377 members Entering Unmasked Estep Score: -1853172.000000 Penalty: 3192.909180 Iteration 9Q: 3 clusters Score -1853172 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -1853347.375000 Penalty: 3192.909180 Iteration 10Q: 3 clusters Score -1853347 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7936 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -1853471.750000 Penalty: 3192.909180 Iteration 11Q: 3 clusters Score -1853472 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 10621 members Entering Unmasked Estep Score: -1853572.250000 Penalty: 3192.909180 Iteration 12Q: 3 clusters Score -1853572 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7758 members Mstep: Class 2 contains 10720 members Entering Unmasked Estep Score: -1853672.000000 Penalty: 3192.909180 Iteration 13Q: 3 clusters Score -1853672 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 10818 members Entering Unmasked Estep Score: -1853766.000000 Penalty: 3192.909180 Iteration 14Q: 3 clusters Score -1853766 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7555 members Mstep: Class 2 contains 10923 members Entering Unmasked Estep Score: -1853879.000000 Penalty: 3192.909180 Iteration 15Q: 3 clusters Score -1853879 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 11035 members Entering Unmasked Estep Score: -1853998.125000 Penalty: 3192.909180 Iteration 16Q: 3 clusters Score -1853998 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 11139 members Entering Unmasked Estep Score: -1854126.000000 Penalty: 3192.909180 Iteration 17Q: 3 clusters Score -1854126 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 11218 members Entering Unmasked Estep Score: -1854232.875000 Penalty: 3192.909180 Iteration 18Q: 3 clusters Score -1854233 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 11284 members Entering Unmasked Estep Score: -1854339.625000 Penalty: 3192.909180 Iteration 19Q: 3 clusters Score -1854340 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 11351 members Entering Unmasked Estep Score: -1854430.625000 Penalty: 3192.909180 Iteration 20F: 3 clusters Score -1854431 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 11421 members Entering Unmasked Estep Score: -1854519.625000 Penalty: 3192.909180 Iteration 21Q: 3 clusters Score -1854520 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 11488 members Entering Unmasked Estep Score: -1854603.625000 Penalty: 3192.909180 Iteration 22Q: 3 clusters Score -1854604 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -1854681.000000 Penalty: 3192.909180 Iteration 23Q: 3 clusters Score -1854681 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1854757.125000 Penalty: 3192.909180 Iteration 24Q: 3 clusters Score -1854757 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 11748 members Entering Unmasked Estep Score: -1854820.375000 Penalty: 3192.909180 Iteration 25Q: 3 clusters Score -1854820 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -1854870.875000 Penalty: 3192.909180 Iteration 26Q: 3 clusters Score -1854871 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6522 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -1854923.375000 Penalty: 3192.909180 Iteration 27Q: 3 clusters Score -1854923 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 12044 members Entering Unmasked Estep Score: -1854953.375000 Penalty: 3192.909180 Iteration 28Q: 3 clusters Score -1854953 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -1854995.500000 Penalty: 3192.909180 Iteration 29Q: 3 clusters Score -1854996 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -1855026.750000 Penalty: 3192.909180 Iteration 30Q: 3 clusters Score -1855027 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 12309 members Entering Unmasked Estep Score: -1855058.000000 Penalty: 3192.909180 Iteration 31Q: 3 clusters Score -1855058 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 12404 members Entering Unmasked Estep Score: -1855099.125000 Penalty: 3192.909180 Iteration 32Q: 3 clusters Score -1855099 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -1855141.125000 Penalty: 3192.909180 Iteration 33Q: 3 clusters Score -1855141 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5900 members Mstep: Class 2 contains 12578 members Entering Unmasked Estep Score: -1855166.875000 Penalty: 3192.909180 Iteration 34Q: 3 clusters Score -1855167 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 12683 members Entering Unmasked Estep Score: -1855194.500000 Penalty: 3192.909180 Iteration 35Q: 3 clusters Score -1855194 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 12807 members Entering Unmasked Estep Score: -1855240.250000 Penalty: 3192.909180 Iteration 36Q: 3 clusters Score -1855240 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 12918 members Entering Unmasked Estep Score: -1855275.125000 Penalty: 3192.909180 Iteration 37Q: 3 clusters Score -1855275 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 13006 members Entering Unmasked Estep Score: -1855292.625000 Penalty: 3192.909180 Iteration 38Q: 3 clusters Score -1855293 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 13071 members Entering Unmasked Estep Score: -1855304.000000 Penalty: 3192.909180 Iteration 39Q: 3 clusters Score -1855304 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 13130 members Entering Unmasked Estep Score: -1855320.125000 Penalty: 3192.909180 Iteration 40F: 3 clusters Score -1855320 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 13184 members Entering Unmasked Estep Score: -1855330.250000 Penalty: 3192.909180 Iteration 41Q: 3 clusters Score -1855330 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 13239 members Entering Unmasked Estep Score: -1855337.625000 Penalty: 3192.909180 Iteration 42Q: 3 clusters Score -1855338 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 13295 members Entering Unmasked Estep Score: -1855347.625000 Penalty: 3192.909180 Iteration 43Q: 3 clusters Score -1855348 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 13353 members Entering Unmasked Estep Score: -1855355.000000 Penalty: 3192.909180 Iteration 44Q: 3 clusters Score -1855355 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 13413 members Entering Unmasked Estep Score: -1855367.375000 Penalty: 3192.909180 Iteration 45Q: 3 clusters Score -1855367 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 13468 members Entering Unmasked Estep Score: -1855381.750000 Penalty: 3192.909180 Iteration 46Q: 3 clusters Score -1855382 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 13501 members Entering Unmasked Estep Score: -1855389.000000 Penalty: 3192.909180 Iteration 47Q: 3 clusters Score -1855389 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 13544 members Entering Unmasked Estep Score: -1855394.500000 Penalty: 3192.909180 Iteration 48Q: 3 clusters Score -1855394 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 13578 members Entering Unmasked Estep Score: -1855398.750000 Penalty: 3192.909180 Iteration 49Q: 3 clusters Score -1855399 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -1855410.500000 Penalty: 3192.909180 Iteration 50Q: 3 clusters Score -1855410 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 13662 members Entering Unmasked Estep Score: -1855413.375000 Penalty: 3192.909180 Iteration 51Q: 3 clusters Score -1855413 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 13698 members Entering Unmasked Estep Score: -1855416.125000 Penalty: 3192.909180 Iteration 52Q: 3 clusters Score -1855416 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 13729 members Entering Unmasked Estep Score: -1855424.250000 Penalty: 3192.909180 Iteration 53Q: 3 clusters Score -1855424 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 13771 members Entering Unmasked Estep Score: -1855433.375000 Penalty: 3192.909180 Iteration 54Q: 3 clusters Score -1855433 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 13808 members Entering Unmasked Estep Score: -1855438.625000 Penalty: 3192.909180 Iteration 55Q: 3 clusters Score -1855439 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 13853 members Entering Unmasked Estep Score: -1855442.750000 Penalty: 3192.909180 Iteration 56Q: 3 clusters Score -1855443 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 13896 members Entering Unmasked Estep Score: -1855448.250000 Penalty: 3192.909180 Iteration 57Q: 3 clusters Score -1855448 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 13945 members Entering Unmasked Estep Score: -1855462.750000 Penalty: 3192.909180 Iteration 58Q: 3 clusters Score -1855463 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 14000 members Entering Unmasked Estep Score: -1855478.875000 Penalty: 3192.909180 Iteration 59Q: 3 clusters Score -1855479 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 14054 members Entering Unmasked Estep Score: -1855491.625000 Penalty: 3192.909180 Iteration 60F: 3 clusters Score -1855492 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 14103 members Entering Unmasked Estep Score: -1855498.500000 Penalty: 3192.909180 Iteration 61Q: 3 clusters Score -1855498 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 14153 members Entering Unmasked Estep Score: -1855500.500000 Penalty: 3192.909180 Iteration 62Q: 3 clusters Score -1855500 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 14204 members Entering Unmasked Estep Score: -1855513.250000 Penalty: 3192.909180 Iteration 63Q: 3 clusters Score -1855513 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 14252 members Entering Unmasked Estep Score: -1855523.875000 Penalty: 3192.909180 Iteration 64Q: 3 clusters Score -1855524 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -1855524.625000 Penalty: 3192.909180 Iteration 65Q: 3 clusters Score -1855525 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 14337 members Entering Unmasked Estep Score: -1855530.000000 Penalty: 3192.909180 Iteration 66Q: 3 clusters Score -1855530 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 14374 members Entering Unmasked Estep Score: -1855535.875000 Penalty: 3192.909180 Iteration 67Q: 3 clusters Score -1855536 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 14410 members Entering Unmasked Estep Score: -1855539.750000 Penalty: 3192.909180 Iteration 68Q: 3 clusters Score -1855540 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 14452 members Entering Unmasked Estep Score: -1855547.000000 Penalty: 3192.909180 Iteration 69Q: 3 clusters Score -1855547 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 14488 members Entering Unmasked Estep Score: -1855552.375000 Penalty: 3192.909180 Iteration 70Q: 3 clusters Score -1855552 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 14515 members Entering Unmasked Estep Score: -1855558.000000 Penalty: 3192.909180 Iteration 71Q: 3 clusters Score -1855558 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 14543 members Entering Unmasked Estep Score: -1855565.750000 Penalty: 3192.909180 Iteration 72Q: 3 clusters Score -1855566 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 14575 members Entering Unmasked Estep Score: -1855568.625000 Penalty: 3192.909180 Iteration 73Q: 3 clusters Score -1855569 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 14603 members Entering Unmasked Estep Score: -1855567.250000 Penalty: 3192.909180 Iteration 74Q: 3 clusters Score -1855567 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 14629 members Entering Unmasked Estep Score: -1855570.375000 Penalty: 3192.909180 Iteration 75Q: 3 clusters Score -1855570 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 14649 members Entering Unmasked Estep Score: -1855572.250000 Penalty: 3192.909180 Iteration 76Q: 3 clusters Score -1855572 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 14671 members Entering Unmasked Estep Score: -1855575.000000 Penalty: 3192.909180 Iteration 77Q: 3 clusters Score -1855575 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -1855576.000000 Penalty: 3192.909180 Iteration 78Q: 3 clusters Score -1855576 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 14706 members Entering Unmasked Estep Score: -1855576.375000 Penalty: 3192.909180 Iteration 79Q: 3 clusters Score -1855576 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 14731 members Entering Unmasked Estep Score: -1855581.000000 Penalty: 3192.909180 Iteration 80F: 3 clusters Score -1855581 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 14756 members Entering Unmasked Estep Score: -1855582.000000 Penalty: 3192.909180 Iteration 81Q: 3 clusters Score -1855582 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 14771 members Entering Unmasked Estep Score: -1855583.125000 Penalty: 3192.909180 Iteration 82Q: 3 clusters Score -1855583 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 14787 members Entering Unmasked Estep Score: -1855588.000000 Penalty: 3192.909180 Iteration 83Q: 3 clusters Score -1855588 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 14804 members Entering Unmasked Estep Score: -1855590.750000 Penalty: 3192.909180 Iteration 84Q: 3 clusters Score -1855591 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 14816 members Entering Unmasked Estep Score: -1855593.375000 Penalty: 3192.909180 Iteration 85Q: 3 clusters Score -1855593 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 14831 members Entering Unmasked Estep Score: -1855593.750000 Penalty: 3192.909180 Iteration 86Q: 3 clusters Score -1855594 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 14845 members Entering Unmasked Estep Score: -1855595.125000 Penalty: 3192.909180 Iteration 87Q: 3 clusters Score -1855595 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 14859 members Entering Unmasked Estep Score: -1855597.500000 Penalty: 3192.909180 Iteration 88Q: 3 clusters Score -1855598 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 14869 members Entering Unmasked Estep Score: -1855598.500000 Penalty: 3192.909180 Iteration 89Q: 3 clusters Score -1855598 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 14877 members Entering Unmasked Estep Score: -1855601.125000 Penalty: 3192.909180 Iteration 90Q: 3 clusters Score -1855601 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 14885 members Entering Unmasked Estep Score: -1855597.750000 Penalty: 3192.909180 Iteration 91Q: 3 clusters Score -1855598 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 14892 members Entering Unmasked Estep Score: -1855599.750000 Penalty: 3192.909180 Iteration 92Q: 3 clusters Score -1855600 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 14896 members Entering Unmasked Estep Score: -1855600.000000 Penalty: 3192.909180 Iteration 93Q: 3 clusters Score -1855600 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 14901 members Entering Unmasked Estep Score: -1855599.250000 Penalty: 3192.909180 Iteration 94Q: 3 clusters Score -1855599 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 14907 members Entering Unmasked Estep Score: -1855600.250000 Penalty: 3192.909180 Iteration 95Q: 3 clusters Score -1855600 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 14915 members Entering Unmasked Estep Score: -1855604.875000 Penalty: 3192.909180 Iteration 96Q: 3 clusters Score -1855605 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 14927 members Entering Unmasked Estep Score: -1855606.000000 Penalty: 3192.909180 Iteration 97Q: 3 clusters Score -1855606 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 14939 members Entering Unmasked Estep Score: -1855599.875000 Penalty: 3192.909180 Iteration 98Q: 3 clusters Score -1855600 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 14952 members Entering Unmasked Estep Score: -1855602.500000 Penalty: 3192.909180 Iteration 99Q: 3 clusters Score -1855602 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 14964 members Entering Unmasked Estep Score: -1855602.000000 Penalty: 3192.909180 Iteration 100F: 3 clusters Score -1855602 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 14979 members Entering Unmasked Estep Score: -1855606.250000 Penalty: 3192.909180 Iteration 101Q: 3 clusters Score -1855606 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 14989 members Entering Unmasked Estep Score: -1855604.750000 Penalty: 3192.909180 Iteration 102Q: 3 clusters Score -1855605 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -1855609.125000 Penalty: 3192.909180 Iteration 103Q: 3 clusters Score -1855609 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -1855608.875000 Penalty: 3192.909180 Iteration 104Q: 3 clusters Score -1855609 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 15016 members Entering Unmasked Estep Score: -1855611.875000 Penalty: 3192.909180 Iteration 105Q: 3 clusters Score -1855612 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 15025 members Entering Unmasked Estep Score: -1855611.750000 Penalty: 3192.909180 Iteration 106Q: 3 clusters Score -1855612 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 15030 members Entering Unmasked Estep Score: -1855613.000000 Penalty: 3192.909180 Iteration 107Q: 3 clusters Score -1855613 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -1855611.000000 Penalty: 3192.909180 Iteration 108Q: 3 clusters Score -1855611 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 15042 members Entering Unmasked Estep Score: -1855611.625000 Penalty: 3192.909180 Iteration 109Q: 3 clusters Score -1855612 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 15048 members Entering Unmasked Estep Score: -1855611.125000 Penalty: 3192.909180 Iteration 110Q: 3 clusters Score -1855611 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 15052 members Entering Unmasked Estep Score: -1855609.875000 Penalty: 3192.909180 Iteration 111Q: 3 clusters Score -1855610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 15055 members Entering Unmasked Estep Score: -1855611.000000 Penalty: 3192.909180 Iteration 112Q: 3 clusters Score -1855611 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 15055 members Entering Unmasked Estep Score: -1855611.000000 Penalty: 3192.909180 Iteration 113F: 3 clusters Score -1855611 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Entering Unmasked Estep Score: -139997.921875 Penalty: 1184.339722 Iteration 0F: 2 clusters Score -139997.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -138245.468750 Penalty: 2368.679443 Iteration 0F: 3 clusters Score -138245.5 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -138602.281250 Penalty: 2368.679443 Iteration 1F: 3 clusters Score -138602.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -138711.578125 Penalty: 2368.679443 Iteration 2F: 3 clusters Score -138711.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -138770.437500 Penalty: 2368.679443 Iteration 3F: 3 clusters Score -138770.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -138803.531250 Penalty: 2368.679443 Iteration 4Q: 3 clusters Score -138803.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -138829.859375 Penalty: 2368.679443 Iteration 5Q: 3 clusters Score -138829.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -138848.484375 Penalty: 2368.679443 Iteration 6Q: 3 clusters Score -138848.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -138861.765625 Penalty: 2368.679443 Iteration 7Q: 3 clusters Score -138861.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -138871.875000 Penalty: 2368.679443 Iteration 8Q: 3 clusters Score -138871.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -138879.406250 Penalty: 2368.679443 Iteration 9Q: 3 clusters Score -138879.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -138883.968750 Penalty: 2368.679443 Iteration 10Q: 3 clusters Score -138884 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -138886.875000 Penalty: 2368.679443 Iteration 11Q: 3 clusters Score -138886.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -138891.312500 Penalty: 2368.679443 Iteration 12Q: 3 clusters Score -138891.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -138898.109375 Penalty: 2368.679443 Iteration 13Q: 3 clusters Score -138898.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -138904.375000 Penalty: 2368.679443 Iteration 14Q: 3 clusters Score -138904.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -138914.453125 Penalty: 2368.679443 Iteration 15Q: 3 clusters Score -138914.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -138930.781250 Penalty: 2368.679443 Iteration 16Q: 3 clusters Score -138930.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -138979.828125 Penalty: 2368.679443 Iteration 17Q: 3 clusters Score -138979.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -139037.562500 Penalty: 2368.679443 Iteration 18Q: 3 clusters Score -139037.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -139119.312500 Penalty: 2368.679443 Iteration 19Q: 3 clusters Score -139119.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -139232.531250 Penalty: 2368.679443 Iteration 20F: 3 clusters Score -139232.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -139338.546875 Penalty: 2368.679443 Iteration 21Q: 3 clusters Score -139338.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -139415.953125 Penalty: 2368.679443 Iteration 22Q: 3 clusters Score -139416 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -139481.343750 Penalty: 2368.679443 Iteration 23Q: 3 clusters Score -139481.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -139551.187500 Penalty: 2368.679443 Iteration 24Q: 3 clusters Score -139551.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -139617.890625 Penalty: 2368.679443 Iteration 25Q: 3 clusters Score -139617.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -139685.781250 Penalty: 2368.679443 Iteration 26Q: 3 clusters Score -139685.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -139735.843750 Penalty: 2368.679443 Iteration 27Q: 3 clusters Score -139735.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -139770.453125 Penalty: 2368.679443 Iteration 28Q: 3 clusters Score -139770.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -139785.921875 Penalty: 2368.679443 Iteration 29Q: 3 clusters Score -139785.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -139794.453125 Penalty: 2368.679443 Iteration 30Q: 3 clusters Score -139794.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -139799.015625 Penalty: 2368.679443 Iteration 31Q: 3 clusters Score -139799 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -139800.265625 Penalty: 2368.679443 Iteration 32Q: 3 clusters Score -139800.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -139801.312500 Penalty: 2368.679443 Iteration 33Q: 3 clusters Score -139801.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -139802.015625 Penalty: 2368.679443 Iteration 34Q: 3 clusters Score -139802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -139802.953125 Penalty: 2368.679443 Iteration 35Q: 3 clusters Score -139803 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -139804.718750 Penalty: 2368.679443 Iteration 36Q: 3 clusters Score -139804.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -139807.843750 Penalty: 2368.679443 Iteration 37Q: 3 clusters Score -139807.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -139809.968750 Penalty: 2368.679443 Iteration 38Q: 3 clusters Score -139810 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -139809.968750 Penalty: 2368.679443 Iteration 39F: 3 clusters Score -139810 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Entering Unmasked Estep Score: -347513.531250 Penalty: 1338.933960 Iteration 0F: 2 clusters Score -347513.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -344355.343750 Penalty: 2677.867920 Iteration 0F: 3 clusters Score -344355.3 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -345159.500000 Penalty: 2677.867920 Iteration 1F: 3 clusters Score -345159.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -345392.531250 Penalty: 2677.867920 Iteration 2F: 3 clusters Score -345392.5 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -345679.875000 Penalty: 2677.867920 Iteration 3F: 3 clusters Score -345679.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -346058.281250 Penalty: 2677.867920 Iteration 4F: 3 clusters Score -346058.3 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -346494.562500 Penalty: 2677.867920 Iteration 5F: 3 clusters Score -346494.6 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -346887.906250 Penalty: 2677.867920 Iteration 6F: 3 clusters Score -346887.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -347131.312500 Penalty: 2677.867920 Iteration 7F: 3 clusters Score -347131.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -347273.812500 Penalty: 2677.867920 Iteration 8Q: 3 clusters Score -347273.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -347327.562500 Penalty: 2677.867920 Iteration 9Q: 3 clusters Score -347327.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -347349.468750 Penalty: 2677.867920 Iteration 10Q: 3 clusters Score -347349.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -347367.937500 Penalty: 2677.867920 Iteration 11Q: 3 clusters Score -347367.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -347384.250000 Penalty: 2677.867920 Iteration 12Q: 3 clusters Score -347384.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -347396.281250 Penalty: 2677.867920 Iteration 13Q: 3 clusters Score -347396.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -347403.062500 Penalty: 2677.867920 Iteration 14Q: 3 clusters Score -347403.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -347409.000000 Penalty: 2677.867920 Iteration 15Q: 3 clusters Score -347409 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -347412.093750 Penalty: 2677.867920 Iteration 16Q: 3 clusters Score -347412.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -347415.093750 Penalty: 2677.867920 Iteration 17Q: 3 clusters Score -347415.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -347418.281250 Penalty: 2677.867920 Iteration 18Q: 3 clusters Score -347418.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -347419.937500 Penalty: 2677.867920 Iteration 19Q: 3 clusters Score -347419.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -347420.343750 Penalty: 2677.867920 Iteration 20F: 3 clusters Score -347420.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Entering Unmasked Estep Score: -116656.273438 Penalty: 1152.543213 Iteration 0F: 2 clusters Score -116656.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -115080.617188 Penalty: 2305.086426 Iteration 0F: 3 clusters Score -115080.6 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -115426.460938 Penalty: 2305.086426 Iteration 1F: 3 clusters Score -115426.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -115531.671875 Penalty: 2305.086426 Iteration 2F: 3 clusters Score -115531.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -115586.132812 Penalty: 2305.086426 Iteration 3Q: 3 clusters Score -115586.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -115638.601562 Penalty: 2305.086426 Iteration 4Q: 3 clusters Score -115638.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -115692.781250 Penalty: 2305.086426 Iteration 5Q: 3 clusters Score -115692.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -115756.609375 Penalty: 2305.086426 Iteration 6Q: 3 clusters Score -115756.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -115804.187500 Penalty: 2305.086426 Iteration 7Q: 3 clusters Score -115804.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -115850.445312 Penalty: 2305.086426 Iteration 8Q: 3 clusters Score -115850.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -115888.531250 Penalty: 2305.086426 Iteration 9Q: 3 clusters Score -115888.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -115918.218750 Penalty: 2305.086426 Iteration 10Q: 3 clusters Score -115918.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -115941.062500 Penalty: 2305.086426 Iteration 11Q: 3 clusters Score -115941.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -115956.695312 Penalty: 2305.086426 Iteration 12Q: 3 clusters Score -115956.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -115969.015625 Penalty: 2305.086426 Iteration 13Q: 3 clusters Score -115969 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -115977.437500 Penalty: 2305.086426 Iteration 14Q: 3 clusters Score -115977.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -115988.226562 Penalty: 2305.086426 Iteration 15Q: 3 clusters Score -115988.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -115992.742188 Penalty: 2305.086426 Iteration 16Q: 3 clusters Score -115992.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -115997.695312 Penalty: 2305.086426 Iteration 17Q: 3 clusters Score -115997.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -116001.851562 Penalty: 2305.086426 Iteration 18Q: 3 clusters Score -116001.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -116006.304688 Penalty: 2305.086426 Iteration 19Q: 3 clusters Score -116006.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -116014.445312 Penalty: 2305.086426 Iteration 20F: 3 clusters Score -116014.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -116025.664062 Penalty: 2305.086426 Iteration 21Q: 3 clusters Score -116025.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -116051.531250 Penalty: 2305.086426 Iteration 22Q: 3 clusters Score -116051.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -116066.484375 Penalty: 2305.086426 Iteration 23Q: 3 clusters Score -116066.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -116069.148438 Penalty: 2305.086426 Iteration 24Q: 3 clusters Score -116069.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -116072.250000 Penalty: 2305.086426 Iteration 25Q: 3 clusters Score -116072.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -116074.914062 Penalty: 2305.086426 Iteration 26Q: 3 clusters Score -116074.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -116075.539062 Penalty: 2305.086426 Iteration 27Q: 3 clusters Score -116075.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -116075.539062 Penalty: 2305.086426 Iteration 28F: 3 clusters Score -116075.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Entering Unmasked Estep Score: -252307.687500 Penalty: 1277.468018 Iteration 0F: 2 clusters Score -252307.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -249866.984375 Penalty: 2554.936035 Iteration 0F: 3 clusters Score -249867 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -250438.828125 Penalty: 2554.936035 Iteration 1F: 3 clusters Score -250438.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -250597.203125 Penalty: 2554.936035 Iteration 2F: 3 clusters Score -250597.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -250676.828125 Penalty: 2554.936035 Iteration 3F: 3 clusters Score -250676.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -250748.593750 Penalty: 2554.936035 Iteration 4Q: 3 clusters Score -250748.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -250818.171875 Penalty: 2554.936035 Iteration 5Q: 3 clusters Score -250818.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -250879.046875 Penalty: 2554.936035 Iteration 6Q: 3 clusters Score -250879 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -250937.312500 Penalty: 2554.936035 Iteration 7Q: 3 clusters Score -250937.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -250990.359375 Penalty: 2554.936035 Iteration 8Q: 3 clusters Score -250990.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -251027.093750 Penalty: 2554.936035 Iteration 9Q: 3 clusters Score -251027.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -251047.312500 Penalty: 2554.936035 Iteration 10Q: 3 clusters Score -251047.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -251069.703125 Penalty: 2554.936035 Iteration 11Q: 3 clusters Score -251069.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -251100.406250 Penalty: 2554.936035 Iteration 12Q: 3 clusters Score -251100.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -251117.515625 Penalty: 2554.936035 Iteration 13Q: 3 clusters Score -251117.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -251133.562500 Penalty: 2554.936035 Iteration 14Q: 3 clusters Score -251133.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -251150.171875 Penalty: 2554.936035 Iteration 15Q: 3 clusters Score -251150.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -251169.437500 Penalty: 2554.936035 Iteration 16Q: 3 clusters Score -251169.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -251193.906250 Penalty: 2554.936035 Iteration 17Q: 3 clusters Score -251193.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -251222.578125 Penalty: 2554.936035 Iteration 18Q: 3 clusters Score -251222.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -251251.265625 Penalty: 2554.936035 Iteration 19Q: 3 clusters Score -251251.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -251285.671875 Penalty: 2554.936035 Iteration 20F: 3 clusters Score -251285.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -251312.609375 Penalty: 2554.936035 Iteration 21Q: 3 clusters Score -251312.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -251332.843750 Penalty: 2554.936035 Iteration 22Q: 3 clusters Score -251332.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -251351.843750 Penalty: 2554.936035 Iteration 23Q: 3 clusters Score -251351.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -251367.625000 Penalty: 2554.936035 Iteration 24Q: 3 clusters Score -251367.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -251384.218750 Penalty: 2554.936035 Iteration 25Q: 3 clusters Score -251384.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -251393.265625 Penalty: 2554.936035 Iteration 26Q: 3 clusters Score -251393.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -251397.234375 Penalty: 2554.936035 Iteration 27Q: 3 clusters Score -251397.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -251402.515625 Penalty: 2554.936035 Iteration 28Q: 3 clusters Score -251402.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -251409.296875 Penalty: 2554.936035 Iteration 29Q: 3 clusters Score -251409.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -251412.015625 Penalty: 2554.936035 Iteration 30Q: 3 clusters Score -251412 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -251414.015625 Penalty: 2554.936035 Iteration 31Q: 3 clusters Score -251414 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -251416.187500 Penalty: 2554.936035 Iteration 32Q: 3 clusters Score -251416.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -251421.031250 Penalty: 2554.936035 Iteration 33Q: 3 clusters Score -251421 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -251436.937500 Penalty: 2554.936035 Iteration 34Q: 3 clusters Score -251436.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -251453.359375 Penalty: 2554.936035 Iteration 35Q: 3 clusters Score -251453.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -251469.234375 Penalty: 2554.936035 Iteration 36Q: 3 clusters Score -251469.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -251481.078125 Penalty: 2554.936035 Iteration 37Q: 3 clusters Score -251481.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -251490.500000 Penalty: 2554.936035 Iteration 38Q: 3 clusters Score -251490.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -251492.937500 Penalty: 2554.936035 Iteration 39Q: 3 clusters Score -251492.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -251495.156250 Penalty: 2554.936035 Iteration 40F: 3 clusters Score -251495.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -251496.109375 Penalty: 2554.936035 Iteration 41Q: 3 clusters Score -251496.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -251496.593750 Penalty: 2554.936035 Iteration 42Q: 3 clusters Score -251496.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -251496.890625 Penalty: 2554.936035 Iteration 43Q: 3 clusters Score -251496.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -251498.203125 Penalty: 2554.936035 Iteration 44Q: 3 clusters Score -251498.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -251498.953125 Penalty: 2554.936035 Iteration 45Q: 3 clusters Score -251499 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -251498.968750 Penalty: 2554.936035 Iteration 46Q: 3 clusters Score -251499 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -251498.968750 Penalty: 2554.936035 Iteration 47F: 3 clusters Score -251499 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Entering Unmasked Estep Score: -106955.078125 Penalty: 1141.216064 Iteration 0F: 2 clusters Score -106955.1 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 579 members Entering Unmasked Estep Score: -105549.804688 Penalty: 2282.432129 Iteration 0F: 3 clusters Score -105549.8 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -106051.437500 Penalty: 2282.432129 Iteration 1F: 3 clusters Score -106051.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -106215.335938 Penalty: 2282.432129 Iteration 2F: 3 clusters Score -106215.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -106319.109375 Penalty: 2282.432129 Iteration 3F: 3 clusters Score -106319.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -106402.140625 Penalty: 2282.432129 Iteration 4Q: 3 clusters Score -106402.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -106459.039062 Penalty: 2282.432129 Iteration 5Q: 3 clusters Score -106459 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -106490.570312 Penalty: 2282.432129 Iteration 6Q: 3 clusters Score -106490.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -106508.359375 Penalty: 2282.432129 Iteration 7Q: 3 clusters Score -106508.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -106514.320312 Penalty: 2282.432129 Iteration 8Q: 3 clusters Score -106514.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -106516.492188 Penalty: 2282.432129 Iteration 9Q: 3 clusters Score -106516.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -106517.593750 Penalty: 2282.432129 Iteration 10Q: 3 clusters Score -106517.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -106521.539062 Penalty: 2282.432129 Iteration 11Q: 3 clusters Score -106521.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -106522.476562 Penalty: 2282.432129 Iteration 12Q: 3 clusters Score -106522.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -106522.476562 Penalty: 2282.432129 Iteration 13F: 3 clusters Score -106522.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (11380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Entering Unmasked Estep Score: -1155224.250000 Penalty: 1517.687134 Iteration 0F: 2 clusters Score -1155224 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1147242.000000 Penalty: 3035.374268 Iteration 0F: 3 clusters Score -1147242 nChanged 4920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -1149843.875000 Penalty: 3035.374268 Iteration 1F: 3 clusters Score -1149844 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -1150105.125000 Penalty: 3035.374268 Iteration 2F: 3 clusters Score -1150105 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -1150323.500000 Penalty: 3035.374268 Iteration 3Q: 3 clusters Score -1150324 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -1150502.500000 Penalty: 3035.374268 Iteration 4Q: 3 clusters Score -1150502 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -1150675.125000 Penalty: 3035.374268 Iteration 5Q: 3 clusters Score -1150675 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -1150850.500000 Penalty: 3035.374268 Iteration 6Q: 3 clusters Score -1150850 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -1151054.125000 Penalty: 3035.374268 Iteration 7Q: 3 clusters Score -1151054 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -1151289.750000 Penalty: 3035.374268 Iteration 8Q: 3 clusters Score -1151290 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -1151541.500000 Penalty: 3035.374268 Iteration 9Q: 3 clusters Score -1151542 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -1151825.625000 Penalty: 3035.374268 Iteration 10Q: 3 clusters Score -1151826 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 8448 members Entering Unmasked Estep Score: -1152144.000000 Penalty: 3035.374268 Iteration 11Q: 3 clusters Score -1152144 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -1152478.125000 Penalty: 3035.374268 Iteration 12Q: 3 clusters Score -1152478 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 9059 members Entering Unmasked Estep Score: -1152756.000000 Penalty: 3035.374268 Iteration 13Q: 3 clusters Score -1152756 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 9259 members Entering Unmasked Estep Score: -1152994.625000 Penalty: 3035.374268 Iteration 14Q: 3 clusters Score -1152995 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 9413 members Entering Unmasked Estep Score: -1153184.000000 Penalty: 3035.374268 Iteration 15Q: 3 clusters Score -1153184 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -1153311.625000 Penalty: 3035.374268 Iteration 16Q: 3 clusters Score -1153312 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 9581 members Entering Unmasked Estep Score: -1153396.250000 Penalty: 3035.374268 Iteration 17Q: 3 clusters Score -1153396 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 9660 members Entering Unmasked Estep Score: -1153473.250000 Penalty: 3035.374268 Iteration 18Q: 3 clusters Score -1153473 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 9730 members Entering Unmasked Estep Score: -1153533.125000 Penalty: 3035.374268 Iteration 19Q: 3 clusters Score -1153533 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -1153584.375000 Penalty: 3035.374268 Iteration 20F: 3 clusters Score -1153584 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 9848 members Entering Unmasked Estep Score: -1153621.125000 Penalty: 3035.374268 Iteration 21Q: 3 clusters Score -1153621 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 9888 members Entering Unmasked Estep Score: -1153656.250000 Penalty: 3035.374268 Iteration 22Q: 3 clusters Score -1153656 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 9928 members Entering Unmasked Estep Score: -1153688.125000 Penalty: 3035.374268 Iteration 23Q: 3 clusters Score -1153688 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -1153713.750000 Penalty: 3035.374268 Iteration 24Q: 3 clusters Score -1153714 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 9999 members Entering Unmasked Estep Score: -1153738.875000 Penalty: 3035.374268 Iteration 25Q: 3 clusters Score -1153739 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 10032 members Entering Unmasked Estep Score: -1153753.375000 Penalty: 3035.374268 Iteration 26Q: 3 clusters Score -1153753 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 10055 members Entering Unmasked Estep Score: -1153766.000000 Penalty: 3035.374268 Iteration 27Q: 3 clusters Score -1153766 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -1153779.875000 Penalty: 3035.374268 Iteration 28Q: 3 clusters Score -1153780 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 10090 members Entering Unmasked Estep Score: -1153784.000000 Penalty: 3035.374268 Iteration 29Q: 3 clusters Score -1153784 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 10099 members Entering Unmasked Estep Score: -1153784.375000 Penalty: 3035.374268 Iteration 30Q: 3 clusters Score -1153784 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 10104 members Entering Unmasked Estep Score: -1153784.625000 Penalty: 3035.374268 Iteration 31Q: 3 clusters Score -1153785 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 10109 members Entering Unmasked Estep Score: -1153785.875000 Penalty: 3035.374268 Iteration 32Q: 3 clusters Score -1153786 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 10115 members Entering Unmasked Estep Score: -1153789.500000 Penalty: 3035.374268 Iteration 33Q: 3 clusters Score -1153790 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 10117 members Entering Unmasked Estep Score: -1153790.750000 Penalty: 3035.374268 Iteration 34Q: 3 clusters Score -1153791 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 10118 members Entering Unmasked Estep Score: -1153791.875000 Penalty: 3035.374268 Iteration 35Q: 3 clusters Score -1153792 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 10117 members Entering Unmasked Estep Score: -1153793.625000 Penalty: 3035.374268 Iteration 36Q: 3 clusters Score -1153794 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -1153796.250000 Penalty: 3035.374268 Iteration 37Q: 3 clusters Score -1153796 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 10129 members Entering Unmasked Estep Score: -1153800.125000 Penalty: 3035.374268 Iteration 38Q: 3 clusters Score -1153800 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 10134 members Entering Unmasked Estep Score: -1153802.500000 Penalty: 3035.374268 Iteration 39Q: 3 clusters Score -1153802 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 10143 members Entering Unmasked Estep Score: -1153806.750000 Penalty: 3035.374268 Iteration 40F: 3 clusters Score -1153807 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 10154 members Entering Unmasked Estep Score: -1153808.125000 Penalty: 3035.374268 Iteration 41Q: 3 clusters Score -1153808 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -1153810.000000 Penalty: 3035.374268 Iteration 42Q: 3 clusters Score -1153810 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -1153813.500000 Penalty: 3035.374268 Iteration 43Q: 3 clusters Score -1153814 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 10168 members Entering Unmasked Estep Score: -1153815.250000 Penalty: 3035.374268 Iteration 44Q: 3 clusters Score -1153815 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 10174 members Entering Unmasked Estep Score: -1153816.875000 Penalty: 3035.374268 Iteration 45Q: 3 clusters Score -1153817 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 10182 members Entering Unmasked Estep Score: -1153819.875000 Penalty: 3035.374268 Iteration 46Q: 3 clusters Score -1153820 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 10188 members Entering Unmasked Estep Score: -1153821.375000 Penalty: 3035.374268 Iteration 47Q: 3 clusters Score -1153821 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 10193 members Entering Unmasked Estep Score: -1153822.375000 Penalty: 3035.374268 Iteration 48Q: 3 clusters Score -1153822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -1153823.000000 Penalty: 3035.374268 Iteration 49Q: 3 clusters Score -1153823 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -1153823.000000 Penalty: 3035.374268 Iteration 50F: 3 clusters Score -1153823 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (36135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36135 members Entering Unmasked Estep Score: -3560769.250000 Penalty: 1705.440308 Iteration 0F: 2 clusters Score -3560769 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18097 members Mstep: Class 2 contains 18038 members Entering Unmasked Estep Score: -3536687.500000 Penalty: 3410.880615 Iteration 0F: 3 clusters Score -3536688 nChanged 16684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18345 members Mstep: Class 2 contains 17790 members Entering Unmasked Estep Score: -3546614.000000 Penalty: 3410.880615 Iteration 1F: 3 clusters Score -3546614 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18436 members Mstep: Class 2 contains 17699 members Entering Unmasked Estep Score: -3547767.500000 Penalty: 3410.880615 Iteration 2F: 3 clusters Score -3547768 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18425 members Mstep: Class 2 contains 17710 members Entering Unmasked Estep Score: -3549147.000000 Penalty: 3410.880615 Iteration 3F: 3 clusters Score -3549147 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18272 members Mstep: Class 2 contains 17863 members Entering Unmasked Estep Score: -3550705.500000 Penalty: 3410.880615 Iteration 4F: 3 clusters Score -3550706 nChanged 2324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17916 members Mstep: Class 2 contains 18219 members Entering Unmasked Estep Score: -3552340.000000 Penalty: 3410.880615 Iteration 5F: 3 clusters Score -3552340 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17661 members Mstep: Class 2 contains 18474 members Entering Unmasked Estep Score: -3553722.250000 Penalty: 3410.880615 Iteration 6F: 3 clusters Score -3553722 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17538 members Mstep: Class 2 contains 18597 members Entering Unmasked Estep Score: -3554844.500000 Penalty: 3410.880615 Iteration 7F: 3 clusters Score -3554844 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17555 members Mstep: Class 2 contains 18580 members Entering Unmasked Estep Score: -3555753.750000 Penalty: 3410.880615 Iteration 8Q: 3 clusters Score -3555754 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17585 members Mstep: Class 2 contains 18550 members Entering Unmasked Estep Score: -3556464.250000 Penalty: 3410.880615 Iteration 9Q: 3 clusters Score -3556464 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17638 members Mstep: Class 2 contains 18497 members Entering Unmasked Estep Score: -3556847.000000 Penalty: 3410.880615 Iteration 10Q: 3 clusters Score -3556847 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17675 members Mstep: Class 2 contains 18460 members Entering Unmasked Estep Score: -3557026.000000 Penalty: 3410.880615 Iteration 11Q: 3 clusters Score -3557026 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17706 members Mstep: Class 2 contains 18429 members Entering Unmasked Estep Score: -3557127.000000 Penalty: 3410.880615 Iteration 12Q: 3 clusters Score -3557127 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17765 members Mstep: Class 2 contains 18370 members Entering Unmasked Estep Score: -3557188.250000 Penalty: 3410.880615 Iteration 13Q: 3 clusters Score -3557188 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17818 members Mstep: Class 2 contains 18317 members Entering Unmasked Estep Score: -3557253.000000 Penalty: 3410.880615 Iteration 14Q: 3 clusters Score -3557253 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17881 members Mstep: Class 2 contains 18254 members Entering Unmasked Estep Score: -3557300.500000 Penalty: 3410.880615 Iteration 15Q: 3 clusters Score -3557300 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17938 members Mstep: Class 2 contains 18197 members Entering Unmasked Estep Score: -3557344.000000 Penalty: 3410.880615 Iteration 16Q: 3 clusters Score -3557344 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17984 members Mstep: Class 2 contains 18151 members Entering Unmasked Estep Score: -3557363.750000 Penalty: 3410.880615 Iteration 17Q: 3 clusters Score -3557364 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18049 members Mstep: Class 2 contains 18086 members Entering Unmasked Estep Score: -3557394.500000 Penalty: 3410.880615 Iteration 18Q: 3 clusters Score -3557394 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18142 members Mstep: Class 2 contains 17993 members Entering Unmasked Estep Score: -3557426.750000 Penalty: 3410.880615 Iteration 19Q: 3 clusters Score -3557427 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18214 members Mstep: Class 2 contains 17921 members Entering Unmasked Estep Score: -3557455.750000 Penalty: 3410.880615 Iteration 20F: 3 clusters Score -3557456 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18303 members Mstep: Class 2 contains 17832 members Entering Unmasked Estep Score: -3557481.000000 Penalty: 3410.880615 Iteration 21Q: 3 clusters Score -3557481 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18431 members Mstep: Class 2 contains 17704 members Entering Unmasked Estep Score: -3557531.500000 Penalty: 3410.880615 Iteration 22Q: 3 clusters Score -3557532 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18579 members Mstep: Class 2 contains 17556 members Entering Unmasked Estep Score: -3557565.750000 Penalty: 3410.880615 Iteration 23Q: 3 clusters Score -3557566 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18710 members Mstep: Class 2 contains 17425 members Entering Unmasked Estep Score: -3557622.250000 Penalty: 3410.880615 Iteration 24Q: 3 clusters Score -3557622 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18845 members Mstep: Class 2 contains 17290 members Entering Unmasked Estep Score: -3557638.250000 Penalty: 3410.880615 Iteration 25Q: 3 clusters Score -3557638 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18991 members Mstep: Class 2 contains 17144 members Entering Unmasked Estep Score: -3557664.250000 Penalty: 3410.880615 Iteration 26Q: 3 clusters Score -3557664 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19157 members Mstep: Class 2 contains 16978 members Entering Unmasked Estep Score: -3557725.250000 Penalty: 3410.880615 Iteration 27Q: 3 clusters Score -3557725 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19341 members Mstep: Class 2 contains 16794 members Entering Unmasked Estep Score: -3557752.500000 Penalty: 3410.880615 Iteration 28Q: 3 clusters Score -3557752 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19533 members Mstep: Class 2 contains 16602 members Entering Unmasked Estep Score: -3557799.000000 Penalty: 3410.880615 Iteration 29Q: 3 clusters Score -3557799 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19750 members Mstep: Class 2 contains 16385 members Entering Unmasked Estep Score: -3557840.500000 Penalty: 3410.880615 Iteration 30Q: 3 clusters Score -3557840 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19977 members Mstep: Class 2 contains 16158 members Entering Unmasked Estep Score: -3557876.750000 Penalty: 3410.880615 Iteration 31Q: 3 clusters Score -3557877 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20176 members Mstep: Class 2 contains 15959 members Entering Unmasked Estep Score: -3557916.750000 Penalty: 3410.880615 Iteration 32Q: 3 clusters Score -3557917 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20395 members Mstep: Class 2 contains 15740 members Entering Unmasked Estep Score: -3557939.000000 Penalty: 3410.880615 Iteration 33Q: 3 clusters Score -3557939 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20636 members Mstep: Class 2 contains 15499 members Entering Unmasked Estep Score: -3557985.000000 Penalty: 3410.880615 Iteration 34Q: 3 clusters Score -3557985 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20876 members Mstep: Class 2 contains 15259 members Entering Unmasked Estep Score: -3558023.750000 Penalty: 3410.880615 Iteration 35Q: 3 clusters Score -3558024 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21106 members Mstep: Class 2 contains 15029 members Entering Unmasked Estep Score: -3558046.500000 Penalty: 3410.880615 Iteration 36Q: 3 clusters Score -3558046 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21344 members Mstep: Class 2 contains 14791 members Entering Unmasked Estep Score: -3558097.250000 Penalty: 3410.880615 Iteration 37Q: 3 clusters Score -3558097 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21572 members Mstep: Class 2 contains 14563 members Entering Unmasked Estep Score: -3558143.250000 Penalty: 3410.880615 Iteration 38Q: 3 clusters Score -3558143 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21800 members Mstep: Class 2 contains 14335 members Entering Unmasked Estep Score: -3558167.750000 Penalty: 3410.880615 Iteration 39Q: 3 clusters Score -3558168 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22043 members Mstep: Class 2 contains 14092 members Entering Unmasked Estep Score: -3558191.750000 Penalty: 3410.880615 Iteration 40F: 3 clusters Score -3558192 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22325 members Mstep: Class 2 contains 13810 members Entering Unmasked Estep Score: -3558253.250000 Penalty: 3410.880615 Iteration 41Q: 3 clusters Score -3558253 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22637 members Mstep: Class 2 contains 13498 members Entering Unmasked Estep Score: -3558323.250000 Penalty: 3410.880615 Iteration 42Q: 3 clusters Score -3558323 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22963 members Mstep: Class 2 contains 13172 members Entering Unmasked Estep Score: -3558384.500000 Penalty: 3410.880615 Iteration 43Q: 3 clusters Score -3558384 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23287 members Mstep: Class 2 contains 12848 members Entering Unmasked Estep Score: -3558442.250000 Penalty: 3410.880615 Iteration 44Q: 3 clusters Score -3558442 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23620 members Mstep: Class 2 contains 12515 members Entering Unmasked Estep Score: -3558512.000000 Penalty: 3410.880615 Iteration 45Q: 3 clusters Score -3558512 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23959 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -3558577.500000 Penalty: 3410.880615 Iteration 46Q: 3 clusters Score -3558578 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24317 members Mstep: Class 2 contains 11818 members Entering Unmasked Estep Score: -3558655.000000 Penalty: 3410.880615 Iteration 47Q: 3 clusters Score -3558655 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24701 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -3558757.250000 Penalty: 3410.880615 Iteration 48Q: 3 clusters Score -3558757 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25078 members Mstep: Class 2 contains 11057 members Entering Unmasked Estep Score: -3558844.000000 Penalty: 3410.880615 Iteration 49Q: 3 clusters Score -3558844 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25482 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -3558949.750000 Penalty: 3410.880615 Iteration 50Q: 3 clusters Score -3558950 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25895 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -3559050.750000 Penalty: 3410.880615 Iteration 51Q: 3 clusters Score -3559051 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26312 members Mstep: Class 2 contains 9823 members Entering Unmasked Estep Score: -3559156.500000 Penalty: 3410.880615 Iteration 52Q: 3 clusters Score -3559156 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26693 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -3559249.750000 Penalty: 3410.880615 Iteration 53Q: 3 clusters Score -3559250 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27102 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -3559367.250000 Penalty: 3410.880615 Iteration 54Q: 3 clusters Score -3559367 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27519 members Mstep: Class 2 contains 8616 members Entering Unmasked Estep Score: -3559489.000000 Penalty: 3410.880615 Iteration 55Q: 3 clusters Score -3559489 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27914 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -3559591.250000 Penalty: 3410.880615 Iteration 56Q: 3 clusters Score -3559591 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28293 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -3559685.000000 Penalty: 3410.880615 Iteration 57Q: 3 clusters Score -3559685 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28606 members Mstep: Class 2 contains 7529 members Entering Unmasked Estep Score: -3559768.250000 Penalty: 3410.880615 Iteration 58Q: 3 clusters Score -3559768 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28944 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -3559847.750000 Penalty: 3410.880615 Iteration 59Q: 3 clusters Score -3559848 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29251 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -3559915.250000 Penalty: 3410.880615 Iteration 60F: 3 clusters Score -3559915 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29530 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -3559997.000000 Penalty: 3410.880615 Iteration 61Q: 3 clusters Score -3559997 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29827 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -3560071.750000 Penalty: 3410.880615 Iteration 62Q: 3 clusters Score -3560072 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30096 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -3560147.250000 Penalty: 3410.880615 Iteration 63Q: 3 clusters Score -3560147 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30349 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -3560212.000000 Penalty: 3410.880615 Iteration 64Q: 3 clusters Score -3560212 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30595 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -3560261.750000 Penalty: 3410.880615 Iteration 65Q: 3 clusters Score -3560262 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30810 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -3560306.750000 Penalty: 3410.880615 Iteration 66Q: 3 clusters Score -3560307 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31005 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -3560361.250000 Penalty: 3410.880615 Iteration 67Q: 3 clusters Score -3560361 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31204 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -3560415.250000 Penalty: 3410.880615 Iteration 68Q: 3 clusters Score -3560415 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31365 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -3560448.500000 Penalty: 3410.880615 Iteration 69Q: 3 clusters Score -3560448 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31510 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -3560478.500000 Penalty: 3410.880615 Iteration 70Q: 3 clusters Score -3560478 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31616 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -3560501.500000 Penalty: 3410.880615 Iteration 71Q: 3 clusters Score -3560502 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31706 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -3560516.500000 Penalty: 3410.880615 Iteration 72Q: 3 clusters Score -3560516 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31793 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -3560535.000000 Penalty: 3410.880615 Iteration 73Q: 3 clusters Score -3560535 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31898 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -3560549.750000 Penalty: 3410.880615 Iteration 74Q: 3 clusters Score -3560550 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31997 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -3560560.750000 Penalty: 3410.880615 Iteration 75Q: 3 clusters Score -3560561 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32079 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -3560570.750000 Penalty: 3410.880615 Iteration 76Q: 3 clusters Score -3560571 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32158 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -3560584.500000 Penalty: 3410.880615 Iteration 77Q: 3 clusters Score -3560584 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32226 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -3560600.500000 Penalty: 3410.880615 Iteration 78Q: 3 clusters Score -3560600 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32276 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -3560600.250000 Penalty: 3410.880615 Iteration 79Q: 3 clusters Score -3560600 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32328 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -3560596.750000 Penalty: 3410.880615 Iteration 80F: 3 clusters Score -3560597 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32376 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -3560601.500000 Penalty: 3410.880615 Iteration 81Q: 3 clusters Score -3560602 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32428 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -3560623.750000 Penalty: 3410.880615 Iteration 82Q: 3 clusters Score -3560624 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32493 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -3560636.250000 Penalty: 3410.880615 Iteration 83Q: 3 clusters Score -3560636 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32547 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -3560638.250000 Penalty: 3410.880615 Iteration 84Q: 3 clusters Score -3560638 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32604 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -3560660.000000 Penalty: 3410.880615 Iteration 85Q: 3 clusters Score -3560660 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32663 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -3560672.500000 Penalty: 3410.880615 Iteration 86Q: 3 clusters Score -3560672 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32714 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -3560687.250000 Penalty: 3410.880615 Iteration 87Q: 3 clusters Score -3560687 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32762 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -3560689.750000 Penalty: 3410.880615 Iteration 88Q: 3 clusters Score -3560690 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32834 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -3560729.250000 Penalty: 3410.880615 Iteration 89Q: 3 clusters Score -3560729 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32910 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -3560771.250000 Penalty: 3410.880615 Iteration 90Q: 3 clusters Score -3560771 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33005 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -3560852.750000 Penalty: 3410.880615 Iteration 91Q: 3 clusters Score -3560853 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33116 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -3560983.250000 Penalty: 3410.880615 Iteration 92Q: 3 clusters Score -3560983 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33216 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -3561120.000000 Penalty: 3410.880615 Iteration 93Q: 3 clusters Score -3561120 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33300 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -3561237.250000 Penalty: 3410.880615 Iteration 94Q: 3 clusters Score -3561237 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33340 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -3561281.500000 Penalty: 3410.880615 Iteration 95Q: 3 clusters Score -3561282 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33351 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -3561294.750000 Penalty: 3410.880615 Iteration 96Q: 3 clusters Score -3561295 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33369 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -3561292.250000 Penalty: 3410.880615 Iteration 97Q: 3 clusters Score -3561292 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33382 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -3561294.500000 Penalty: 3410.880615 Iteration 98Q: 3 clusters Score -3561294 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33389 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -3561292.250000 Penalty: 3410.880615 Iteration 99Q: 3 clusters Score -3561292 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33392 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -3561298.500000 Penalty: 3410.880615 Iteration 100F: 3 clusters Score -3561298 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33395 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -3561301.500000 Penalty: 3410.880615 Iteration 101Q: 3 clusters Score -3561302 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33399 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -3561309.000000 Penalty: 3410.880615 Iteration 102Q: 3 clusters Score -3561309 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33403 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -3561305.500000 Penalty: 3410.880615 Iteration 103Q: 3 clusters Score -3561306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33404 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -3561306.000000 Penalty: 3410.880615 Iteration 104Q: 3 clusters Score -3561306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33407 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -3561303.750000 Penalty: 3410.880615 Iteration 105Q: 3 clusters Score -3561304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33408 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -3561305.500000 Penalty: 3410.880615 Iteration 106Q: 3 clusters Score -3561306 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33413 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -3561307.250000 Penalty: 3410.880615 Iteration 107Q: 3 clusters Score -3561307 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33416 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -3561305.000000 Penalty: 3410.880615 Iteration 108Q: 3 clusters Score -3561305 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33412 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -3561307.000000 Penalty: 3410.880615 Iteration 109Q: 3 clusters Score -3561307 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33413 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -3561311.500000 Penalty: 3410.880615 Iteration 110Q: 3 clusters Score -3561312 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33412 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -3561309.500000 Penalty: 3410.880615 Iteration 111Q: 3 clusters Score -3561310 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33413 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -3561311.500000 Penalty: 3410.880615 Iteration 112Q: 3 clusters Score -3561312 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33413 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -3561311.500000 Penalty: 3410.880615 Iteration 113F: 3 clusters Score -3561312 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3788 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11380 members Mstep: Class 8 contains 33413 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5512 members Mstep: Class 18 contains 3635 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17379 members Mstep: Class 22 contains 71372 members Mstep: Class 23 contains 4455 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Mstep: Class 28 contains 2722 members Entering Unmasked Estep Score: -22263284.000000 Penalty: 56198.781250 Splitting cluster 8 changes total score from -22263160.000000 to -22263284.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 9 (923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Entering Unmasked Estep Score: -85521.453125 Penalty: 1109.489746 Iteration 0F: 2 clusters Score -85521.45 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 459 members Entering Unmasked Estep Score: -84123.929688 Penalty: 2218.979492 Iteration 0F: 3 clusters Score -84123.93 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -84385.007812 Penalty: 2218.979492 Iteration 1F: 3 clusters Score -84385.01 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -84441.820312 Penalty: 2218.979492 Iteration 2F: 3 clusters Score -84441.82 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -84466.140625 Penalty: 2218.979492 Iteration 3Q: 3 clusters Score -84466.14 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -84486.187500 Penalty: 2218.979492 Iteration 4Q: 3 clusters Score -84486.19 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -84504.617188 Penalty: 2218.979492 Iteration 5Q: 3 clusters Score -84504.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -84526.570312 Penalty: 2218.979492 Iteration 6Q: 3 clusters Score -84526.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -84540.796875 Penalty: 2218.979492 Iteration 7Q: 3 clusters Score -84540.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -84556.578125 Penalty: 2218.979492 Iteration 8Q: 3 clusters Score -84556.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -84560.421875 Penalty: 2218.979492 Iteration 9Q: 3 clusters Score -84560.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -84566.960938 Penalty: 2218.979492 Iteration 10Q: 3 clusters Score -84566.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -84571.453125 Penalty: 2218.979492 Iteration 11Q: 3 clusters Score -84571.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -84577.523438 Penalty: 2218.979492 Iteration 12Q: 3 clusters Score -84577.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -84585.531250 Penalty: 2218.979492 Iteration 13Q: 3 clusters Score -84585.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -84594.765625 Penalty: 2218.979492 Iteration 14Q: 3 clusters Score -84594.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -84599.710938 Penalty: 2218.979492 Iteration 15Q: 3 clusters Score -84599.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -84602.562500 Penalty: 2218.979492 Iteration 16Q: 3 clusters Score -84602.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -84605.664062 Penalty: 2218.979492 Iteration 17Q: 3 clusters Score -84605.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -84607.984375 Penalty: 2218.979492 Iteration 18Q: 3 clusters Score -84607.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -84609.507812 Penalty: 2218.979492 Iteration 19Q: 3 clusters Score -84609.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -84611.882812 Penalty: 2218.979492 Iteration 20F: 3 clusters Score -84611.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -84613.109375 Penalty: 2218.979492 Iteration 21Q: 3 clusters Score -84613.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -84614.601562 Penalty: 2218.979492 Iteration 22Q: 3 clusters Score -84614.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -84615.085938 Penalty: 2218.979492 Iteration 23Q: 3 clusters Score -84615.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -84615.468750 Penalty: 2218.979492 Iteration 24Q: 3 clusters Score -84615.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -84615.468750 Penalty: 2218.979492 Iteration 25F: 3 clusters Score -84615.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (18554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18554 members Entering Unmasked Estep Score: -1874673.125000 Penalty: 1597.121582 Iteration 0F: 2 clusters Score -1874673 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 9356 members Entering Unmasked Estep Score: -1862018.625000 Penalty: 3194.243164 Iteration 0F: 3 clusters Score -1862019 nChanged 8386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -1867128.875000 Penalty: 3194.243164 Iteration 1F: 3 clusters Score -1867129 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 10388 members Entering Unmasked Estep Score: -1868258.875000 Penalty: 3194.243164 Iteration 2F: 3 clusters Score -1868259 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 11234 members Entering Unmasked Estep Score: -1869749.500000 Penalty: 3194.243164 Iteration 3F: 3 clusters Score -1869750 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 12215 members Entering Unmasked Estep Score: -1871347.250000 Penalty: 3194.243164 Iteration 4F: 3 clusters Score -1871347 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 13029 members Entering Unmasked Estep Score: -1872531.625000 Penalty: 3194.243164 Iteration 5F: 3 clusters Score -1872532 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 13575 members Entering Unmasked Estep Score: -1873225.375000 Penalty: 3194.243164 Iteration 6F: 3 clusters Score -1873225 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 13965 members Entering Unmasked Estep Score: -1873610.750000 Penalty: 3194.243164 Iteration 7Q: 3 clusters Score -1873611 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 14259 members Entering Unmasked Estep Score: -1873829.250000 Penalty: 3194.243164 Iteration 8Q: 3 clusters Score -1873829 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 14492 members Entering Unmasked Estep Score: -1873953.750000 Penalty: 3194.243164 Iteration 9Q: 3 clusters Score -1873954 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -1874053.875000 Penalty: 3194.243164 Iteration 10Q: 3 clusters Score -1874054 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 14843 members Entering Unmasked Estep Score: -1874120.375000 Penalty: 3194.243164 Iteration 11Q: 3 clusters Score -1874120 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 14969 members Entering Unmasked Estep Score: -1874156.625000 Penalty: 3194.243164 Iteration 12Q: 3 clusters Score -1874157 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 15077 members Entering Unmasked Estep Score: -1874195.250000 Penalty: 3194.243164 Iteration 13Q: 3 clusters Score -1874195 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 15167 members Entering Unmasked Estep Score: -1874213.375000 Penalty: 3194.243164 Iteration 14Q: 3 clusters Score -1874213 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 15245 members Entering Unmasked Estep Score: -1874232.625000 Penalty: 3194.243164 Iteration 15Q: 3 clusters Score -1874233 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 15310 members Entering Unmasked Estep Score: -1874256.375000 Penalty: 3194.243164 Iteration 16Q: 3 clusters Score -1874256 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 15374 members Entering Unmasked Estep Score: -1874268.125000 Penalty: 3194.243164 Iteration 17Q: 3 clusters Score -1874268 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 15434 members Entering Unmasked Estep Score: -1874277.375000 Penalty: 3194.243164 Iteration 18Q: 3 clusters Score -1874277 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 15482 members Entering Unmasked Estep Score: -1874293.875000 Penalty: 3194.243164 Iteration 19Q: 3 clusters Score -1874294 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 15531 members Entering Unmasked Estep Score: -1874303.625000 Penalty: 3194.243164 Iteration 20F: 3 clusters Score -1874304 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 15569 members Entering Unmasked Estep Score: -1874310.875000 Penalty: 3194.243164 Iteration 21Q: 3 clusters Score -1874311 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 15601 members Entering Unmasked Estep Score: -1874319.000000 Penalty: 3194.243164 Iteration 22Q: 3 clusters Score -1874319 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 15636 members Entering Unmasked Estep Score: -1874323.875000 Penalty: 3194.243164 Iteration 23Q: 3 clusters Score -1874324 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 15674 members Entering Unmasked Estep Score: -1874331.750000 Penalty: 3194.243164 Iteration 24Q: 3 clusters Score -1874332 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 15708 members Entering Unmasked Estep Score: -1874332.250000 Penalty: 3194.243164 Iteration 25Q: 3 clusters Score -1874332 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 15750 members Entering Unmasked Estep Score: -1874336.250000 Penalty: 3194.243164 Iteration 26Q: 3 clusters Score -1874336 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 15783 members Entering Unmasked Estep Score: -1874346.625000 Penalty: 3194.243164 Iteration 27Q: 3 clusters Score -1874347 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 15814 members Entering Unmasked Estep Score: -1874349.250000 Penalty: 3194.243164 Iteration 28Q: 3 clusters Score -1874349 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 15839 members Entering Unmasked Estep Score: -1874349.375000 Penalty: 3194.243164 Iteration 29Q: 3 clusters Score -1874349 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 15855 members Entering Unmasked Estep Score: -1874354.500000 Penalty: 3194.243164 Iteration 30Q: 3 clusters Score -1874354 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 15867 members Entering Unmasked Estep Score: -1874358.125000 Penalty: 3194.243164 Iteration 31Q: 3 clusters Score -1874358 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 15873 members Entering Unmasked Estep Score: -1874359.625000 Penalty: 3194.243164 Iteration 32Q: 3 clusters Score -1874360 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 15881 members Entering Unmasked Estep Score: -1874357.375000 Penalty: 3194.243164 Iteration 33Q: 3 clusters Score -1874357 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 15890 members Entering Unmasked Estep Score: -1874359.250000 Penalty: 3194.243164 Iteration 34Q: 3 clusters Score -1874359 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 15895 members Entering Unmasked Estep Score: -1874362.500000 Penalty: 3194.243164 Iteration 35Q: 3 clusters Score -1874362 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 15902 members Entering Unmasked Estep Score: -1874357.750000 Penalty: 3194.243164 Iteration 36Q: 3 clusters Score -1874358 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 15910 members Entering Unmasked Estep Score: -1874363.875000 Penalty: 3194.243164 Iteration 37Q: 3 clusters Score -1874364 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 15920 members Entering Unmasked Estep Score: -1874365.750000 Penalty: 3194.243164 Iteration 38Q: 3 clusters Score -1874366 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 15932 members Entering Unmasked Estep Score: -1874367.750000 Penalty: 3194.243164 Iteration 39Q: 3 clusters Score -1874368 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 15941 members Entering Unmasked Estep Score: -1874369.500000 Penalty: 3194.243164 Iteration 40F: 3 clusters Score -1874370 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 15946 members Entering Unmasked Estep Score: -1874371.000000 Penalty: 3194.243164 Iteration 41Q: 3 clusters Score -1874371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 15948 members Entering Unmasked Estep Score: -1874370.875000 Penalty: 3194.243164 Iteration 42Q: 3 clusters Score -1874371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 15950 members Entering Unmasked Estep Score: -1874370.375000 Penalty: 3194.243164 Iteration 43Q: 3 clusters Score -1874370 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 15951 members Entering Unmasked Estep Score: -1874371.000000 Penalty: 3194.243164 Iteration 44Q: 3 clusters Score -1874371 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 15953 members Entering Unmasked Estep Score: -1874370.625000 Penalty: 3194.243164 Iteration 45Q: 3 clusters Score -1874371 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 15954 members Entering Unmasked Estep Score: -1874370.250000 Penalty: 3194.243164 Iteration 46Q: 3 clusters Score -1874370 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 15956 members Entering Unmasked Estep Score: -1874374.000000 Penalty: 3194.243164 Iteration 47Q: 3 clusters Score -1874374 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 15960 members Entering Unmasked Estep Score: -1874373.375000 Penalty: 3194.243164 Iteration 48Q: 3 clusters Score -1874373 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 15966 members Entering Unmasked Estep Score: -1874372.625000 Penalty: 3194.243164 Iteration 49Q: 3 clusters Score -1874373 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 15972 members Entering Unmasked Estep Score: -1874371.250000 Penalty: 3194.243164 Iteration 50Q: 3 clusters Score -1874371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 15976 members Entering Unmasked Estep Score: -1874372.875000 Penalty: 3194.243164 Iteration 51Q: 3 clusters Score -1874373 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 15983 members Entering Unmasked Estep Score: -1874373.625000 Penalty: 3194.243164 Iteration 52Q: 3 clusters Score -1874374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 15986 members Entering Unmasked Estep Score: -1874374.875000 Penalty: 3194.243164 Iteration 53Q: 3 clusters Score -1874375 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 15988 members Entering Unmasked Estep Score: -1874375.625000 Penalty: 3194.243164 Iteration 54Q: 3 clusters Score -1874376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 15989 members Entering Unmasked Estep Score: -1874375.625000 Penalty: 3194.243164 Iteration 55Q: 3 clusters Score -1874376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 15990 members Entering Unmasked Estep Score: -1874376.875000 Penalty: 3194.243164 Iteration 56Q: 3 clusters Score -1874377 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 15990 members Entering Unmasked Estep Score: -1874376.875000 Penalty: 3194.243164 Iteration 57F: 3 clusters Score -1874377 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Entering Unmasked Estep Score: -338499.343750 Penalty: 1324.638550 Iteration 0F: 2 clusters Score -338499.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -335497.968750 Penalty: 2649.277100 Iteration 0F: 3 clusters Score -335498 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -336264.593750 Penalty: 2649.277100 Iteration 1F: 3 clusters Score -336264.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -336553.968750 Penalty: 2649.277100 Iteration 2F: 3 clusters Score -336554 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -336792.687500 Penalty: 2649.277100 Iteration 3F: 3 clusters Score -336792.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -336973.250000 Penalty: 2649.277100 Iteration 4F: 3 clusters Score -336973.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -337126.156250 Penalty: 2649.277100 Iteration 5F: 3 clusters Score -337126.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -337238.062500 Penalty: 2649.277100 Iteration 6Q: 3 clusters Score -337238.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -337331.656250 Penalty: 2649.277100 Iteration 7Q: 3 clusters Score -337331.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -337393.343750 Penalty: 2649.277100 Iteration 8Q: 3 clusters Score -337393.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -337432.906250 Penalty: 2649.277100 Iteration 9Q: 3 clusters Score -337432.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -337462.250000 Penalty: 2649.277100 Iteration 10Q: 3 clusters Score -337462.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -337484.031250 Penalty: 2649.277100 Iteration 11Q: 3 clusters Score -337484 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -337498.531250 Penalty: 2649.277100 Iteration 12Q: 3 clusters Score -337498.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -337506.406250 Penalty: 2649.277100 Iteration 13Q: 3 clusters Score -337506.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -337511.656250 Penalty: 2649.277100 Iteration 14Q: 3 clusters Score -337511.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -337515.843750 Penalty: 2649.277100 Iteration 15Q: 3 clusters Score -337515.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -337517.937500 Penalty: 2649.277100 Iteration 16Q: 3 clusters Score -337517.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -337520.593750 Penalty: 2649.277100 Iteration 17Q: 3 clusters Score -337520.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -337525.656250 Penalty: 2649.277100 Iteration 18Q: 3 clusters Score -337525.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -337527.750000 Penalty: 2649.277100 Iteration 19Q: 3 clusters Score -337527.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -337528.000000 Penalty: 2649.277100 Iteration 20F: 3 clusters Score -337528 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -337528.000000 Penalty: 2649.277100 Iteration 21Q: 3 clusters Score -337528 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -337528.000000 Penalty: 2649.277100 Iteration 22F: 3 clusters Score -337528 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (10761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10761 members Entering Unmasked Estep Score: -1084161.250000 Penalty: 1508.598633 Iteration 0F: 2 clusters Score -1084161 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -1076519.250000 Penalty: 3017.197266 Iteration 0F: 3 clusters Score -1076519 nChanged 4611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -1078974.875000 Penalty: 3017.197266 Iteration 1F: 3 clusters Score -1078975 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -1079251.125000 Penalty: 3017.197266 Iteration 2F: 3 clusters Score -1079251 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1079445.000000 Penalty: 3017.197266 Iteration 3Q: 3 clusters Score -1079445 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -1079599.250000 Penalty: 3017.197266 Iteration 4Q: 3 clusters Score -1079599 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1079732.000000 Penalty: 3017.197266 Iteration 5Q: 3 clusters Score -1079732 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -1079864.500000 Penalty: 3017.197266 Iteration 6Q: 3 clusters Score -1079864 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1079986.875000 Penalty: 3017.197266 Iteration 7Q: 3 clusters Score -1079987 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -1080126.125000 Penalty: 3017.197266 Iteration 8Q: 3 clusters Score -1080126 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -1080283.000000 Penalty: 3017.197266 Iteration 9Q: 3 clusters Score -1080283 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1080473.750000 Penalty: 3017.197266 Iteration 10Q: 3 clusters Score -1080474 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -1080680.875000 Penalty: 3017.197266 Iteration 11Q: 3 clusters Score -1080681 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -1080905.125000 Penalty: 3017.197266 Iteration 12Q: 3 clusters Score -1080905 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1081126.375000 Penalty: 3017.197266 Iteration 13Q: 3 clusters Score -1081126 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -1081345.125000 Penalty: 3017.197266 Iteration 14Q: 3 clusters Score -1081345 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1081538.500000 Penalty: 3017.197266 Iteration 15Q: 3 clusters Score -1081538 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -1081682.000000 Penalty: 3017.197266 Iteration 16Q: 3 clusters Score -1081682 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -1081791.750000 Penalty: 3017.197266 Iteration 17Q: 3 clusters Score -1081792 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -1081897.625000 Penalty: 3017.197266 Iteration 18Q: 3 clusters Score -1081898 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -1081994.625000 Penalty: 3017.197266 Iteration 19Q: 3 clusters Score -1081995 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -1082084.625000 Penalty: 3017.197266 Iteration 20F: 3 clusters Score -1082085 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -1082159.000000 Penalty: 3017.197266 Iteration 21Q: 3 clusters Score -1082159 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -1082216.500000 Penalty: 3017.197266 Iteration 22Q: 3 clusters Score -1082216 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -1082268.875000 Penalty: 3017.197266 Iteration 23Q: 3 clusters Score -1082269 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8592 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1082324.500000 Penalty: 3017.197266 Iteration 24Q: 3 clusters Score -1082324 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1082392.500000 Penalty: 3017.197266 Iteration 25Q: 3 clusters Score -1082392 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8746 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -1082436.750000 Penalty: 3017.197266 Iteration 26Q: 3 clusters Score -1082437 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8803 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1082482.500000 Penalty: 3017.197266 Iteration 27Q: 3 clusters Score -1082482 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1082518.000000 Penalty: 3017.197266 Iteration 28Q: 3 clusters Score -1082518 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -1082548.125000 Penalty: 3017.197266 Iteration 29Q: 3 clusters Score -1082548 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8948 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -1082571.500000 Penalty: 3017.197266 Iteration 30Q: 3 clusters Score -1082572 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -1082592.875000 Penalty: 3017.197266 Iteration 31Q: 3 clusters Score -1082593 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9027 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1082607.125000 Penalty: 3017.197266 Iteration 32Q: 3 clusters Score -1082607 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9056 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1082618.375000 Penalty: 3017.197266 Iteration 33Q: 3 clusters Score -1082618 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -1082630.625000 Penalty: 3017.197266 Iteration 34Q: 3 clusters Score -1082631 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -1082644.875000 Penalty: 3017.197266 Iteration 35Q: 3 clusters Score -1082645 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -1082654.875000 Penalty: 3017.197266 Iteration 36Q: 3 clusters Score -1082655 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -1082664.125000 Penalty: 3017.197266 Iteration 37Q: 3 clusters Score -1082664 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -1082677.250000 Penalty: 3017.197266 Iteration 38Q: 3 clusters Score -1082677 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -1082700.000000 Penalty: 3017.197266 Iteration 39Q: 3 clusters Score -1082700 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -1082728.750000 Penalty: 3017.197266 Iteration 40F: 3 clusters Score -1082729 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9202 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -1082761.375000 Penalty: 3017.197266 Iteration 41Q: 3 clusters Score -1082761 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9205 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -1082786.625000 Penalty: 3017.197266 Iteration 42Q: 3 clusters Score -1082787 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -1082809.750000 Penalty: 3017.197266 Iteration 43Q: 3 clusters Score -1082810 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9224 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -1082831.750000 Penalty: 3017.197266 Iteration 44Q: 3 clusters Score -1082832 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9235 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -1082849.500000 Penalty: 3017.197266 Iteration 45Q: 3 clusters Score -1082850 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9237 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -1082863.875000 Penalty: 3017.197266 Iteration 46Q: 3 clusters Score -1082864 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -1082878.500000 Penalty: 3017.197266 Iteration 47Q: 3 clusters Score -1082878 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -1082890.250000 Penalty: 3017.197266 Iteration 48Q: 3 clusters Score -1082890 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -1082898.125000 Penalty: 3017.197266 Iteration 49Q: 3 clusters Score -1082898 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -1082911.500000 Penalty: 3017.197266 Iteration 50Q: 3 clusters Score -1082912 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9273 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1082920.750000 Penalty: 3017.197266 Iteration 51Q: 3 clusters Score -1082921 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9276 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1082934.250000 Penalty: 3017.197266 Iteration 52Q: 3 clusters Score -1082934 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -1082939.375000 Penalty: 3017.197266 Iteration 53Q: 3 clusters Score -1082939 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1082945.875000 Penalty: 3017.197266 Iteration 54Q: 3 clusters Score -1082946 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1082953.875000 Penalty: 3017.197266 Iteration 55Q: 3 clusters Score -1082954 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1082957.875000 Penalty: 3017.197266 Iteration 56Q: 3 clusters Score -1082958 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9270 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -1082962.250000 Penalty: 3017.197266 Iteration 57Q: 3 clusters Score -1082962 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -1082964.125000 Penalty: 3017.197266 Iteration 58Q: 3 clusters Score -1082964 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1082968.000000 Penalty: 3017.197266 Iteration 59Q: 3 clusters Score -1082968 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9270 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -1082970.375000 Penalty: 3017.197266 Iteration 60F: 3 clusters Score -1082970 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1082975.500000 Penalty: 3017.197266 Iteration 61Q: 3 clusters Score -1082976 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1082976.750000 Penalty: 3017.197266 Iteration 62Q: 3 clusters Score -1082977 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1082977.875000 Penalty: 3017.197266 Iteration 63Q: 3 clusters Score -1082978 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9263 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -1082978.875000 Penalty: 3017.197266 Iteration 64Q: 3 clusters Score -1082979 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -1082979.000000 Penalty: 3017.197266 Iteration 65Q: 3 clusters Score -1082979 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9258 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1082979.500000 Penalty: 3017.197266 Iteration 66Q: 3 clusters Score -1082980 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9257 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1082979.375000 Penalty: 3017.197266 Iteration 67Q: 3 clusters Score -1082979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9257 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1082979.375000 Penalty: 3017.197266 Iteration 68F: 3 clusters Score -1082979 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Entering Unmasked Estep Score: -223630.078125 Penalty: 1254.502930 Iteration 0F: 2 clusters Score -223630.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -221412.546875 Penalty: 2509.005859 Iteration 0F: 3 clusters Score -221412.5 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -221841.187500 Penalty: 2509.005859 Iteration 1F: 3 clusters Score -221841.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -221956.156250 Penalty: 2509.005859 Iteration 2F: 3 clusters Score -221956.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -222025.609375 Penalty: 2509.005859 Iteration 3Q: 3 clusters Score -222025.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -222083.000000 Penalty: 2509.005859 Iteration 4Q: 3 clusters Score -222083 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -222127.312500 Penalty: 2509.005859 Iteration 5Q: 3 clusters Score -222127.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -222157.140625 Penalty: 2509.005859 Iteration 6Q: 3 clusters Score -222157.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -222190.718750 Penalty: 2509.005859 Iteration 7Q: 3 clusters Score -222190.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -222220.390625 Penalty: 2509.005859 Iteration 8Q: 3 clusters Score -222220.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -222242.687500 Penalty: 2509.005859 Iteration 9Q: 3 clusters Score -222242.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -222261.343750 Penalty: 2509.005859 Iteration 10Q: 3 clusters Score -222261.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -222272.578125 Penalty: 2509.005859 Iteration 11Q: 3 clusters Score -222272.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -222281.953125 Penalty: 2509.005859 Iteration 12Q: 3 clusters Score -222282 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -222296.859375 Penalty: 2509.005859 Iteration 13Q: 3 clusters Score -222296.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -222311.843750 Penalty: 2509.005859 Iteration 14Q: 3 clusters Score -222311.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -222327.656250 Penalty: 2509.005859 Iteration 15Q: 3 clusters Score -222327.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -222356.140625 Penalty: 2509.005859 Iteration 16Q: 3 clusters Score -222356.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -222394.328125 Penalty: 2509.005859 Iteration 17Q: 3 clusters Score -222394.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -222418.125000 Penalty: 2509.005859 Iteration 18Q: 3 clusters Score -222418.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -222432.718750 Penalty: 2509.005859 Iteration 19Q: 3 clusters Score -222432.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -222449.703125 Penalty: 2509.005859 Iteration 20F: 3 clusters Score -222449.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -222458.593750 Penalty: 2509.005859 Iteration 21Q: 3 clusters Score -222458.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -222468.546875 Penalty: 2509.005859 Iteration 22Q: 3 clusters Score -222468.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -222477.625000 Penalty: 2509.005859 Iteration 23Q: 3 clusters Score -222477.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -222482.984375 Penalty: 2509.005859 Iteration 24Q: 3 clusters Score -222483 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -222490.406250 Penalty: 2509.005859 Iteration 25Q: 3 clusters Score -222490.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -222495.984375 Penalty: 2509.005859 Iteration 26Q: 3 clusters Score -222496 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -222499.437500 Penalty: 2509.005859 Iteration 27Q: 3 clusters Score -222499.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -222501.843750 Penalty: 2509.005859 Iteration 28Q: 3 clusters Score -222501.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -222506.015625 Penalty: 2509.005859 Iteration 29Q: 3 clusters Score -222506 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -222510.687500 Penalty: 2509.005859 Iteration 30Q: 3 clusters Score -222510.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -222514.125000 Penalty: 2509.005859 Iteration 31Q: 3 clusters Score -222514.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -222518.562500 Penalty: 2509.005859 Iteration 32Q: 3 clusters Score -222518.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -222524.046875 Penalty: 2509.005859 Iteration 33Q: 3 clusters Score -222524 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -222530.109375 Penalty: 2509.005859 Iteration 34Q: 3 clusters Score -222530.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -222531.343750 Penalty: 2509.005859 Iteration 35Q: 3 clusters Score -222531.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -222532.765625 Penalty: 2509.005859 Iteration 36Q: 3 clusters Score -222532.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -222532.765625 Penalty: 2509.005859 Iteration 37F: 3 clusters Score -222532.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (389 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Entering Unmasked Estep Score: -38707.093750 Penalty: 969.081604 Iteration 0F: 2 clusters Score -38707.09 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 176 members Entering Unmasked Estep Score: -37760.023438 Penalty: 1938.163208 Iteration 0F: 3 clusters Score -37760.02 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -37880.105469 Penalty: 1938.163208 Iteration 1F: 3 clusters Score -37880.11 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -37910.117188 Penalty: 1938.163208 Iteration 2Q: 3 clusters Score -37910.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -37920.023438 Penalty: 1938.163208 Iteration 3Q: 3 clusters Score -37920.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -37932.453125 Penalty: 1938.163208 Iteration 4Q: 3 clusters Score -37932.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -37939.101562 Penalty: 1938.163208 Iteration 5Q: 3 clusters Score -37939.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -37939.101562 Penalty: 1938.163208 Iteration 6F: 3 clusters Score -37939.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Entering Unmasked Estep Score: -17747.734375 Penalty: 871.971069 Iteration 0F: 2 clusters Score -17747.73 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 117 members Entering Unmasked Estep Score: -17011.123047 Penalty: 1743.942139 Iteration 0F: 3 clusters Score -17011.12 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -17117.222656 Penalty: 1743.942139 Iteration 1F: 3 clusters Score -17117.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -17174.966797 Penalty: 1743.942139 Iteration 2F: 3 clusters Score -17174.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -17234.207031 Penalty: 1743.942139 Iteration 3Q: 3 clusters Score -17234.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -17268.556641 Penalty: 1743.942139 Iteration 4Q: 3 clusters Score -17268.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -17268.556641 Penalty: 1743.942139 Iteration 5F: 3 clusters Score -17268.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Entering Unmasked Estep Score: -156761.437500 Penalty: 1200.200806 Iteration 0F: 2 clusters Score -156761.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -154926.671875 Penalty: 2400.401611 Iteration 0F: 3 clusters Score -154926.7 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -155312.453125 Penalty: 2400.401611 Iteration 1F: 3 clusters Score -155312.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -155511.734375 Penalty: 2400.401611 Iteration 2F: 3 clusters Score -155511.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -155750.406250 Penalty: 2400.401611 Iteration 3F: 3 clusters Score -155750.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -156013.546875 Penalty: 2400.401611 Iteration 4F: 3 clusters Score -156013.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -156268.015625 Penalty: 2400.401611 Iteration 5F: 3 clusters Score -156268 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -156518.296875 Penalty: 2400.401611 Iteration 6F: 3 clusters Score -156518.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -156675.187500 Penalty: 2400.401611 Iteration 7F: 3 clusters Score -156675.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -156758.984375 Penalty: 2400.401611 Iteration 8Q: 3 clusters Score -156759 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -156796.859375 Penalty: 2400.401611 Iteration 9Q: 3 clusters Score -156796.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -156818.750000 Penalty: 2400.401611 Iteration 10Q: 3 clusters Score -156818.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -156833.875000 Penalty: 2400.401611 Iteration 11Q: 3 clusters Score -156833.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -156839.250000 Penalty: 2400.401611 Iteration 12Q: 3 clusters Score -156839.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -156843.093750 Penalty: 2400.401611 Iteration 13Q: 3 clusters Score -156843.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -156845.734375 Penalty: 2400.401611 Iteration 14Q: 3 clusters Score -156845.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -156846.125000 Penalty: 2400.401611 Iteration 15Q: 3 clusters Score -156846.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -156846.125000 Penalty: 2400.401611 Iteration 16F: 3 clusters Score -156846.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3788 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11380 members Mstep: Class 8 contains 33413 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1172 members Mstep: Class 17 contains 5512 members Mstep: Class 18 contains 3635 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17379 members Mstep: Class 22 contains 71372 members Mstep: Class 23 contains 4455 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Mstep: Class 28 contains 2722 members Mstep: Class 29 contains 441 members Entering Unmasked Estep Score: -22262608.000000 Penalty: 58205.878906 Splitting cluster 16 changes total score from -22263160.000000 to -22262608.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (5512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Entering Unmasked Estep Score: -557385.562500 Penalty: 1399.885986 Iteration 0F: 2 clusters Score -557385.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -553031.375000 Penalty: 2799.771973 Iteration 0F: 3 clusters Score -553031.4 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -554270.437500 Penalty: 2799.771973 Iteration 1F: 3 clusters Score -554270.4 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -554477.312500 Penalty: 2799.771973 Iteration 2F: 3 clusters Score -554477.3 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -554610.312500 Penalty: 2799.771973 Iteration 3F: 3 clusters Score -554610.3 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -554705.187500 Penalty: 2799.771973 Iteration 4Q: 3 clusters Score -554705.2 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -554789.062500 Penalty: 2799.771973 Iteration 5Q: 3 clusters Score -554789.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -554854.000000 Penalty: 2799.771973 Iteration 6Q: 3 clusters Score -554854 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -554910.562500 Penalty: 2799.771973 Iteration 7Q: 3 clusters Score -554910.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -554959.375000 Penalty: 2799.771973 Iteration 8Q: 3 clusters Score -554959.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -555006.750000 Penalty: 2799.771973 Iteration 9Q: 3 clusters Score -555006.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -555061.937500 Penalty: 2799.771973 Iteration 10Q: 3 clusters Score -555061.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -555127.937500 Penalty: 2799.771973 Iteration 11Q: 3 clusters Score -555127.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -555195.937500 Penalty: 2799.771973 Iteration 12Q: 3 clusters Score -555195.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -555266.062500 Penalty: 2799.771973 Iteration 13Q: 3 clusters Score -555266.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -555346.625000 Penalty: 2799.771973 Iteration 14Q: 3 clusters Score -555346.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -555451.125000 Penalty: 2799.771973 Iteration 15Q: 3 clusters Score -555451.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -555549.625000 Penalty: 2799.771973 Iteration 16Q: 3 clusters Score -555549.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -555648.937500 Penalty: 2799.771973 Iteration 17Q: 3 clusters Score -555648.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -555727.500000 Penalty: 2799.771973 Iteration 18Q: 3 clusters Score -555727.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -555784.625000 Penalty: 2799.771973 Iteration 19Q: 3 clusters Score -555784.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -555824.062500 Penalty: 2799.771973 Iteration 20F: 3 clusters Score -555824.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -555856.125000 Penalty: 2799.771973 Iteration 21Q: 3 clusters Score -555856.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -555868.375000 Penalty: 2799.771973 Iteration 22Q: 3 clusters Score -555868.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -555884.750000 Penalty: 2799.771973 Iteration 23Q: 3 clusters Score -555884.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -555899.875000 Penalty: 2799.771973 Iteration 24Q: 3 clusters Score -555899.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -555911.562500 Penalty: 2799.771973 Iteration 25Q: 3 clusters Score -555911.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -555922.375000 Penalty: 2799.771973 Iteration 26Q: 3 clusters Score -555922.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -555937.125000 Penalty: 2799.771973 Iteration 27Q: 3 clusters Score -555937.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -555948.437500 Penalty: 2799.771973 Iteration 28Q: 3 clusters Score -555948.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -555960.375000 Penalty: 2799.771973 Iteration 29Q: 3 clusters Score -555960.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -555972.937500 Penalty: 2799.771973 Iteration 30Q: 3 clusters Score -555972.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -555985.187500 Penalty: 2799.771973 Iteration 31Q: 3 clusters Score -555985.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -555997.250000 Penalty: 2799.771973 Iteration 32Q: 3 clusters Score -555997.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -556009.000000 Penalty: 2799.771973 Iteration 33Q: 3 clusters Score -556009 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -556018.312500 Penalty: 2799.771973 Iteration 34Q: 3 clusters Score -556018.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -556025.562500 Penalty: 2799.771973 Iteration 35Q: 3 clusters Score -556025.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -556030.250000 Penalty: 2799.771973 Iteration 36Q: 3 clusters Score -556030.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -556036.000000 Penalty: 2799.771973 Iteration 37Q: 3 clusters Score -556036 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -556040.500000 Penalty: 2799.771973 Iteration 38Q: 3 clusters Score -556040.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -556046.437500 Penalty: 2799.771973 Iteration 39Q: 3 clusters Score -556046.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -556054.062500 Penalty: 2799.771973 Iteration 40F: 3 clusters Score -556054.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -556058.437500 Penalty: 2799.771973 Iteration 41Q: 3 clusters Score -556058.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -556063.062500 Penalty: 2799.771973 Iteration 42Q: 3 clusters Score -556063.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -556065.562500 Penalty: 2799.771973 Iteration 43Q: 3 clusters Score -556065.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -556071.125000 Penalty: 2799.771973 Iteration 44Q: 3 clusters Score -556071.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -556074.000000 Penalty: 2799.771973 Iteration 45Q: 3 clusters Score -556074 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -556078.500000 Penalty: 2799.771973 Iteration 46Q: 3 clusters Score -556078.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -556080.812500 Penalty: 2799.771973 Iteration 47Q: 3 clusters Score -556080.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -556081.875000 Penalty: 2799.771973 Iteration 48Q: 3 clusters Score -556081.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -556083.250000 Penalty: 2799.771973 Iteration 49Q: 3 clusters Score -556083.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -556084.812500 Penalty: 2799.771973 Iteration 50Q: 3 clusters Score -556084.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -556087.250000 Penalty: 2799.771973 Iteration 51Q: 3 clusters Score -556087.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -556087.062500 Penalty: 2799.771973 Iteration 52Q: 3 clusters Score -556087.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -556086.875000 Penalty: 2799.771973 Iteration 53Q: 3 clusters Score -556086.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -556089.187500 Penalty: 2799.771973 Iteration 54Q: 3 clusters Score -556089.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -556088.375000 Penalty: 2799.771973 Iteration 55Q: 3 clusters Score -556088.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -556088.687500 Penalty: 2799.771973 Iteration 56Q: 3 clusters Score -556088.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -556088.625000 Penalty: 2799.771973 Iteration 57Q: 3 clusters Score -556088.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -556088.312500 Penalty: 2799.771973 Iteration 58Q: 3 clusters Score -556088.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -556088.312500 Penalty: 2799.771973 Iteration 59F: 3 clusters Score -556088.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Entering Unmasked Estep Score: -346311.500000 Penalty: 1332.234131 Iteration 0F: 2 clusters Score -346311.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -343188.906250 Penalty: 2664.468262 Iteration 0F: 3 clusters Score -343188.9 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -343969.906250 Penalty: 2664.468262 Iteration 1F: 3 clusters Score -343969.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -344130.375000 Penalty: 2664.468262 Iteration 2F: 3 clusters Score -344130.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -344225.406250 Penalty: 2664.468262 Iteration 3F: 3 clusters Score -344225.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -344288.218750 Penalty: 2664.468262 Iteration 4Q: 3 clusters Score -344288.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -344341.750000 Penalty: 2664.468262 Iteration 5Q: 3 clusters Score -344341.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -344389.906250 Penalty: 2664.468262 Iteration 6Q: 3 clusters Score -344389.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -344478.812500 Penalty: 2664.468262 Iteration 7Q: 3 clusters Score -344478.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -344699.656250 Penalty: 2664.468262 Iteration 8Q: 3 clusters Score -344699.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -344993.093750 Penalty: 2664.468262 Iteration 9F: 3 clusters Score -344993.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -345253.062500 Penalty: 2664.468262 Iteration 10F: 3 clusters Score -345253.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -345480.187500 Penalty: 2664.468262 Iteration 11F: 3 clusters Score -345480.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -345634.562500 Penalty: 2664.468262 Iteration 12Q: 3 clusters Score -345634.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -345730.593750 Penalty: 2664.468262 Iteration 13Q: 3 clusters Score -345730.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -345780.906250 Penalty: 2664.468262 Iteration 14Q: 3 clusters Score -345780.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -345803.343750 Penalty: 2664.468262 Iteration 15Q: 3 clusters Score -345803.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -345813.250000 Penalty: 2664.468262 Iteration 16Q: 3 clusters Score -345813.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -345817.531250 Penalty: 2664.468262 Iteration 17Q: 3 clusters Score -345817.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -345821.218750 Penalty: 2664.468262 Iteration 18Q: 3 clusters Score -345821.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -345822.250000 Penalty: 2664.468262 Iteration 19Q: 3 clusters Score -345822.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -345823.031250 Penalty: 2664.468262 Iteration 20F: 3 clusters Score -345823 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Entering Unmasked Estep Score: -10535.445312 Penalty: 790.974365 Iteration 0F: 2 clusters Score -10535.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9939.951172 Penalty: 1581.948730 Iteration 0F: 3 clusters Score -9939.951 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9997.453125 Penalty: 1581.948730 Iteration 1F: 3 clusters Score -9997.453 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -10011.648438 Penalty: 1581.948730 Iteration 2Q: 3 clusters Score -10011.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -10021.189453 Penalty: 1581.948730 Iteration 3Q: 3 clusters Score -10021.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -10021.189453 Penalty: 1581.948730 Iteration 4F: 3 clusters Score -10021.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Entering Unmasked Estep Score: -485330.312500 Penalty: 1379.027222 Iteration 0F: 2 clusters Score -485330.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -481500.750000 Penalty: 2758.054443 Iteration 0F: 3 clusters Score -481500.8 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -482608.250000 Penalty: 2758.054443 Iteration 1F: 3 clusters Score -482608.2 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -482790.718750 Penalty: 2758.054443 Iteration 2F: 3 clusters Score -482790.7 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -482910.468750 Penalty: 2758.054443 Iteration 3Q: 3 clusters Score -482910.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -483005.343750 Penalty: 2758.054443 Iteration 4Q: 3 clusters Score -483005.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -483089.031250 Penalty: 2758.054443 Iteration 5Q: 3 clusters Score -483089 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -483168.000000 Penalty: 2758.054443 Iteration 6Q: 3 clusters Score -483168 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -483234.156250 Penalty: 2758.054443 Iteration 7Q: 3 clusters Score -483234.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -483297.656250 Penalty: 2758.054443 Iteration 8Q: 3 clusters Score -483297.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -483353.843750 Penalty: 2758.054443 Iteration 9Q: 3 clusters Score -483353.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -483406.031250 Penalty: 2758.054443 Iteration 10Q: 3 clusters Score -483406 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -483450.312500 Penalty: 2758.054443 Iteration 11Q: 3 clusters Score -483450.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -483508.531250 Penalty: 2758.054443 Iteration 12Q: 3 clusters Score -483508.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -483567.250000 Penalty: 2758.054443 Iteration 13Q: 3 clusters Score -483567.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -483616.562500 Penalty: 2758.054443 Iteration 14Q: 3 clusters Score -483616.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -483663.031250 Penalty: 2758.054443 Iteration 15Q: 3 clusters Score -483663 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -483708.625000 Penalty: 2758.054443 Iteration 16Q: 3 clusters Score -483708.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -483756.375000 Penalty: 2758.054443 Iteration 17Q: 3 clusters Score -483756.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -483797.125000 Penalty: 2758.054443 Iteration 18Q: 3 clusters Score -483797.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -483837.156250 Penalty: 2758.054443 Iteration 19Q: 3 clusters Score -483837.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -483872.718750 Penalty: 2758.054443 Iteration 20F: 3 clusters Score -483872.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -483915.062500 Penalty: 2758.054443 Iteration 21Q: 3 clusters Score -483915.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -483956.656250 Penalty: 2758.054443 Iteration 22Q: 3 clusters Score -483956.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -483987.218750 Penalty: 2758.054443 Iteration 23Q: 3 clusters Score -483987.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -484016.125000 Penalty: 2758.054443 Iteration 24Q: 3 clusters Score -484016.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -484040.156250 Penalty: 2758.054443 Iteration 25Q: 3 clusters Score -484040.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -484053.500000 Penalty: 2758.054443 Iteration 26Q: 3 clusters Score -484053.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -484067.093750 Penalty: 2758.054443 Iteration 27Q: 3 clusters Score -484067.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -484080.312500 Penalty: 2758.054443 Iteration 28Q: 3 clusters Score -484080.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -484092.093750 Penalty: 2758.054443 Iteration 29Q: 3 clusters Score -484092.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -484104.906250 Penalty: 2758.054443 Iteration 30Q: 3 clusters Score -484104.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -484117.531250 Penalty: 2758.054443 Iteration 31Q: 3 clusters Score -484117.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -484135.187500 Penalty: 2758.054443 Iteration 32Q: 3 clusters Score -484135.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -484153.593750 Penalty: 2758.054443 Iteration 33Q: 3 clusters Score -484153.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -484169.562500 Penalty: 2758.054443 Iteration 34Q: 3 clusters Score -484169.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -484192.468750 Penalty: 2758.054443 Iteration 35Q: 3 clusters Score -484192.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -484216.500000 Penalty: 2758.054443 Iteration 36Q: 3 clusters Score -484216.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -484239.031250 Penalty: 2758.054443 Iteration 37Q: 3 clusters Score -484239 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -484252.843750 Penalty: 2758.054443 Iteration 38Q: 3 clusters Score -484252.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -484262.406250 Penalty: 2758.054443 Iteration 39Q: 3 clusters Score -484262.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -484270.906250 Penalty: 2758.054443 Iteration 40F: 3 clusters Score -484270.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -484276.593750 Penalty: 2758.054443 Iteration 41Q: 3 clusters Score -484276.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -484281.593750 Penalty: 2758.054443 Iteration 42Q: 3 clusters Score -484281.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -484285.562500 Penalty: 2758.054443 Iteration 43Q: 3 clusters Score -484285.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -484288.468750 Penalty: 2758.054443 Iteration 44Q: 3 clusters Score -484288.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -484291.281250 Penalty: 2758.054443 Iteration 45Q: 3 clusters Score -484291.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -484292.718750 Penalty: 2758.054443 Iteration 46Q: 3 clusters Score -484292.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -484296.031250 Penalty: 2758.054443 Iteration 47Q: 3 clusters Score -484296 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -484297.562500 Penalty: 2758.054443 Iteration 48Q: 3 clusters Score -484297.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -484304.062500 Penalty: 2758.054443 Iteration 49Q: 3 clusters Score -484304.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -484309.000000 Penalty: 2758.054443 Iteration 50Q: 3 clusters Score -484309 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -484315.937500 Penalty: 2758.054443 Iteration 51Q: 3 clusters Score -484315.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -484317.937500 Penalty: 2758.054443 Iteration 52Q: 3 clusters Score -484317.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -484320.906250 Penalty: 2758.054443 Iteration 53Q: 3 clusters Score -484320.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -484321.218750 Penalty: 2758.054443 Iteration 54Q: 3 clusters Score -484321.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -484321.281250 Penalty: 2758.054443 Iteration 55Q: 3 clusters Score -484321.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -484321.937500 Penalty: 2758.054443 Iteration 56Q: 3 clusters Score -484321.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -484321.937500 Penalty: 2758.054443 Iteration 57F: 3 clusters Score -484321.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (17379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17379 members Entering Unmasked Estep Score: -1671228.875000 Penalty: 1586.490356 Iteration 0F: 2 clusters Score -1671229 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8580 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -1659249.000000 Penalty: 3172.980713 Iteration 0F: 3 clusters Score -1659249 nChanged 7822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 9263 members Entering Unmasked Estep Score: -1663528.875000 Penalty: 3172.980713 Iteration 1F: 3 clusters Score -1663529 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 9607 members Entering Unmasked Estep Score: -1663830.500000 Penalty: 3172.980713 Iteration 2Q: 3 clusters Score -1663830 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 10088 members Entering Unmasked Estep Score: -1664151.875000 Penalty: 3172.980713 Iteration 3Q: 3 clusters Score -1664152 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -1664556.750000 Penalty: 3172.980713 Iteration 4Q: 3 clusters Score -1664557 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -1665063.000000 Penalty: 3172.980713 Iteration 5F: 3 clusters Score -1665063 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 12663 members Entering Unmasked Estep Score: -1665766.000000 Penalty: 3172.980713 Iteration 6F: 3 clusters Score -1665766 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 13853 members Entering Unmasked Estep Score: -1666698.750000 Penalty: 3172.980713 Iteration 7F: 3 clusters Score -1666699 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 15007 members Entering Unmasked Estep Score: -1667691.375000 Penalty: 3172.980713 Iteration 8F: 3 clusters Score -1667691 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 15988 members Entering Unmasked Estep Score: -1668602.625000 Penalty: 3172.980713 Iteration 9F: 3 clusters Score -1668603 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 16617 members Entering Unmasked Estep Score: -1669232.250000 Penalty: 3172.980713 Iteration 10Q: 3 clusters Score -1669232 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 16912 members Entering Unmasked Estep Score: -1669538.000000 Penalty: 3172.980713 Iteration 11Q: 3 clusters Score -1669538 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 17044 members Entering Unmasked Estep Score: -1669677.875000 Penalty: 3172.980713 Iteration 12Q: 3 clusters Score -1669678 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 17091 members Entering Unmasked Estep Score: -1669741.500000 Penalty: 3172.980713 Iteration 13Q: 3 clusters Score -1669742 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 17129 members Entering Unmasked Estep Score: -1669782.375000 Penalty: 3172.980713 Iteration 14Q: 3 clusters Score -1669782 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 17145 members Entering Unmasked Estep Score: -1669809.000000 Penalty: 3172.980713 Iteration 15Q: 3 clusters Score -1669809 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 17159 members Entering Unmasked Estep Score: -1669833.875000 Penalty: 3172.980713 Iteration 16Q: 3 clusters Score -1669834 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 17165 members Entering Unmasked Estep Score: -1669856.500000 Penalty: 3172.980713 Iteration 17Q: 3 clusters Score -1669856 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 17169 members Entering Unmasked Estep Score: -1669873.250000 Penalty: 3172.980713 Iteration 18Q: 3 clusters Score -1669873 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 17175 members Entering Unmasked Estep Score: -1669890.750000 Penalty: 3172.980713 Iteration 19Q: 3 clusters Score -1669891 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 17174 members Entering Unmasked Estep Score: -1669896.125000 Penalty: 3172.980713 Iteration 20F: 3 clusters Score -1669896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 17174 members Entering Unmasked Estep Score: -1669896.250000 Penalty: 3172.980713 Iteration 21Q: 3 clusters Score -1669896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 17173 members Entering Unmasked Estep Score: -1669898.125000 Penalty: 3172.980713 Iteration 22Q: 3 clusters Score -1669898 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 17172 members Entering Unmasked Estep Score: -1669897.125000 Penalty: 3172.980713 Iteration 23Q: 3 clusters Score -1669897 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 17169 members Entering Unmasked Estep Score: -1669896.750000 Penalty: 3172.980713 Iteration 24Q: 3 clusters Score -1669897 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 17169 members Entering Unmasked Estep Score: -1669896.750000 Penalty: 3172.980713 Iteration 25F: 3 clusters Score -1669897 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (71372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71372 members Entering Unmasked Estep Score: -7027791.000000 Penalty: 1816.044922 Iteration 0F: 2 clusters Score -7027791 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35680 members Mstep: Class 2 contains 35692 members Entering Unmasked Estep Score: -6980095.500000 Penalty: 3632.089844 Iteration 0F: 3 clusters Score -6980096 nChanged 33840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36418 members Mstep: Class 2 contains 34954 members Entering Unmasked Estep Score: -6999191.000000 Penalty: 3632.089844 Iteration 1F: 3 clusters Score -6999191 nChanged 2578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36838 members Mstep: Class 2 contains 34534 members Entering Unmasked Estep Score: -6999822.000000 Penalty: 3632.089844 Iteration 2Q: 3 clusters Score -6999822 nChanged 2631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37397 members Mstep: Class 2 contains 33975 members Entering Unmasked Estep Score: -7000513.000000 Penalty: 3632.089844 Iteration 3Q: 3 clusters Score -7000513 nChanged 2589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38124 members Mstep: Class 2 contains 33248 members Entering Unmasked Estep Score: -7001273.500000 Penalty: 3632.089844 Iteration 4Q: 3 clusters Score -7001274 nChanged 2789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39081 members Mstep: Class 2 contains 32291 members Entering Unmasked Estep Score: -7002286.000000 Penalty: 3632.089844 Iteration 5Q: 3 clusters Score -7002286 nChanged 3168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40273 members Mstep: Class 2 contains 31099 members Entering Unmasked Estep Score: -7003670.500000 Penalty: 3632.089844 Iteration 6Q: 3 clusters Score -7003670 nChanged 3585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41768 members Mstep: Class 2 contains 29604 members Entering Unmasked Estep Score: -7005636.000000 Penalty: 3632.089844 Iteration 7F: 3 clusters Score -7005636 nChanged 4030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43452 members Mstep: Class 2 contains 27920 members Entering Unmasked Estep Score: -7008468.000000 Penalty: 3632.089844 Iteration 8F: 3 clusters Score -7008468 nChanged 4397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45221 members Mstep: Class 2 contains 26151 members Entering Unmasked Estep Score: -7012044.500000 Penalty: 3632.089844 Iteration 9F: 3 clusters Score -7012044 nChanged 4243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46692 members Mstep: Class 2 contains 24680 members Entering Unmasked Estep Score: -7015177.000000 Penalty: 3632.089844 Iteration 10F: 3 clusters Score -7015177 nChanged 3286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47778 members Mstep: Class 2 contains 23594 members Entering Unmasked Estep Score: -7016993.000000 Penalty: 3632.089844 Iteration 11Q: 3 clusters Score -7016993 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48762 members Mstep: Class 2 contains 22610 members Entering Unmasked Estep Score: -7017923.500000 Penalty: 3632.089844 Iteration 12Q: 3 clusters Score -7017924 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49731 members Mstep: Class 2 contains 21641 members Entering Unmasked Estep Score: -7018479.500000 Penalty: 3632.089844 Iteration 13Q: 3 clusters Score -7018480 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50630 members Mstep: Class 2 contains 20742 members Entering Unmasked Estep Score: -7018906.500000 Penalty: 3632.089844 Iteration 14Q: 3 clusters Score -7018906 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51487 members Mstep: Class 2 contains 19885 members Entering Unmasked Estep Score: -7019265.000000 Penalty: 3632.089844 Iteration 15Q: 3 clusters Score -7019265 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52327 members Mstep: Class 2 contains 19045 members Entering Unmasked Estep Score: -7019556.500000 Penalty: 3632.089844 Iteration 16Q: 3 clusters Score -7019556 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53184 members Mstep: Class 2 contains 18188 members Entering Unmasked Estep Score: -7019891.500000 Penalty: 3632.089844 Iteration 17Q: 3 clusters Score -7019892 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54026 members Mstep: Class 2 contains 17346 members Entering Unmasked Estep Score: -7020145.000000 Penalty: 3632.089844 Iteration 18Q: 3 clusters Score -7020145 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54832 members Mstep: Class 2 contains 16540 members Entering Unmasked Estep Score: -7020409.000000 Penalty: 3632.089844 Iteration 19Q: 3 clusters Score -7020409 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55633 members Mstep: Class 2 contains 15739 members Entering Unmasked Estep Score: -7020597.000000 Penalty: 3632.089844 Iteration 20F: 3 clusters Score -7020597 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56402 members Mstep: Class 2 contains 14970 members Entering Unmasked Estep Score: -7020821.000000 Penalty: 3632.089844 Iteration 21Q: 3 clusters Score -7020821 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57158 members Mstep: Class 2 contains 14214 members Entering Unmasked Estep Score: -7021043.500000 Penalty: 3632.089844 Iteration 22Q: 3 clusters Score -7021044 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57948 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -7021286.000000 Penalty: 3632.089844 Iteration 23Q: 3 clusters Score -7021286 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58795 members Mstep: Class 2 contains 12577 members Entering Unmasked Estep Score: -7021577.500000 Penalty: 3632.089844 Iteration 24Q: 3 clusters Score -7021578 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59639 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -7021888.000000 Penalty: 3632.089844 Iteration 25Q: 3 clusters Score -7021888 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60459 members Mstep: Class 2 contains 10913 members Entering Unmasked Estep Score: -7022120.500000 Penalty: 3632.089844 Iteration 26Q: 3 clusters Score -7022120 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61297 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -7022348.500000 Penalty: 3632.089844 Iteration 27Q: 3 clusters Score -7022348 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62102 members Mstep: Class 2 contains 9270 members Entering Unmasked Estep Score: -7022640.000000 Penalty: 3632.089844 Iteration 28Q: 3 clusters Score -7022640 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62918 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -7022956.000000 Penalty: 3632.089844 Iteration 29Q: 3 clusters Score -7022956 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63745 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -7023263.000000 Penalty: 3632.089844 Iteration 30Q: 3 clusters Score -7023263 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64516 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -7023618.000000 Penalty: 3632.089844 Iteration 31Q: 3 clusters Score -7023618 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65282 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -7023968.000000 Penalty: 3632.089844 Iteration 32Q: 3 clusters Score -7023968 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66004 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -7024314.000000 Penalty: 3632.089844 Iteration 33Q: 3 clusters Score -7024314 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66651 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -7024641.500000 Penalty: 3632.089844 Iteration 34Q: 3 clusters Score -7024642 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67236 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -7024883.500000 Penalty: 3632.089844 Iteration 35Q: 3 clusters Score -7024884 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67763 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -7025134.500000 Penalty: 3632.089844 Iteration 36Q: 3 clusters Score -7025134 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68233 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -7025342.000000 Penalty: 3632.089844 Iteration 37Q: 3 clusters Score -7025342 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68637 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -7025547.500000 Penalty: 3632.089844 Iteration 38Q: 3 clusters Score -7025548 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68994 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -7025738.500000 Penalty: 3632.089844 Iteration 39Q: 3 clusters Score -7025738 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69265 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -7025875.500000 Penalty: 3632.089844 Iteration 40F: 3 clusters Score -7025876 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69492 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -7025980.500000 Penalty: 3632.089844 Iteration 41Q: 3 clusters Score -7025980 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69677 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -7026104.000000 Penalty: 3632.089844 Iteration 42Q: 3 clusters Score -7026104 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69819 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -7026189.500000 Penalty: 3632.089844 Iteration 43Q: 3 clusters Score -7026190 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69931 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -7026260.500000 Penalty: 3632.089844 Iteration 44Q: 3 clusters Score -7026260 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70013 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -7026342.000000 Penalty: 3632.089844 Iteration 45Q: 3 clusters Score -7026342 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70067 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -7026384.500000 Penalty: 3632.089844 Iteration 46Q: 3 clusters Score -7026384 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70098 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -7026416.000000 Penalty: 3632.089844 Iteration 47Q: 3 clusters Score -7026416 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70129 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -7026417.500000 Penalty: 3632.089844 Iteration 48Q: 3 clusters Score -7026418 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70152 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -7026452.500000 Penalty: 3632.089844 Iteration 49Q: 3 clusters Score -7026452 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70179 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -7026471.000000 Penalty: 3632.089844 Iteration 50Q: 3 clusters Score -7026471 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70207 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -7026501.000000 Penalty: 3632.089844 Iteration 51Q: 3 clusters Score -7026501 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70221 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -7026517.000000 Penalty: 3632.089844 Iteration 52Q: 3 clusters Score -7026517 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70235 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -7026523.000000 Penalty: 3632.089844 Iteration 53Q: 3 clusters Score -7026523 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70248 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -7026544.000000 Penalty: 3632.089844 Iteration 54Q: 3 clusters Score -7026544 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70249 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -7026544.500000 Penalty: 3632.089844 Iteration 55Q: 3 clusters Score -7026544 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70261 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -7026555.500000 Penalty: 3632.089844 Iteration 56Q: 3 clusters Score -7026556 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70271 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -7026565.500000 Penalty: 3632.089844 Iteration 57Q: 3 clusters Score -7026566 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70274 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -7026583.000000 Penalty: 3632.089844 Iteration 58Q: 3 clusters Score -7026583 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70283 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -7026591.000000 Penalty: 3632.089844 Iteration 59Q: 3 clusters Score -7026591 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70302 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -7026596.000000 Penalty: 3632.089844 Iteration 60F: 3 clusters Score -7026596 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70308 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -7026609.500000 Penalty: 3632.089844 Iteration 61Q: 3 clusters Score -7026610 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70321 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -7026611.000000 Penalty: 3632.089844 Iteration 62Q: 3 clusters Score -7026611 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70327 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -7026608.500000 Penalty: 3632.089844 Iteration 63Q: 3 clusters Score -7026608 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70329 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -7026621.000000 Penalty: 3632.089844 Iteration 64Q: 3 clusters Score -7026621 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70331 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -7026625.500000 Penalty: 3632.089844 Iteration 65Q: 3 clusters Score -7026626 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70334 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -7026623.000000 Penalty: 3632.089844 Iteration 66Q: 3 clusters Score -7026623 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70336 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -7026624.000000 Penalty: 3632.089844 Iteration 67Q: 3 clusters Score -7026624 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70336 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -7026628.500000 Penalty: 3632.089844 Iteration 68Q: 3 clusters Score -7026628 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70333 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -7026625.000000 Penalty: 3632.089844 Iteration 69Q: 3 clusters Score -7026625 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70334 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -7026623.000000 Penalty: 3632.089844 Iteration 70Q: 3 clusters Score -7026623 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70336 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -7026630.500000 Penalty: 3632.089844 Iteration 71Q: 3 clusters Score -7026630 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70337 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -7026631.000000 Penalty: 3632.089844 Iteration 72Q: 3 clusters Score -7026631 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70337 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -7026631.000000 Penalty: 3632.089844 Iteration 73F: 3 clusters Score -7026631 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Entering Unmasked Estep Score: -448503.593750 Penalty: 1365.289551 Iteration 0F: 2 clusters Score -448503.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -444843.375000 Penalty: 2730.579102 Iteration 0F: 3 clusters Score -444843.4 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -445811.343750 Penalty: 2730.579102 Iteration 1F: 3 clusters Score -445811.3 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -445969.968750 Penalty: 2730.579102 Iteration 2F: 3 clusters Score -445970 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -446068.843750 Penalty: 2730.579102 Iteration 3Q: 3 clusters Score -446068.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -446160.468750 Penalty: 2730.579102 Iteration 4Q: 3 clusters Score -446160.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -446248.500000 Penalty: 2730.579102 Iteration 5Q: 3 clusters Score -446248.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -446337.187500 Penalty: 2730.579102 Iteration 6Q: 3 clusters Score -446337.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -446454.031250 Penalty: 2730.579102 Iteration 7Q: 3 clusters Score -446454 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -446578.812500 Penalty: 2730.579102 Iteration 8Q: 3 clusters Score -446578.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -446696.343750 Penalty: 2730.579102 Iteration 9Q: 3 clusters Score -446696.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -446825.468750 Penalty: 2730.579102 Iteration 10Q: 3 clusters Score -446825.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -446958.875000 Penalty: 2730.579102 Iteration 11Q: 3 clusters Score -446958.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -447081.812500 Penalty: 2730.579102 Iteration 12Q: 3 clusters Score -447081.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -447162.343750 Penalty: 2730.579102 Iteration 13Q: 3 clusters Score -447162.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -447226.718750 Penalty: 2730.579102 Iteration 14Q: 3 clusters Score -447226.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -447280.468750 Penalty: 2730.579102 Iteration 15Q: 3 clusters Score -447280.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -447319.218750 Penalty: 2730.579102 Iteration 16Q: 3 clusters Score -447319.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -447352.531250 Penalty: 2730.579102 Iteration 17Q: 3 clusters Score -447352.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -447371.406250 Penalty: 2730.579102 Iteration 18Q: 3 clusters Score -447371.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -447382.718750 Penalty: 2730.579102 Iteration 19Q: 3 clusters Score -447382.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -447395.000000 Penalty: 2730.579102 Iteration 20F: 3 clusters Score -447395 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -447404.156250 Penalty: 2730.579102 Iteration 21Q: 3 clusters Score -447404.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -447410.593750 Penalty: 2730.579102 Iteration 22Q: 3 clusters Score -447410.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -447414.562500 Penalty: 2730.579102 Iteration 23Q: 3 clusters Score -447414.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -447416.562500 Penalty: 2730.579102 Iteration 24Q: 3 clusters Score -447416.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -447419.812500 Penalty: 2730.579102 Iteration 25Q: 3 clusters Score -447419.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -447424.531250 Penalty: 2730.579102 Iteration 26Q: 3 clusters Score -447424.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -447428.062500 Penalty: 2730.579102 Iteration 27Q: 3 clusters Score -447428.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -447433.625000 Penalty: 2730.579102 Iteration 28Q: 3 clusters Score -447433.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -447438.531250 Penalty: 2730.579102 Iteration 29Q: 3 clusters Score -447438.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -447446.062500 Penalty: 2730.579102 Iteration 30Q: 3 clusters Score -447446.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -447451.187500 Penalty: 2730.579102 Iteration 31Q: 3 clusters Score -447451.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -447454.406250 Penalty: 2730.579102 Iteration 32Q: 3 clusters Score -447454.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -447456.250000 Penalty: 2730.579102 Iteration 33Q: 3 clusters Score -447456.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -447459.562500 Penalty: 2730.579102 Iteration 34Q: 3 clusters Score -447459.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -447465.375000 Penalty: 2730.579102 Iteration 35Q: 3 clusters Score -447465.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -447467.250000 Penalty: 2730.579102 Iteration 36Q: 3 clusters Score -447467.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -447470.218750 Penalty: 2730.579102 Iteration 37Q: 3 clusters Score -447470.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -447473.250000 Penalty: 2730.579102 Iteration 38Q: 3 clusters Score -447473.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -447474.343750 Penalty: 2730.579102 Iteration 39Q: 3 clusters Score -447474.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -447474.343750 Penalty: 2730.579102 Iteration 40F: 3 clusters Score -447474.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Entering Unmasked Estep Score: -526238.312500 Penalty: 1391.134399 Iteration 0F: 2 clusters Score -526238.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -522118.906250 Penalty: 2782.268799 Iteration 0F: 3 clusters Score -522118.9 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -523249.531250 Penalty: 2782.268799 Iteration 1F: 3 clusters Score -523249.5 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -523449.656250 Penalty: 2782.268799 Iteration 2F: 3 clusters Score -523449.7 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -523599.312500 Penalty: 2782.268799 Iteration 3F: 3 clusters Score -523599.3 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -523725.906250 Penalty: 2782.268799 Iteration 4Q: 3 clusters Score -523725.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -523818.625000 Penalty: 2782.268799 Iteration 5Q: 3 clusters Score -523818.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -523919.250000 Penalty: 2782.268799 Iteration 6Q: 3 clusters Score -523919.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -524031.406250 Penalty: 2782.268799 Iteration 7Q: 3 clusters Score -524031.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -524122.968750 Penalty: 2782.268799 Iteration 8Q: 3 clusters Score -524123 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -524225.593750 Penalty: 2782.268799 Iteration 9Q: 3 clusters Score -524225.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -524355.187500 Penalty: 2782.268799 Iteration 10Q: 3 clusters Score -524355.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -524480.000000 Penalty: 2782.268799 Iteration 11Q: 3 clusters Score -524480 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -524579.125000 Penalty: 2782.268799 Iteration 12Q: 3 clusters Score -524579.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -524642.812500 Penalty: 2782.268799 Iteration 13Q: 3 clusters Score -524642.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -524685.437500 Penalty: 2782.268799 Iteration 14Q: 3 clusters Score -524685.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -524711.750000 Penalty: 2782.268799 Iteration 15Q: 3 clusters Score -524711.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -524735.875000 Penalty: 2782.268799 Iteration 16Q: 3 clusters Score -524735.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -524757.750000 Penalty: 2782.268799 Iteration 17Q: 3 clusters Score -524757.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -524775.437500 Penalty: 2782.268799 Iteration 18Q: 3 clusters Score -524775.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -524793.125000 Penalty: 2782.268799 Iteration 19Q: 3 clusters Score -524793.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -524809.625000 Penalty: 2782.268799 Iteration 20F: 3 clusters Score -524809.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -524826.562500 Penalty: 2782.268799 Iteration 21Q: 3 clusters Score -524826.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -524840.937500 Penalty: 2782.268799 Iteration 22Q: 3 clusters Score -524840.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -524852.812500 Penalty: 2782.268799 Iteration 23Q: 3 clusters Score -524852.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -524867.250000 Penalty: 2782.268799 Iteration 24Q: 3 clusters Score -524867.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -524873.437500 Penalty: 2782.268799 Iteration 25Q: 3 clusters Score -524873.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -524879.312500 Penalty: 2782.268799 Iteration 26Q: 3 clusters Score -524879.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -524884.000000 Penalty: 2782.268799 Iteration 27Q: 3 clusters Score -524884 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -524887.187500 Penalty: 2782.268799 Iteration 28Q: 3 clusters Score -524887.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -524887.875000 Penalty: 2782.268799 Iteration 29Q: 3 clusters Score -524887.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -524889.000000 Penalty: 2782.268799 Iteration 30Q: 3 clusters Score -524889 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -524890.000000 Penalty: 2782.268799 Iteration 31Q: 3 clusters Score -524890 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -524892.000000 Penalty: 2782.268799 Iteration 32Q: 3 clusters Score -524892 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -524893.687500 Penalty: 2782.268799 Iteration 33Q: 3 clusters Score -524893.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -524895.562500 Penalty: 2782.268799 Iteration 34Q: 3 clusters Score -524895.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -524896.562500 Penalty: 2782.268799 Iteration 35Q: 3 clusters Score -524896.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -524899.062500 Penalty: 2782.268799 Iteration 36Q: 3 clusters Score -524899.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -524900.250000 Penalty: 2782.268799 Iteration 37Q: 3 clusters Score -524900.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -524902.625000 Penalty: 2782.268799 Iteration 38Q: 3 clusters Score -524902.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -524903.312500 Penalty: 2782.268799 Iteration 39Q: 3 clusters Score -524903.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -524905.125000 Penalty: 2782.268799 Iteration 40F: 3 clusters Score -524905.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -524906.312500 Penalty: 2782.268799 Iteration 41Q: 3 clusters Score -524906.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -524907.625000 Penalty: 2782.268799 Iteration 42Q: 3 clusters Score -524907.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -524908.500000 Penalty: 2782.268799 Iteration 43Q: 3 clusters Score -524908.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -524909.750000 Penalty: 2782.268799 Iteration 44Q: 3 clusters Score -524909.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -524910.375000 Penalty: 2782.268799 Iteration 45Q: 3 clusters Score -524910.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -524913.875000 Penalty: 2782.268799 Iteration 46Q: 3 clusters Score -524913.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -524915.187500 Penalty: 2782.268799 Iteration 47Q: 3 clusters Score -524915.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -524918.812500 Penalty: 2782.268799 Iteration 48Q: 3 clusters Score -524918.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -524922.000000 Penalty: 2782.268799 Iteration 49Q: 3 clusters Score -524922 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -524925.375000 Penalty: 2782.268799 Iteration 50Q: 3 clusters Score -524925.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -524928.687500 Penalty: 2782.268799 Iteration 51Q: 3 clusters Score -524928.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -524932.250000 Penalty: 2782.268799 Iteration 52Q: 3 clusters Score -524932.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -524935.562500 Penalty: 2782.268799 Iteration 53Q: 3 clusters Score -524935.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -524937.625000 Penalty: 2782.268799 Iteration 54Q: 3 clusters Score -524937.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -524938.000000 Penalty: 2782.268799 Iteration 55Q: 3 clusters Score -524938 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -524942.250000 Penalty: 2782.268799 Iteration 56Q: 3 clusters Score -524942.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -524945.562500 Penalty: 2782.268799 Iteration 57Q: 3 clusters Score -524945.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -524949.437500 Penalty: 2782.268799 Iteration 58Q: 3 clusters Score -524949.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -524951.875000 Penalty: 2782.268799 Iteration 59Q: 3 clusters Score -524951.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -524954.000000 Penalty: 2782.268799 Iteration 60F: 3 clusters Score -524954 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -524955.062500 Penalty: 2782.268799 Iteration 61Q: 3 clusters Score -524955.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -524955.312500 Penalty: 2782.268799 Iteration 62Q: 3 clusters Score -524955.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -524956.437500 Penalty: 2782.268799 Iteration 63Q: 3 clusters Score -524956.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -524957.000000 Penalty: 2782.268799 Iteration 64Q: 3 clusters Score -524957 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -524957.562500 Penalty: 2782.268799 Iteration 65Q: 3 clusters Score -524957.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -524959.625000 Penalty: 2782.268799 Iteration 66Q: 3 clusters Score -524959.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -524961.125000 Penalty: 2782.268799 Iteration 67Q: 3 clusters Score -524961.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -524962.062500 Penalty: 2782.268799 Iteration 68Q: 3 clusters Score -524962.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -524963.312500 Penalty: 2782.268799 Iteration 69Q: 3 clusters Score -524963.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -524964.000000 Penalty: 2782.268799 Iteration 70Q: 3 clusters Score -524964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -524963.625000 Penalty: 2782.268799 Iteration 71Q: 3 clusters Score -524963.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -524963.625000 Penalty: 2782.268799 Iteration 72F: 3 clusters Score -524963.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Entering Unmasked Estep Score: -63612.359375 Penalty: 1059.121582 Iteration 0F: 2 clusters Score -63612.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -62456.937500 Penalty: 2118.243164 Iteration 0F: 3 clusters Score -62456.94 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -62724.027344 Penalty: 2118.243164 Iteration 1F: 3 clusters Score -62724.03 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -62879.363281 Penalty: 2118.243164 Iteration 2F: 3 clusters Score -62879.36 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -63105.175781 Penalty: 2118.243164 Iteration 3F: 3 clusters Score -63105.18 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -63205.500000 Penalty: 2118.243164 Iteration 4F: 3 clusters Score -63205.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -63239.726562 Penalty: 2118.243164 Iteration 5Q: 3 clusters Score -63239.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -63257.199219 Penalty: 2118.243164 Iteration 6Q: 3 clusters Score -63257.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -63283.265625 Penalty: 2118.243164 Iteration 7Q: 3 clusters Score -63283.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -63291.433594 Penalty: 2118.243164 Iteration 8Q: 3 clusters Score -63291.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -63294.675781 Penalty: 2118.243164 Iteration 9Q: 3 clusters Score -63294.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -63295.589844 Penalty: 2118.243164 Iteration 10Q: 3 clusters Score -63295.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -63298.152344 Penalty: 2118.243164 Iteration 11Q: 3 clusters Score -63298.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -63298.152344 Penalty: 2118.243164 Iteration 12F: 3 clusters Score -63298.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Entering Unmasked Estep Score: -274920.218750 Penalty: 1291.956665 Iteration 0F: 2 clusters Score -274920.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -272317.437500 Penalty: 2583.913330 Iteration 0F: 3 clusters Score -272317.4 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -273071.000000 Penalty: 2583.913330 Iteration 1F: 3 clusters Score -273071 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -273349.781250 Penalty: 2583.913330 Iteration 2F: 3 clusters Score -273349.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -273725.531250 Penalty: 2583.913330 Iteration 3F: 3 clusters Score -273725.5 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -274234.281250 Penalty: 2583.913330 Iteration 4F: 3 clusters Score -274234.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -274569.812500 Penalty: 2583.913330 Iteration 5F: 3 clusters Score -274569.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -274726.812500 Penalty: 2583.913330 Iteration 6F: 3 clusters Score -274726.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -274834.093750 Penalty: 2583.913330 Iteration 7Q: 3 clusters Score -274834.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -274915.843750 Penalty: 2583.913330 Iteration 8Q: 3 clusters Score -274915.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -275030.625000 Penalty: 2583.913330 Iteration 9Q: 3 clusters Score -275030.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -275152.968750 Penalty: 2583.913330 Iteration 10Q: 3 clusters Score -275153 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -275211.125000 Penalty: 2583.913330 Iteration 11Q: 3 clusters Score -275211.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -275226.343750 Penalty: 2583.913330 Iteration 12Q: 3 clusters Score -275226.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -275231.250000 Penalty: 2583.913330 Iteration 13Q: 3 clusters Score -275231.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -275235.718750 Penalty: 2583.913330 Iteration 14Q: 3 clusters Score -275235.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -275236.656250 Penalty: 2583.913330 Iteration 15Q: 3 clusters Score -275236.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -275237.906250 Penalty: 2583.913330 Iteration 16Q: 3 clusters Score -275237.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -275237.906250 Penalty: 2583.913330 Iteration 17F: 3 clusters Score -275237.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3788 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11380 members Mstep: Class 8 contains 33413 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5512 members Mstep: Class 18 contains 3635 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17379 members Mstep: Class 22 contains 71372 members Mstep: Class 23 contains 4455 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 1110 members Mstep: Class 27 contains 836 members Mstep: Class 28 contains 2722 members Mstep: Class 29 contains 1727 members Entering Unmasked Estep Score: -22262900.000000 Penalty: 58205.878906 Splitting cluster 26 changes total score from -22263160.000000 to -22262900.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Entering Unmasked Estep Score: -74297.281250 Penalty: 1093.402100 Iteration 0F: 2 clusters Score -74297.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -73011.625000 Penalty: 2186.804199 Iteration 0F: 3 clusters Score -73011.62 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -73208.359375 Penalty: 2186.804199 Iteration 1F: 3 clusters Score -73208.36 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -73285.906250 Penalty: 2186.804199 Iteration 2F: 3 clusters Score -73285.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -73338.812500 Penalty: 2186.804199 Iteration 3Q: 3 clusters Score -73338.81 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -73381.085938 Penalty: 2186.804199 Iteration 4Q: 3 clusters Score -73381.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -73405.546875 Penalty: 2186.804199 Iteration 5Q: 3 clusters Score -73405.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -73418.296875 Penalty: 2186.804199 Iteration 6Q: 3 clusters Score -73418.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -73423.890625 Penalty: 2186.804199 Iteration 7Q: 3 clusters Score -73423.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -73431.882812 Penalty: 2186.804199 Iteration 8Q: 3 clusters Score -73431.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -73435.226562 Penalty: 2186.804199 Iteration 9Q: 3 clusters Score -73435.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -73439.382812 Penalty: 2186.804199 Iteration 10Q: 3 clusters Score -73439.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -73448.031250 Penalty: 2186.804199 Iteration 11Q: 3 clusters Score -73448.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -73451.359375 Penalty: 2186.804199 Iteration 12Q: 3 clusters Score -73451.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -73453.937500 Penalty: 2186.804199 Iteration 13Q: 3 clusters Score -73453.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -73456.750000 Penalty: 2186.804199 Iteration 14Q: 3 clusters Score -73456.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -73457.820312 Penalty: 2186.804199 Iteration 15Q: 3 clusters Score -73457.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -73458.960938 Penalty: 2186.804199 Iteration 16Q: 3 clusters Score -73458.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -73458.960938 Penalty: 2186.804199 Iteration 17F: 3 clusters Score -73458.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3788 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11380 members Mstep: Class 8 contains 33413 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5512 members Mstep: Class 18 contains 3635 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17379 members Mstep: Class 22 contains 71372 members Mstep: Class 23 contains 4455 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 677 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22263366.000000 Penalty: 56198.781250 Iteration 79Q: 29 clusters Score -2.226337e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3788 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11379 members Mstep: Class 8 contains 33361 members Mstep: Class 9 contains 924 members Mstep: Class 10 contains 18554 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10761 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5514 members Mstep: Class 18 contains 3656 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17377 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4481 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 678 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 838 members Mstep: Class 28 contains 2719 members Entering Unmasked Estep ConsiderDeletion Score: -22263406.000000 Penalty: 56198.781250 Iteration 80F: 29 clusters Score -2.226341e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3787 members Mstep: Class 4 contains 1201 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33326 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 386 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5516 members Mstep: Class 18 contains 3686 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17376 members Mstep: Class 22 contains 71374 members Mstep: Class 23 contains 4473 members Mstep: Class 24 contains 5222 members Mstep: Class 25 contains 669 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2748 members Entering Unmasked Estep ConsiderDeletion Score: -22263420.000000 Penalty: 56198.781250 Iteration 81Q: 29 clusters Score -2.226342e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3787 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33310 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5517 members Mstep: Class 18 contains 3706 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17373 members Mstep: Class 22 contains 71375 members Mstep: Class 23 contains 4461 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 665 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2762 members Entering Unmasked Estep ConsiderDeletion Score: -22263480.000000 Penalty: 56198.781250 Iteration 82Q: 29 clusters Score -2.226348e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3787 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33298 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18552 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2259 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5518 members Mstep: Class 18 contains 3716 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17369 members Mstep: Class 22 contains 71378 members Mstep: Class 23 contains 4450 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2774 members Entering Unmasked Estep ConsiderDeletion Score: -22263486.000000 Penalty: 56198.781250 Iteration 83Q: 29 clusters Score -2.226349e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3787 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33293 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18552 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2258 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5519 members Mstep: Class 18 contains 3725 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17365 members Mstep: Class 22 contains 71381 members Mstep: Class 23 contains 4440 members Mstep: Class 24 contains 5223 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2781 members Entering Unmasked Estep ConsiderDeletion Score: -22263488.000000 Penalty: 56198.781250 Iteration 84Q: 29 clusters Score -2.226349e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3786 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33286 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18552 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5521 members Mstep: Class 18 contains 3733 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17366 members Mstep: Class 22 contains 71378 members Mstep: Class 23 contains 4435 members Mstep: Class 24 contains 5224 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2786 members Entering Unmasked Estep ConsiderDeletion Score: -22263520.000000 Penalty: 56198.781250 Iteration 85Q: 29 clusters Score -2.226352e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3787 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33279 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18552 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5522 members Mstep: Class 18 contains 3743 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17365 members Mstep: Class 22 contains 71376 members Mstep: Class 23 contains 4426 members Mstep: Class 24 contains 5226 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2792 members Entering Unmasked Estep ConsiderDeletion Score: -22263510.000000 Penalty: 56198.781250 Iteration 86Q: 29 clusters Score -2.226351e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3788 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33270 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18552 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3750 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17364 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4424 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2797 members Entering Unmasked Estep ConsiderDeletion Score: -22263516.000000 Penalty: 56198.781250 Iteration 87Q: 29 clusters Score -2.226352e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33259 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3753 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4424 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2805 members Entering Unmasked Estep ConsiderDeletion Score: -22263512.000000 Penalty: 56198.781250 Iteration 88Q: 29 clusters Score -2.226351e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33242 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3758 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4430 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2810 members Entering Unmasked Estep ConsiderDeletion Score: -22263510.000000 Penalty: 56198.781250 Iteration 89Q: 29 clusters Score -2.226351e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33233 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3761 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4432 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2814 members Entering Unmasked Estep ConsiderDeletion Score: -22263510.000000 Penalty: 56198.781250 Iteration 90Q: 29 clusters Score -2.226351e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33227 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3766 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4431 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2816 members Entering Unmasked Estep ConsiderDeletion Score: -22263512.000000 Penalty: 56198.781250 Iteration 91Q: 29 clusters Score -2.226351e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33225 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3767 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4430 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2818 members Entering Unmasked Estep ConsiderDeletion Score: -22263518.000000 Penalty: 56198.781250 Iteration 92Q: 29 clusters Score -2.226352e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33224 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3767 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4431 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2818 members Entering Unmasked Estep ConsiderDeletion Score: -22263526.000000 Penalty: 56198.781250 Iteration 93Q: 29 clusters Score -2.226353e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33223 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3767 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4431 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2819 members Entering Unmasked Estep ConsiderDeletion Score: -22263530.000000 Penalty: 56198.781250 Iteration 94Q: 29 clusters Score -2.226353e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33221 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3767 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4430 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2822 members Entering Unmasked Estep ConsiderDeletion Score: -22263520.000000 Penalty: 56198.781250 Iteration 95Q: 29 clusters Score -2.226352e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33218 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3767 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4427 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2828 members Entering Unmasked Estep ConsiderDeletion Score: -22263512.000000 Penalty: 56198.781250 Iteration 96Q: 29 clusters Score -2.226351e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33213 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3767 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4428 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2832 members Entering Unmasked Estep ConsiderDeletion Score: -22263518.000000 Penalty: 56198.781250 Iteration 97Q: 29 clusters Score -2.226352e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33208 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3767 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4426 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2839 members Entering Unmasked Estep ConsiderDeletion Score: -22263520.000000 Penalty: 56198.781250 Iteration 98Q: 29 clusters Score -2.226352e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33206 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3767 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4424 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2843 members Entering Unmasked Estep ConsiderDeletion Score: -22263516.000000 Penalty: 56198.781250 Iteration 99Q: 29 clusters Score -2.226352e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33204 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3767 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4424 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2845 members Entering Unmasked Estep ConsiderDeletion Score: -22263524.000000 Penalty: 56198.781250 Iteration 100F: 29 clusters Score -2.226352e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33201 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3768 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4423 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2848 members Entering Unmasked Estep ConsiderDeletion Score: -22263522.000000 Penalty: 56198.781250 Iteration 101Q: 29 clusters Score -2.226352e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33196 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3770 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4424 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2850 members Entering Unmasked Estep ConsiderDeletion Score: -22263530.000000 Penalty: 56198.781250 Iteration 102Q: 29 clusters Score -2.226353e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33196 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3770 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4424 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2850 members Entering Unmasked Estep ConsiderDeletion Score: -22263530.000000 Penalty: 56198.781250 Iteration 103F: 29 clusters Score -2.226353e+07 nChanged 0 Entering ConstructFrom: Score: -22263530.000000 Penalty: 56198.781250 Entering ConstructFrom: Trying to split cluster 1 (18479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18479 members Entering Unmasked Estep Score: -1856912.625000 Penalty: 1596.463501 Iteration 0F: 2 clusters Score -1856913 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9200 members Mstep: Class 2 contains 9279 members Entering Unmasked Estep Score: -1844336.250000 Penalty: 3192.927002 Iteration 0F: 3 clusters Score -1844336 nChanged 8237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 9428 members Entering Unmasked Estep Score: -1848864.250000 Penalty: 3192.927002 Iteration 1F: 3 clusters Score -1848864 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 9494 members Entering Unmasked Estep Score: -1849318.250000 Penalty: 3192.927002 Iteration 2F: 3 clusters Score -1849318 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 9567 members Entering Unmasked Estep Score: -1849818.250000 Penalty: 3192.927002 Iteration 3F: 3 clusters Score -1849818 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -1850338.000000 Penalty: 3192.927002 Iteration 4F: 3 clusters Score -1850338 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -1850896.000000 Penalty: 3192.927002 Iteration 5F: 3 clusters Score -1850896 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8961 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -1851410.875000 Penalty: 3192.927002 Iteration 6F: 3 clusters Score -1851411 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 9369 members Entering Unmasked Estep Score: -1851994.500000 Penalty: 3192.927002 Iteration 7F: 3 clusters Score -1851994 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -1852631.500000 Penalty: 3192.927002 Iteration 8F: 3 clusters Score -1852632 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -1853263.000000 Penalty: 3192.927002 Iteration 9F: 3 clusters Score -1853263 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9954 members Mstep: Class 2 contains 8525 members Entering Unmasked Estep Score: -1853787.125000 Penalty: 3192.927002 Iteration 10Q: 3 clusters Score -1853787 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -1854129.500000 Penalty: 3192.927002 Iteration 11Q: 3 clusters Score -1854130 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10365 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -1854348.625000 Penalty: 3192.927002 Iteration 12Q: 3 clusters Score -1854349 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 7962 members Entering Unmasked Estep Score: -1854506.875000 Penalty: 3192.927002 Iteration 13Q: 3 clusters Score -1854507 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -1854634.750000 Penalty: 3192.927002 Iteration 14Q: 3 clusters Score -1854635 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -1854725.375000 Penalty: 3192.927002 Iteration 15Q: 3 clusters Score -1854725 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 7521 members Entering Unmasked Estep Score: -1854811.875000 Penalty: 3192.927002 Iteration 16Q: 3 clusters Score -1854812 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -1854881.000000 Penalty: 3192.927002 Iteration 17Q: 3 clusters Score -1854881 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -1854939.000000 Penalty: 3192.927002 Iteration 18Q: 3 clusters Score -1854939 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Mstep: Class 2 contains 7185 members Entering Unmasked Estep Score: -1854981.375000 Penalty: 3192.927002 Iteration 19Q: 3 clusters Score -1854981 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11395 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1855032.375000 Penalty: 3192.927002 Iteration 20F: 3 clusters Score -1855032 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11507 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -1855084.000000 Penalty: 3192.927002 Iteration 21Q: 3 clusters Score -1855084 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -1855130.000000 Penalty: 3192.927002 Iteration 22Q: 3 clusters Score -1855130 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11706 members Mstep: Class 2 contains 6773 members Entering Unmasked Estep Score: -1855165.875000 Penalty: 3192.927002 Iteration 23Q: 3 clusters Score -1855166 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11807 members Mstep: Class 2 contains 6672 members Entering Unmasked Estep Score: -1855198.000000 Penalty: 3192.927002 Iteration 24Q: 3 clusters Score -1855198 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -1855223.375000 Penalty: 3192.927002 Iteration 25Q: 3 clusters Score -1855223 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12000 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -1855253.000000 Penalty: 3192.927002 Iteration 26Q: 3 clusters Score -1855253 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12095 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -1855279.625000 Penalty: 3192.927002 Iteration 27Q: 3 clusters Score -1855280 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12187 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -1855298.125000 Penalty: 3192.927002 Iteration 28Q: 3 clusters Score -1855298 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12286 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -1855324.500000 Penalty: 3192.927002 Iteration 29Q: 3 clusters Score -1855324 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12374 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -1855346.125000 Penalty: 3192.927002 Iteration 30Q: 3 clusters Score -1855346 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12451 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -1855360.750000 Penalty: 3192.927002 Iteration 31Q: 3 clusters Score -1855361 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12531 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -1855377.750000 Penalty: 3192.927002 Iteration 32Q: 3 clusters Score -1855378 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12597 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1855393.125000 Penalty: 3192.927002 Iteration 33Q: 3 clusters Score -1855393 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12673 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -1855408.750000 Penalty: 3192.927002 Iteration 34Q: 3 clusters Score -1855409 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12736 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -1855412.500000 Penalty: 3192.927002 Iteration 35Q: 3 clusters Score -1855412 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12783 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -1855420.750000 Penalty: 3192.927002 Iteration 36Q: 3 clusters Score -1855421 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12828 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -1855427.000000 Penalty: 3192.927002 Iteration 37Q: 3 clusters Score -1855427 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12865 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1855431.375000 Penalty: 3192.927002 Iteration 38Q: 3 clusters Score -1855431 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12904 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1855432.875000 Penalty: 3192.927002 Iteration 39Q: 3 clusters Score -1855433 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12946 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -1855438.625000 Penalty: 3192.927002 Iteration 40F: 3 clusters Score -1855439 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12986 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -1855442.625000 Penalty: 3192.927002 Iteration 41Q: 3 clusters Score -1855443 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13021 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -1855443.625000 Penalty: 3192.927002 Iteration 42Q: 3 clusters Score -1855444 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13060 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -1855445.750000 Penalty: 3192.927002 Iteration 43Q: 3 clusters Score -1855446 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13092 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -1855449.875000 Penalty: 3192.927002 Iteration 44Q: 3 clusters Score -1855450 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13124 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -1855453.625000 Penalty: 3192.927002 Iteration 45Q: 3 clusters Score -1855454 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13158 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -1855462.375000 Penalty: 3192.927002 Iteration 46Q: 3 clusters Score -1855462 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13196 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -1855469.375000 Penalty: 3192.927002 Iteration 47Q: 3 clusters Score -1855469 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13243 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1855469.875000 Penalty: 3192.927002 Iteration 48Q: 3 clusters Score -1855470 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13299 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -1855478.625000 Penalty: 3192.927002 Iteration 49Q: 3 clusters Score -1855479 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13363 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1855495.375000 Penalty: 3192.927002 Iteration 50Q: 3 clusters Score -1855495 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13424 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -1855500.250000 Penalty: 3192.927002 Iteration 51Q: 3 clusters Score -1855500 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13468 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -1855515.875000 Penalty: 3192.927002 Iteration 52Q: 3 clusters Score -1855516 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13507 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -1855512.500000 Penalty: 3192.927002 Iteration 53Q: 3 clusters Score -1855512 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13546 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1855513.250000 Penalty: 3192.927002 Iteration 54Q: 3 clusters Score -1855513 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13585 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -1855521.000000 Penalty: 3192.927002 Iteration 55Q: 3 clusters Score -1855521 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -1855530.250000 Penalty: 3192.927002 Iteration 56Q: 3 clusters Score -1855530 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13669 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -1855533.125000 Penalty: 3192.927002 Iteration 57Q: 3 clusters Score -1855533 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13724 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -1855544.375000 Penalty: 3192.927002 Iteration 58Q: 3 clusters Score -1855544 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13771 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -1855551.625000 Penalty: 3192.927002 Iteration 59Q: 3 clusters Score -1855552 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13830 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -1855564.750000 Penalty: 3192.927002 Iteration 60F: 3 clusters Score -1855565 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13890 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1855575.125000 Penalty: 3192.927002 Iteration 61Q: 3 clusters Score -1855575 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13949 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -1855579.750000 Penalty: 3192.927002 Iteration 62Q: 3 clusters Score -1855580 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1855590.750000 Penalty: 3192.927002 Iteration 63Q: 3 clusters Score -1855591 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14036 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1855592.375000 Penalty: 3192.927002 Iteration 64Q: 3 clusters Score -1855592 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14067 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1855597.500000 Penalty: 3192.927002 Iteration 65Q: 3 clusters Score -1855598 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14098 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1855602.625000 Penalty: 3192.927002 Iteration 66Q: 3 clusters Score -1855603 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14123 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1855606.875000 Penalty: 3192.927002 Iteration 67Q: 3 clusters Score -1855607 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14150 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1855612.250000 Penalty: 3192.927002 Iteration 68Q: 3 clusters Score -1855612 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14176 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1855612.375000 Penalty: 3192.927002 Iteration 69Q: 3 clusters Score -1855612 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14198 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -1855613.750000 Penalty: 3192.927002 Iteration 70Q: 3 clusters Score -1855614 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14218 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -1855616.875000 Penalty: 3192.927002 Iteration 71Q: 3 clusters Score -1855617 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14236 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -1855619.875000 Penalty: 3192.927002 Iteration 72Q: 3 clusters Score -1855620 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14258 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -1855624.750000 Penalty: 3192.927002 Iteration 73Q: 3 clusters Score -1855625 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14281 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -1855621.875000 Penalty: 3192.927002 Iteration 74Q: 3 clusters Score -1855622 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -1855623.500000 Penalty: 3192.927002 Iteration 75Q: 3 clusters Score -1855624 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14336 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -1855627.250000 Penalty: 3192.927002 Iteration 76Q: 3 clusters Score -1855627 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14365 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -1855628.000000 Penalty: 3192.927002 Iteration 77Q: 3 clusters Score -1855628 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14385 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -1855629.375000 Penalty: 3192.927002 Iteration 78Q: 3 clusters Score -1855629 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14409 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -1855635.125000 Penalty: 3192.927002 Iteration 79Q: 3 clusters Score -1855635 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14434 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -1855638.000000 Penalty: 3192.927002 Iteration 80F: 3 clusters Score -1855638 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14453 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -1855641.000000 Penalty: 3192.927002 Iteration 81Q: 3 clusters Score -1855641 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14473 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1855643.500000 Penalty: 3192.927002 Iteration 82Q: 3 clusters Score -1855644 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14490 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -1855642.500000 Penalty: 3192.927002 Iteration 83Q: 3 clusters Score -1855642 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14513 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1855645.250000 Penalty: 3192.927002 Iteration 84Q: 3 clusters Score -1855645 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14532 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -1855653.750000 Penalty: 3192.927002 Iteration 85Q: 3 clusters Score -1855654 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14547 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -1855647.500000 Penalty: 3192.927002 Iteration 86Q: 3 clusters Score -1855648 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14567 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -1855652.875000 Penalty: 3192.927002 Iteration 87Q: 3 clusters Score -1855653 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14601 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1855661.000000 Penalty: 3192.927002 Iteration 88Q: 3 clusters Score -1855661 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14638 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -1855663.125000 Penalty: 3192.927002 Iteration 89Q: 3 clusters Score -1855663 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14673 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1855672.500000 Penalty: 3192.927002 Iteration 90Q: 3 clusters Score -1855672 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14698 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1855673.875000 Penalty: 3192.927002 Iteration 91Q: 3 clusters Score -1855674 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14716 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1855679.500000 Penalty: 3192.927002 Iteration 92Q: 3 clusters Score -1855680 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14742 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1855684.250000 Penalty: 3192.927002 Iteration 93Q: 3 clusters Score -1855684 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14763 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1855688.250000 Penalty: 3192.927002 Iteration 94Q: 3 clusters Score -1855688 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14780 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -1855687.375000 Penalty: 3192.927002 Iteration 95Q: 3 clusters Score -1855687 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14791 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1855691.875000 Penalty: 3192.927002 Iteration 96Q: 3 clusters Score -1855692 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14801 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1855692.500000 Penalty: 3192.927002 Iteration 97Q: 3 clusters Score -1855692 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14811 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -1855686.375000 Penalty: 3192.927002 Iteration 98Q: 3 clusters Score -1855686 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14824 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1855684.500000 Penalty: 3192.927002 Iteration 99Q: 3 clusters Score -1855684 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14835 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1855691.250000 Penalty: 3192.927002 Iteration 100F: 3 clusters Score -1855691 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14841 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -1855691.875000 Penalty: 3192.927002 Iteration 101Q: 3 clusters Score -1855692 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14852 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -1855693.750000 Penalty: 3192.927002 Iteration 102Q: 3 clusters Score -1855694 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14866 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1855690.875000 Penalty: 3192.927002 Iteration 103Q: 3 clusters Score -1855691 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14881 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1855691.250000 Penalty: 3192.927002 Iteration 104Q: 3 clusters Score -1855691 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14894 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -1855695.000000 Penalty: 3192.927002 Iteration 105Q: 3 clusters Score -1855695 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14905 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -1855692.750000 Penalty: 3192.927002 Iteration 106Q: 3 clusters Score -1855693 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14921 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -1855699.750000 Penalty: 3192.927002 Iteration 107Q: 3 clusters Score -1855700 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14935 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1855705.125000 Penalty: 3192.927002 Iteration 108Q: 3 clusters Score -1855705 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14954 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1855707.000000 Penalty: 3192.927002 Iteration 109Q: 3 clusters Score -1855707 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14967 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -1855703.000000 Penalty: 3192.927002 Iteration 110Q: 3 clusters Score -1855703 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14974 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -1855704.750000 Penalty: 3192.927002 Iteration 111Q: 3 clusters Score -1855705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14980 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -1855703.875000 Penalty: 3192.927002 Iteration 112Q: 3 clusters Score -1855704 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14988 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -1855704.000000 Penalty: 3192.927002 Iteration 113Q: 3 clusters Score -1855704 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15001 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -1855707.500000 Penalty: 3192.927002 Iteration 114Q: 3 clusters Score -1855708 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15016 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1855708.875000 Penalty: 3192.927002 Iteration 115Q: 3 clusters Score -1855709 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15025 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1855711.000000 Penalty: 3192.927002 Iteration 116Q: 3 clusters Score -1855711 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15032 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -1855713.875000 Penalty: 3192.927002 Iteration 117Q: 3 clusters Score -1855714 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15037 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1855712.000000 Penalty: 3192.927002 Iteration 118Q: 3 clusters Score -1855712 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15037 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1855712.000000 Penalty: 3192.927002 Iteration 119F: 3 clusters Score -1855712 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Entering Unmasked Estep Score: -139997.921875 Penalty: 1184.339722 Iteration 0F: 2 clusters Score -139997.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -138233.406250 Penalty: 2368.679443 Iteration 0F: 3 clusters Score -138233.4 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -138587.578125 Penalty: 2368.679443 Iteration 1F: 3 clusters Score -138587.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -138710.796875 Penalty: 2368.679443 Iteration 2F: 3 clusters Score -138710.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -138815.890625 Penalty: 2368.679443 Iteration 3F: 3 clusters Score -138815.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -138924.281250 Penalty: 2368.679443 Iteration 4Q: 3 clusters Score -138924.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -139019.312500 Penalty: 2368.679443 Iteration 5Q: 3 clusters Score -139019.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -139137.687500 Penalty: 2368.679443 Iteration 6Q: 3 clusters Score -139137.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -139230.031250 Penalty: 2368.679443 Iteration 7Q: 3 clusters Score -139230 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -139278.093750 Penalty: 2368.679443 Iteration 8Q: 3 clusters Score -139278.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -139308.140625 Penalty: 2368.679443 Iteration 9Q: 3 clusters Score -139308.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -139344.250000 Penalty: 2368.679443 Iteration 10Q: 3 clusters Score -139344.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -139388.062500 Penalty: 2368.679443 Iteration 11Q: 3 clusters Score -139388.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -139417.421875 Penalty: 2368.679443 Iteration 12Q: 3 clusters Score -139417.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -139439.390625 Penalty: 2368.679443 Iteration 13Q: 3 clusters Score -139439.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -139454.390625 Penalty: 2368.679443 Iteration 14Q: 3 clusters Score -139454.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -139476.125000 Penalty: 2368.679443 Iteration 15Q: 3 clusters Score -139476.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -139495.890625 Penalty: 2368.679443 Iteration 16Q: 3 clusters Score -139495.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -139517.750000 Penalty: 2368.679443 Iteration 17Q: 3 clusters Score -139517.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -139534.015625 Penalty: 2368.679443 Iteration 18Q: 3 clusters Score -139534 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -139546.500000 Penalty: 2368.679443 Iteration 19Q: 3 clusters Score -139546.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -139556.937500 Penalty: 2368.679443 Iteration 20F: 3 clusters Score -139556.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -139584.515625 Penalty: 2368.679443 Iteration 21Q: 3 clusters Score -139584.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -139623.718750 Penalty: 2368.679443 Iteration 22Q: 3 clusters Score -139623.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -139659.218750 Penalty: 2368.679443 Iteration 23Q: 3 clusters Score -139659.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -139693.093750 Penalty: 2368.679443 Iteration 24Q: 3 clusters Score -139693.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -139721.906250 Penalty: 2368.679443 Iteration 25Q: 3 clusters Score -139721.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -139744.953125 Penalty: 2368.679443 Iteration 26Q: 3 clusters Score -139745 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -139769.843750 Penalty: 2368.679443 Iteration 27Q: 3 clusters Score -139769.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -139782.171875 Penalty: 2368.679443 Iteration 28Q: 3 clusters Score -139782.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -139788.781250 Penalty: 2368.679443 Iteration 29Q: 3 clusters Score -139788.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -139790.078125 Penalty: 2368.679443 Iteration 30Q: 3 clusters Score -139790.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -139793.796875 Penalty: 2368.679443 Iteration 31Q: 3 clusters Score -139793.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -139795.281250 Penalty: 2368.679443 Iteration 32Q: 3 clusters Score -139795.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -139797.390625 Penalty: 2368.679443 Iteration 33Q: 3 clusters Score -139797.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -139798.171875 Penalty: 2368.679443 Iteration 34Q: 3 clusters Score -139798.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -139804.156250 Penalty: 2368.679443 Iteration 35Q: 3 clusters Score -139804.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -139811.046875 Penalty: 2368.679443 Iteration 36Q: 3 clusters Score -139811 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -139832.906250 Penalty: 2368.679443 Iteration 37Q: 3 clusters Score -139832.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -139839.109375 Penalty: 2368.679443 Iteration 38Q: 3 clusters Score -139839.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -139839.312500 Penalty: 2368.679443 Iteration 39Q: 3 clusters Score -139839.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -139839.312500 Penalty: 2368.679443 Iteration 40F: 3 clusters Score -139839.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Entering Unmasked Estep Score: -347701.781250 Penalty: 1339.019653 Iteration 0F: 2 clusters Score -347701.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -344567.781250 Penalty: 2678.039307 Iteration 0F: 3 clusters Score -344567.8 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -345699.031250 Penalty: 2678.039307 Iteration 1F: 3 clusters Score -345699 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -346202.781250 Penalty: 2678.039307 Iteration 2F: 3 clusters Score -346202.8 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -346593.937500 Penalty: 2678.039307 Iteration 3F: 3 clusters Score -346593.9 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -346910.250000 Penalty: 2678.039307 Iteration 4F: 3 clusters Score -346910.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -347182.718750 Penalty: 2678.039307 Iteration 5F: 3 clusters Score -347182.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -347346.468750 Penalty: 2678.039307 Iteration 6Q: 3 clusters Score -347346.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -347423.812500 Penalty: 2678.039307 Iteration 7Q: 3 clusters Score -347423.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -347470.500000 Penalty: 2678.039307 Iteration 8Q: 3 clusters Score -347470.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -347496.812500 Penalty: 2678.039307 Iteration 9Q: 3 clusters Score -347496.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -347510.468750 Penalty: 2678.039307 Iteration 10Q: 3 clusters Score -347510.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -347519.875000 Penalty: 2678.039307 Iteration 11Q: 3 clusters Score -347519.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -347532.656250 Penalty: 2678.039307 Iteration 12Q: 3 clusters Score -347532.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -347551.968750 Penalty: 2678.039307 Iteration 13Q: 3 clusters Score -347552 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -347564.187500 Penalty: 2678.039307 Iteration 14Q: 3 clusters Score -347564.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -347577.156250 Penalty: 2678.039307 Iteration 15Q: 3 clusters Score -347577.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -347584.937500 Penalty: 2678.039307 Iteration 16Q: 3 clusters Score -347584.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -347589.468750 Penalty: 2678.039307 Iteration 17Q: 3 clusters Score -347589.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -347595.156250 Penalty: 2678.039307 Iteration 18Q: 3 clusters Score -347595.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -347598.531250 Penalty: 2678.039307 Iteration 19Q: 3 clusters Score -347598.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -347600.093750 Penalty: 2678.039307 Iteration 20F: 3 clusters Score -347600.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -347600.062500 Penalty: 2678.039307 Iteration 21Q: 3 clusters Score -347600.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -347600.062500 Penalty: 2678.039307 Iteration 22F: 3 clusters Score -347600.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -116575.593750 Penalty: 1152.408081 Iteration 0F: 2 clusters Score -116575.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -114983.789062 Penalty: 2304.816162 Iteration 0F: 3 clusters Score -114983.8 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -115267.812500 Penalty: 2304.816162 Iteration 1F: 3 clusters Score -115267.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -115353.882812 Penalty: 2304.816162 Iteration 2F: 3 clusters Score -115353.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -115406.382812 Penalty: 2304.816162 Iteration 3F: 3 clusters Score -115406.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -115449.468750 Penalty: 2304.816162 Iteration 4Q: 3 clusters Score -115449.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -115486.945312 Penalty: 2304.816162 Iteration 5Q: 3 clusters Score -115486.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -115506.085938 Penalty: 2304.816162 Iteration 6Q: 3 clusters Score -115506.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -115524.140625 Penalty: 2304.816162 Iteration 7Q: 3 clusters Score -115524.1 nChanged 13 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: -115545.773438 Penalty: 2304.816162 Iteration 8Q: 3 clusters Score -115545.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -115560.234375 Penalty: 2304.816162 Iteration 9Q: 3 clusters Score -115560.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -115573.125000 Penalty: 2304.816162 Iteration 10Q: 3 clusters Score -115573.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -115584.117188 Penalty: 2304.816162 Iteration 11Q: 3 clusters Score -115584.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -115593.046875 Penalty: 2304.816162 Iteration 12Q: 3 clusters Score -115593 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -115603.882812 Penalty: 2304.816162 Iteration 13Q: 3 clusters Score -115603.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -115608.640625 Penalty: 2304.816162 Iteration 14Q: 3 clusters Score -115608.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -115611.367188 Penalty: 2304.816162 Iteration 15Q: 3 clusters Score -115611.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -115616.835938 Penalty: 2304.816162 Iteration 16Q: 3 clusters Score -115616.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -115620.179688 Penalty: 2304.816162 Iteration 17Q: 3 clusters Score -115620.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -115623.078125 Penalty: 2304.816162 Iteration 18Q: 3 clusters Score -115623.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -115630.710938 Penalty: 2304.816162 Iteration 19Q: 3 clusters Score -115630.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -115641.531250 Penalty: 2304.816162 Iteration 20F: 3 clusters Score -115641.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -115652.164062 Penalty: 2304.816162 Iteration 21Q: 3 clusters Score -115652.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -115670.101562 Penalty: 2304.816162 Iteration 22Q: 3 clusters Score -115670.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -115701.609375 Penalty: 2304.816162 Iteration 23Q: 3 clusters Score -115701.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -115722.835938 Penalty: 2304.816162 Iteration 24Q: 3 clusters Score -115722.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -115745.179688 Penalty: 2304.816162 Iteration 25Q: 3 clusters Score -115745.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -115802.398438 Penalty: 2304.816162 Iteration 26Q: 3 clusters Score -115802.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -115894.648438 Penalty: 2304.816162 Iteration 27Q: 3 clusters Score -115894.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -115985.414062 Penalty: 2304.816162 Iteration 28Q: 3 clusters Score -115985.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -116041.195312 Penalty: 2304.816162 Iteration 29Q: 3 clusters Score -116041.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -116069.195312 Penalty: 2304.816162 Iteration 30Q: 3 clusters Score -116069.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -116103.078125 Penalty: 2304.816162 Iteration 31Q: 3 clusters Score -116103.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -116124.421875 Penalty: 2304.816162 Iteration 32Q: 3 clusters Score -116124.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -116146.281250 Penalty: 2304.816162 Iteration 33Q: 3 clusters Score -116146.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -116159.117188 Penalty: 2304.816162 Iteration 34Q: 3 clusters Score -116159.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -116176.695312 Penalty: 2304.816162 Iteration 35Q: 3 clusters Score -116176.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -116184.671875 Penalty: 2304.816162 Iteration 36Q: 3 clusters Score -116184.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -116192.382812 Penalty: 2304.816162 Iteration 37Q: 3 clusters Score -116192.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -116197.898438 Penalty: 2304.816162 Iteration 38Q: 3 clusters Score -116197.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -116200.632812 Penalty: 2304.816162 Iteration 39Q: 3 clusters Score -116200.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -116203.664062 Penalty: 2304.816162 Iteration 40F: 3 clusters Score -116203.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -116211.179688 Penalty: 2304.816162 Iteration 41Q: 3 clusters Score -116211.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -116219.250000 Penalty: 2304.816162 Iteration 42Q: 3 clusters Score -116219.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -116224.671875 Penalty: 2304.816162 Iteration 43Q: 3 clusters Score -116224.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -116225.296875 Penalty: 2304.816162 Iteration 44Q: 3 clusters Score -116225.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -116225.296875 Penalty: 2304.816162 Iteration 45F: 3 clusters Score -116225.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Entering Unmasked Estep Score: -252307.687500 Penalty: 1277.468018 Iteration 0F: 2 clusters Score -252307.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -249838.859375 Penalty: 2554.936035 Iteration 0F: 3 clusters Score -249838.9 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -250437.640625 Penalty: 2554.936035 Iteration 1F: 3 clusters Score -250437.6 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -250643.625000 Penalty: 2554.936035 Iteration 2F: 3 clusters Score -250643.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -250799.000000 Penalty: 2554.936035 Iteration 3F: 3 clusters Score -250799 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -250956.562500 Penalty: 2554.936035 Iteration 4F: 3 clusters Score -250956.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -251104.125000 Penalty: 2554.936035 Iteration 5F: 3 clusters Score -251104.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -251214.484375 Penalty: 2554.936035 Iteration 6F: 3 clusters Score -251214.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -251282.453125 Penalty: 2554.936035 Iteration 7Q: 3 clusters Score -251282.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -251328.765625 Penalty: 2554.936035 Iteration 8Q: 3 clusters Score -251328.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -251363.187500 Penalty: 2554.936035 Iteration 9Q: 3 clusters Score -251363.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -251389.750000 Penalty: 2554.936035 Iteration 10Q: 3 clusters Score -251389.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -251411.750000 Penalty: 2554.936035 Iteration 11Q: 3 clusters Score -251411.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -251428.640625 Penalty: 2554.936035 Iteration 12Q: 3 clusters Score -251428.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -251444.218750 Penalty: 2554.936035 Iteration 13Q: 3 clusters Score -251444.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -251462.468750 Penalty: 2554.936035 Iteration 14Q: 3 clusters Score -251462.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -251476.984375 Penalty: 2554.936035 Iteration 15Q: 3 clusters Score -251477 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -251487.031250 Penalty: 2554.936035 Iteration 16Q: 3 clusters Score -251487 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -251493.859375 Penalty: 2554.936035 Iteration 17Q: 3 clusters Score -251493.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -251500.296875 Penalty: 2554.936035 Iteration 18Q: 3 clusters Score -251500.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -251505.859375 Penalty: 2554.936035 Iteration 19Q: 3 clusters Score -251505.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -251510.546875 Penalty: 2554.936035 Iteration 20F: 3 clusters Score -251510.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -251512.140625 Penalty: 2554.936035 Iteration 21Q: 3 clusters Score -251512.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -251512.343750 Penalty: 2554.936035 Iteration 22Q: 3 clusters Score -251512.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -251512.343750 Penalty: 2554.936035 Iteration 23F: 3 clusters Score -251512.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Entering Unmasked Estep Score: -106955.078125 Penalty: 1141.216064 Iteration 0F: 2 clusters Score -106955.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -105500.273438 Penalty: 2282.432129 Iteration 0F: 3 clusters Score -105500.3 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -105845.585938 Penalty: 2282.432129 Iteration 1F: 3 clusters Score -105845.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -106044.398438 Penalty: 2282.432129 Iteration 2F: 3 clusters Score -106044.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -106157.703125 Penalty: 2282.432129 Iteration 3F: 3 clusters Score -106157.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -106246.273438 Penalty: 2282.432129 Iteration 4F: 3 clusters Score -106246.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -106326.914062 Penalty: 2282.432129 Iteration 5Q: 3 clusters Score -106326.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -106382.695312 Penalty: 2282.432129 Iteration 6Q: 3 clusters Score -106382.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -106419.562500 Penalty: 2282.432129 Iteration 7Q: 3 clusters Score -106419.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -106454.054688 Penalty: 2282.432129 Iteration 8Q: 3 clusters Score -106454.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -106485.765625 Penalty: 2282.432129 Iteration 9Q: 3 clusters Score -106485.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -106500.218750 Penalty: 2282.432129 Iteration 10Q: 3 clusters Score -106500.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -106509.617188 Penalty: 2282.432129 Iteration 11Q: 3 clusters Score -106509.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -106511.445312 Penalty: 2282.432129 Iteration 12Q: 3 clusters Score -106511.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -106512.851562 Penalty: 2282.432129 Iteration 13Q: 3 clusters Score -106512.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -106512.851562 Penalty: 2282.432129 Iteration 14F: 3 clusters Score -106512.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (11378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11378 members Entering Unmasked Estep Score: -1155022.500000 Penalty: 1517.658447 Iteration 0F: 2 clusters Score -1155022 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -1146940.625000 Penalty: 3035.316895 Iteration 0F: 3 clusters Score -1146941 nChanged 4908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -1149514.000000 Penalty: 3035.316895 Iteration 1F: 3 clusters Score -1149514 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -1149794.000000 Penalty: 3035.316895 Iteration 2F: 3 clusters Score -1149794 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -1150017.125000 Penalty: 3035.316895 Iteration 3F: 3 clusters Score -1150017 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -1150222.125000 Penalty: 3035.316895 Iteration 4Q: 3 clusters Score -1150222 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -1150428.375000 Penalty: 3035.316895 Iteration 5Q: 3 clusters Score -1150428 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -1150715.000000 Penalty: 3035.316895 Iteration 6Q: 3 clusters Score -1150715 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -1151077.750000 Penalty: 3035.316895 Iteration 7F: 3 clusters Score -1151078 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -1151457.875000 Penalty: 3035.316895 Iteration 8F: 3 clusters Score -1151458 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -1151845.000000 Penalty: 3035.316895 Iteration 9Q: 3 clusters Score -1151845 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1152176.375000 Penalty: 3035.316895 Iteration 10Q: 3 clusters Score -1152176 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -1152413.625000 Penalty: 3035.316895 Iteration 11Q: 3 clusters Score -1152414 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -1152573.750000 Penalty: 3035.316895 Iteration 12Q: 3 clusters Score -1152574 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -1152677.750000 Penalty: 3035.316895 Iteration 13Q: 3 clusters Score -1152678 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1152755.750000 Penalty: 3035.316895 Iteration 14Q: 3 clusters Score -1152756 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1152814.500000 Penalty: 3035.316895 Iteration 15Q: 3 clusters Score -1152814 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1152876.125000 Penalty: 3035.316895 Iteration 16Q: 3 clusters Score -1152876 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -1152917.125000 Penalty: 3035.316895 Iteration 17Q: 3 clusters Score -1152917 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1152963.750000 Penalty: 3035.316895 Iteration 18Q: 3 clusters Score -1152964 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -1153007.375000 Penalty: 3035.316895 Iteration 19Q: 3 clusters Score -1153007 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1153057.750000 Penalty: 3035.316895 Iteration 20F: 3 clusters Score -1153058 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -1153093.875000 Penalty: 3035.316895 Iteration 21Q: 3 clusters Score -1153094 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -1153132.125000 Penalty: 3035.316895 Iteration 22Q: 3 clusters Score -1153132 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1153164.000000 Penalty: 3035.316895 Iteration 23Q: 3 clusters Score -1153164 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -1153195.375000 Penalty: 3035.316895 Iteration 24Q: 3 clusters Score -1153195 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1153233.750000 Penalty: 3035.316895 Iteration 25Q: 3 clusters Score -1153234 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1153263.625000 Penalty: 3035.316895 Iteration 26Q: 3 clusters Score -1153264 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1153291.375000 Penalty: 3035.316895 Iteration 27Q: 3 clusters Score -1153291 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1153313.500000 Penalty: 3035.316895 Iteration 28Q: 3 clusters Score -1153314 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1153323.625000 Penalty: 3035.316895 Iteration 29Q: 3 clusters Score -1153324 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -1153331.750000 Penalty: 3035.316895 Iteration 30Q: 3 clusters Score -1153332 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -1153346.125000 Penalty: 3035.316895 Iteration 31Q: 3 clusters Score -1153346 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1153350.625000 Penalty: 3035.316895 Iteration 32Q: 3 clusters Score -1153351 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -1153359.000000 Penalty: 3035.316895 Iteration 33Q: 3 clusters Score -1153359 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -1153373.750000 Penalty: 3035.316895 Iteration 34Q: 3 clusters Score -1153374 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -1153377.750000 Penalty: 3035.316895 Iteration 35Q: 3 clusters Score -1153378 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -1153380.500000 Penalty: 3035.316895 Iteration 36Q: 3 clusters Score -1153380 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -1153392.250000 Penalty: 3035.316895 Iteration 37Q: 3 clusters Score -1153392 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1153393.375000 Penalty: 3035.316895 Iteration 38Q: 3 clusters Score -1153393 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1153401.250000 Penalty: 3035.316895 Iteration 39Q: 3 clusters Score -1153401 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -1153405.500000 Penalty: 3035.316895 Iteration 40F: 3 clusters Score -1153406 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -1153410.375000 Penalty: 3035.316895 Iteration 41Q: 3 clusters Score -1153410 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -1153412.875000 Penalty: 3035.316895 Iteration 42Q: 3 clusters Score -1153413 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -1153416.250000 Penalty: 3035.316895 Iteration 43Q: 3 clusters Score -1153416 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -1153419.500000 Penalty: 3035.316895 Iteration 44Q: 3 clusters Score -1153420 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -1153420.375000 Penalty: 3035.316895 Iteration 45Q: 3 clusters Score -1153420 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1153423.500000 Penalty: 3035.316895 Iteration 46Q: 3 clusters Score -1153424 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -1153422.750000 Penalty: 3035.316895 Iteration 47Q: 3 clusters Score -1153423 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -1153426.125000 Penalty: 3035.316895 Iteration 48Q: 3 clusters Score -1153426 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1153427.000000 Penalty: 3035.316895 Iteration 49Q: 3 clusters Score -1153427 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -1153424.250000 Penalty: 3035.316895 Iteration 50Q: 3 clusters Score -1153424 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1153426.125000 Penalty: 3035.316895 Iteration 51Q: 3 clusters Score -1153426 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -1153426.625000 Penalty: 3035.316895 Iteration 52Q: 3 clusters Score -1153427 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -1153427.625000 Penalty: 3035.316895 Iteration 53Q: 3 clusters Score -1153428 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -1153427.625000 Penalty: 3035.316895 Iteration 54F: 3 clusters Score -1153428 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (33196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33196 members Entering Unmasked Estep Score: -3274576.000000 Penalty: 1691.655029 Iteration 0F: 2 clusters Score -3274576 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16709 members Mstep: Class 2 contains 16487 members Entering Unmasked Estep Score: -3252093.500000 Penalty: 3383.310059 Iteration 0F: 3 clusters Score -3252094 nChanged 15361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18050 members Mstep: Class 2 contains 15146 members Entering Unmasked Estep Score: -3260823.250000 Penalty: 3383.310059 Iteration 1F: 3 clusters Score -3260823 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18877 members Mstep: Class 2 contains 14319 members Entering Unmasked Estep Score: -3261585.750000 Penalty: 3383.310059 Iteration 2Q: 3 clusters Score -3261586 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20092 members Mstep: Class 2 contains 13104 members Entering Unmasked Estep Score: -3262657.750000 Penalty: 3383.310059 Iteration 3F: 3 clusters Score -3262658 nChanged 2289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21799 members Mstep: Class 2 contains 11397 members Entering Unmasked Estep Score: -3264240.500000 Penalty: 3383.310059 Iteration 4F: 3 clusters Score -3264240 nChanged 2505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23888 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -3266321.750000 Penalty: 3383.310059 Iteration 5F: 3 clusters Score -3266322 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26040 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -3268603.750000 Penalty: 3383.310059 Iteration 6F: 3 clusters Score -3268604 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27732 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -3270611.250000 Penalty: 3383.310059 Iteration 7F: 3 clusters Score -3270611 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28816 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -3271918.750000 Penalty: 3383.310059 Iteration 8Q: 3 clusters Score -3271919 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29450 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -3272582.500000 Penalty: 3383.310059 Iteration 9Q: 3 clusters Score -3272582 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29895 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -3272875.250000 Penalty: 3383.310059 Iteration 10Q: 3 clusters Score -3272875 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30239 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -3273106.250000 Penalty: 3383.310059 Iteration 11Q: 3 clusters Score -3273106 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30509 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -3273254.500000 Penalty: 3383.310059 Iteration 12Q: 3 clusters Score -3273254 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30743 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -3273386.250000 Penalty: 3383.310059 Iteration 13Q: 3 clusters Score -3273386 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30939 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -3273502.500000 Penalty: 3383.310059 Iteration 14Q: 3 clusters Score -3273502 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31096 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -3273582.500000 Penalty: 3383.310059 Iteration 15Q: 3 clusters Score -3273582 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31215 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -3273637.250000 Penalty: 3383.310059 Iteration 16Q: 3 clusters Score -3273637 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31316 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -3273691.500000 Penalty: 3383.310059 Iteration 17Q: 3 clusters Score -3273692 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31413 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -3273739.750000 Penalty: 3383.310059 Iteration 18Q: 3 clusters Score -3273740 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31501 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -3273807.500000 Penalty: 3383.310059 Iteration 19Q: 3 clusters Score -3273808 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31565 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -3273853.500000 Penalty: 3383.310059 Iteration 20F: 3 clusters Score -3273854 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31615 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -3273876.000000 Penalty: 3383.310059 Iteration 21Q: 3 clusters Score -3273876 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31659 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -3273902.750000 Penalty: 3383.310059 Iteration 22Q: 3 clusters Score -3273903 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31700 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -3273921.750000 Penalty: 3383.310059 Iteration 23Q: 3 clusters Score -3273922 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31736 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -3273927.000000 Penalty: 3383.310059 Iteration 24Q: 3 clusters Score -3273927 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31752 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -3273934.000000 Penalty: 3383.310059 Iteration 25Q: 3 clusters Score -3273934 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31769 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -3273938.500000 Penalty: 3383.310059 Iteration 26Q: 3 clusters Score -3273938 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31787 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -3273946.000000 Penalty: 3383.310059 Iteration 27Q: 3 clusters Score -3273946 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31797 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -3273951.500000 Penalty: 3383.310059 Iteration 28Q: 3 clusters Score -3273952 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31800 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -3273951.500000 Penalty: 3383.310059 Iteration 29Q: 3 clusters Score -3273952 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31803 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -3273949.250000 Penalty: 3383.310059 Iteration 30Q: 3 clusters Score -3273949 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31802 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -3273948.750000 Penalty: 3383.310059 Iteration 31Q: 3 clusters Score -3273949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31802 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -3273948.750000 Penalty: 3383.310059 Iteration 32F: 3 clusters Score -3273949 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Entering Unmasked Estep Score: -85705.273438 Penalty: 1109.841553 Iteration 0F: 2 clusters Score -85705.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -84332.984375 Penalty: 2219.683105 Iteration 0F: 3 clusters Score -84332.98 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -84579.148438 Penalty: 2219.683105 Iteration 1F: 3 clusters Score -84579.15 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -84635.351562 Penalty: 2219.683105 Iteration 2F: 3 clusters Score -84635.35 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -84658.554688 Penalty: 2219.683105 Iteration 3Q: 3 clusters Score -84658.55 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -84678.320312 Penalty: 2219.683105 Iteration 4Q: 3 clusters Score -84678.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -84691.328125 Penalty: 2219.683105 Iteration 5Q: 3 clusters Score -84691.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -84696.960938 Penalty: 2219.683105 Iteration 6Q: 3 clusters Score -84696.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -84699.867188 Penalty: 2219.683105 Iteration 7Q: 3 clusters Score -84699.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -84701.453125 Penalty: 2219.683105 Iteration 8Q: 3 clusters Score -84701.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -84702.039062 Penalty: 2219.683105 Iteration 9Q: 3 clusters Score -84702.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -84702.359375 Penalty: 2219.683105 Iteration 10Q: 3 clusters Score -84702.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -84702.359375 Penalty: 2219.683105 Iteration 11F: 3 clusters Score -84702.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (18553 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18553 members Entering Unmasked Estep Score: -1874565.250000 Penalty: 1597.112793 Iteration 0F: 2 clusters Score -1874565 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 9287 members Entering Unmasked Estep Score: -1862100.125000 Penalty: 3194.225586 Iteration 0F: 3 clusters Score -1862100 nChanged 8289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9559 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -1867722.750000 Penalty: 3194.225586 Iteration 1F: 3 clusters Score -1867723 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 8457 members Entering Unmasked Estep Score: -1869222.000000 Penalty: 3194.225586 Iteration 2F: 3 clusters Score -1869222 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10752 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -1870698.125000 Penalty: 3194.225586 Iteration 3F: 3 clusters Score -1870698 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11310 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -1871837.875000 Penalty: 3194.225586 Iteration 4F: 3 clusters Score -1871838 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -1872555.375000 Penalty: 3194.225586 Iteration 5F: 3 clusters Score -1872555 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12007 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -1872982.875000 Penalty: 3194.225586 Iteration 6Q: 3 clusters Score -1872983 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12195 members Mstep: Class 2 contains 6358 members Entering Unmasked Estep Score: -1873259.500000 Penalty: 3194.225586 Iteration 7Q: 3 clusters Score -1873260 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12339 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -1873431.500000 Penalty: 3194.225586 Iteration 8Q: 3 clusters Score -1873432 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12470 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -1873567.000000 Penalty: 3194.225586 Iteration 9Q: 3 clusters Score -1873567 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12570 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -1873670.500000 Penalty: 3194.225586 Iteration 10Q: 3 clusters Score -1873670 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12656 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1873756.875000 Penalty: 3194.225586 Iteration 11Q: 3 clusters Score -1873757 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12748 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -1873819.875000 Penalty: 3194.225586 Iteration 12Q: 3 clusters Score -1873820 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12820 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1873871.750000 Penalty: 3194.225586 Iteration 13Q: 3 clusters Score -1873872 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12858 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -1873918.250000 Penalty: 3194.225586 Iteration 14Q: 3 clusters Score -1873918 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12888 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -1873956.375000 Penalty: 3194.225586 Iteration 15Q: 3 clusters Score -1873956 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12907 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -1873992.500000 Penalty: 3194.225586 Iteration 16Q: 3 clusters Score -1873992 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12928 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -1874012.375000 Penalty: 3194.225586 Iteration 17Q: 3 clusters Score -1874012 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12945 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1874038.125000 Penalty: 3194.225586 Iteration 18Q: 3 clusters Score -1874038 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -1874056.625000 Penalty: 3194.225586 Iteration 19Q: 3 clusters Score -1874057 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12982 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -1874076.250000 Penalty: 3194.225586 Iteration 20F: 3 clusters Score -1874076 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13007 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1874102.625000 Penalty: 3194.225586 Iteration 21Q: 3 clusters Score -1874103 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13041 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -1874123.375000 Penalty: 3194.225586 Iteration 22Q: 3 clusters Score -1874123 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13077 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -1874140.625000 Penalty: 3194.225586 Iteration 23Q: 3 clusters Score -1874141 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13096 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -1874163.000000 Penalty: 3194.225586 Iteration 24Q: 3 clusters Score -1874163 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13127 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -1874170.125000 Penalty: 3194.225586 Iteration 25Q: 3 clusters Score -1874170 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13141 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -1874185.125000 Penalty: 3194.225586 Iteration 26Q: 3 clusters Score -1874185 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13146 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -1874200.250000 Penalty: 3194.225586 Iteration 27Q: 3 clusters Score -1874200 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13146 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -1874208.375000 Penalty: 3194.225586 Iteration 28Q: 3 clusters Score -1874208 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13132 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -1874220.500000 Penalty: 3194.225586 Iteration 29Q: 3 clusters Score -1874220 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13124 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -1874224.000000 Penalty: 3194.225586 Iteration 30Q: 3 clusters Score -1874224 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13120 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -1874238.875000 Penalty: 3194.225586 Iteration 31Q: 3 clusters Score -1874239 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13115 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -1874249.125000 Penalty: 3194.225586 Iteration 32Q: 3 clusters Score -1874249 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13114 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -1874250.375000 Penalty: 3194.225586 Iteration 33Q: 3 clusters Score -1874250 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13112 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -1874260.125000 Penalty: 3194.225586 Iteration 34Q: 3 clusters Score -1874260 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13099 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -1874267.875000 Penalty: 3194.225586 Iteration 35Q: 3 clusters Score -1874268 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13099 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -1874275.000000 Penalty: 3194.225586 Iteration 36Q: 3 clusters Score -1874275 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13104 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -1874284.375000 Penalty: 3194.225586 Iteration 37Q: 3 clusters Score -1874284 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13105 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -1874291.000000 Penalty: 3194.225586 Iteration 38Q: 3 clusters Score -1874291 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13115 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -1874296.250000 Penalty: 3194.225586 Iteration 39Q: 3 clusters Score -1874296 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13123 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1874299.875000 Penalty: 3194.225586 Iteration 40F: 3 clusters Score -1874300 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13123 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1874306.375000 Penalty: 3194.225586 Iteration 41Q: 3 clusters Score -1874306 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13125 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -1874304.875000 Penalty: 3194.225586 Iteration 42Q: 3 clusters Score -1874305 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13128 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -1874308.000000 Penalty: 3194.225586 Iteration 43Q: 3 clusters Score -1874308 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13132 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -1874310.250000 Penalty: 3194.225586 Iteration 44Q: 3 clusters Score -1874310 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13135 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -1874312.625000 Penalty: 3194.225586 Iteration 45Q: 3 clusters Score -1874313 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -1874315.875000 Penalty: 3194.225586 Iteration 46Q: 3 clusters Score -1874316 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13152 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -1874320.250000 Penalty: 3194.225586 Iteration 47Q: 3 clusters Score -1874320 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13150 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -1874321.875000 Penalty: 3194.225586 Iteration 48Q: 3 clusters Score -1874322 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13152 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -1874324.500000 Penalty: 3194.225586 Iteration 49Q: 3 clusters Score -1874324 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -1874326.625000 Penalty: 3194.225586 Iteration 50Q: 3 clusters Score -1874327 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13159 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -1874323.875000 Penalty: 3194.225586 Iteration 51Q: 3 clusters Score -1874324 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -1874323.125000 Penalty: 3194.225586 Iteration 52Q: 3 clusters Score -1874323 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -1874323.625000 Penalty: 3194.225586 Iteration 53Q: 3 clusters Score -1874324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13158 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -1874323.250000 Penalty: 3194.225586 Iteration 54Q: 3 clusters Score -1874323 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13158 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -1874323.250000 Penalty: 3194.225586 Iteration 55F: 3 clusters Score -1874323 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Entering Unmasked Estep Score: -338594.031250 Penalty: 1324.685303 Iteration 0F: 2 clusters Score -338594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -335623.031250 Penalty: 2649.370605 Iteration 0F: 3 clusters Score -335623 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -336383.843750 Penalty: 2649.370605 Iteration 1F: 3 clusters Score -336383.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -336531.843750 Penalty: 2649.370605 Iteration 2F: 3 clusters Score -336531.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -336641.250000 Penalty: 2649.370605 Iteration 3F: 3 clusters Score -336641.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -336699.156250 Penalty: 2649.370605 Iteration 4Q: 3 clusters Score -336699.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -336748.843750 Penalty: 2649.370605 Iteration 5Q: 3 clusters Score -336748.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -336789.375000 Penalty: 2649.370605 Iteration 6Q: 3 clusters Score -336789.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -336813.937500 Penalty: 2649.370605 Iteration 7Q: 3 clusters Score -336813.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -336837.437500 Penalty: 2649.370605 Iteration 8Q: 3 clusters Score -336837.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -336866.437500 Penalty: 2649.370605 Iteration 9Q: 3 clusters Score -336866.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -336895.843750 Penalty: 2649.370605 Iteration 10Q: 3 clusters Score -336895.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -336925.718750 Penalty: 2649.370605 Iteration 11Q: 3 clusters Score -336925.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -336957.843750 Penalty: 2649.370605 Iteration 12Q: 3 clusters Score -336957.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -336991.531250 Penalty: 2649.370605 Iteration 13Q: 3 clusters Score -336991.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -337024.656250 Penalty: 2649.370605 Iteration 14Q: 3 clusters Score -337024.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -337056.218750 Penalty: 2649.370605 Iteration 15Q: 3 clusters Score -337056.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -337085.531250 Penalty: 2649.370605 Iteration 16Q: 3 clusters Score -337085.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -337117.312500 Penalty: 2649.370605 Iteration 17Q: 3 clusters Score -337117.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -337148.000000 Penalty: 2649.370605 Iteration 18Q: 3 clusters Score -337148 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -337185.593750 Penalty: 2649.370605 Iteration 19Q: 3 clusters Score -337185.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -337221.437500 Penalty: 2649.370605 Iteration 20F: 3 clusters Score -337221.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -337266.500000 Penalty: 2649.370605 Iteration 21Q: 3 clusters Score -337266.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -337313.531250 Penalty: 2649.370605 Iteration 22Q: 3 clusters Score -337313.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -337358.750000 Penalty: 2649.370605 Iteration 23Q: 3 clusters Score -337358.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -337394.375000 Penalty: 2649.370605 Iteration 24Q: 3 clusters Score -337394.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -337434.406250 Penalty: 2649.370605 Iteration 25Q: 3 clusters Score -337434.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -337468.250000 Penalty: 2649.370605 Iteration 26Q: 3 clusters Score -337468.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -337498.687500 Penalty: 2649.370605 Iteration 27Q: 3 clusters Score -337498.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -337517.718750 Penalty: 2649.370605 Iteration 28Q: 3 clusters Score -337517.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -337534.156250 Penalty: 2649.370605 Iteration 29Q: 3 clusters Score -337534.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -337548.593750 Penalty: 2649.370605 Iteration 30Q: 3 clusters Score -337548.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -337559.656250 Penalty: 2649.370605 Iteration 31Q: 3 clusters Score -337559.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -337574.312500 Penalty: 2649.370605 Iteration 32Q: 3 clusters Score -337574.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -337581.125000 Penalty: 2649.370605 Iteration 33Q: 3 clusters Score -337581.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -337588.156250 Penalty: 2649.370605 Iteration 34Q: 3 clusters Score -337588.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -337591.406250 Penalty: 2649.370605 Iteration 35Q: 3 clusters Score -337591.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -337592.187500 Penalty: 2649.370605 Iteration 36Q: 3 clusters Score -337592.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -337594.968750 Penalty: 2649.370605 Iteration 37Q: 3 clusters Score -337595 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -337595.843750 Penalty: 2649.370605 Iteration 38Q: 3 clusters Score -337595.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -337598.812500 Penalty: 2649.370605 Iteration 39Q: 3 clusters Score -337598.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -337599.781250 Penalty: 2649.370605 Iteration 40F: 3 clusters Score -337599.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -337600.781250 Penalty: 2649.370605 Iteration 41Q: 3 clusters Score -337600.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -337601.281250 Penalty: 2649.370605 Iteration 42Q: 3 clusters Score -337601.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -337604.281250 Penalty: 2649.370605 Iteration 43Q: 3 clusters Score -337604.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -337605.406250 Penalty: 2649.370605 Iteration 44Q: 3 clusters Score -337605.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -337608.968750 Penalty: 2649.370605 Iteration 45Q: 3 clusters Score -337609 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -337610.937500 Penalty: 2649.370605 Iteration 46Q: 3 clusters Score -337610.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -337611.843750 Penalty: 2649.370605 Iteration 47Q: 3 clusters Score -337611.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -337613.562500 Penalty: 2649.370605 Iteration 48Q: 3 clusters Score -337613.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -337614.750000 Penalty: 2649.370605 Iteration 49Q: 3 clusters Score -337614.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -337615.281250 Penalty: 2649.370605 Iteration 50Q: 3 clusters Score -337615.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -337615.875000 Penalty: 2649.370605 Iteration 51Q: 3 clusters Score -337615.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -337615.875000 Penalty: 2649.370605 Iteration 52F: 3 clusters Score -337615.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (10759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10759 members Entering Unmasked Estep Score: -1083973.375000 Penalty: 1508.568359 Iteration 0F: 2 clusters Score -1083973 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -1076339.750000 Penalty: 3017.136719 Iteration 0F: 3 clusters Score -1076340 nChanged 4687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1078821.125000 Penalty: 3017.136719 Iteration 1F: 3 clusters Score -1078821 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -1079100.750000 Penalty: 3017.136719 Iteration 2F: 3 clusters Score -1079101 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -1079335.500000 Penalty: 3017.136719 Iteration 3F: 3 clusters Score -1079336 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -1079533.250000 Penalty: 3017.136719 Iteration 4Q: 3 clusters Score -1079533 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -1079700.875000 Penalty: 3017.136719 Iteration 5Q: 3 clusters Score -1079701 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1079869.500000 Penalty: 3017.136719 Iteration 6Q: 3 clusters Score -1079870 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1080055.375000 Penalty: 3017.136719 Iteration 7Q: 3 clusters Score -1080055 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1080253.125000 Penalty: 3017.136719 Iteration 8Q: 3 clusters Score -1080253 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1080487.375000 Penalty: 3017.136719 Iteration 9Q: 3 clusters Score -1080487 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1080748.375000 Penalty: 3017.136719 Iteration 10Q: 3 clusters Score -1080748 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1080982.125000 Penalty: 3017.136719 Iteration 11Q: 3 clusters Score -1080982 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -1081169.125000 Penalty: 3017.136719 Iteration 12Q: 3 clusters Score -1081169 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1081323.625000 Penalty: 3017.136719 Iteration 13Q: 3 clusters Score -1081324 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1081466.125000 Penalty: 3017.136719 Iteration 14Q: 3 clusters Score -1081466 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -1081616.250000 Penalty: 3017.136719 Iteration 15Q: 3 clusters Score -1081616 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -1081767.125000 Penalty: 3017.136719 Iteration 16Q: 3 clusters Score -1081767 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -1081894.625000 Penalty: 3017.136719 Iteration 17Q: 3 clusters Score -1081895 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8518 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1082037.875000 Penalty: 3017.136719 Iteration 18Q: 3 clusters Score -1082038 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1082158.000000 Penalty: 3017.136719 Iteration 19Q: 3 clusters Score -1082158 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -1082264.500000 Penalty: 3017.136719 Iteration 20F: 3 clusters Score -1082264 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -1082340.000000 Penalty: 3017.136719 Iteration 21Q: 3 clusters Score -1082340 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1082403.625000 Penalty: 3017.136719 Iteration 22Q: 3 clusters Score -1082404 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1082451.500000 Penalty: 3017.136719 Iteration 23Q: 3 clusters Score -1082452 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1082488.375000 Penalty: 3017.136719 Iteration 24Q: 3 clusters Score -1082488 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1082532.250000 Penalty: 3017.136719 Iteration 25Q: 3 clusters Score -1082532 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9552 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1082570.875000 Penalty: 3017.136719 Iteration 26Q: 3 clusters Score -1082571 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9628 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -1082613.250000 Penalty: 3017.136719 Iteration 27Q: 3 clusters Score -1082613 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9697 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -1082658.375000 Penalty: 3017.136719 Iteration 28Q: 3 clusters Score -1082658 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9760 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1082688.750000 Penalty: 3017.136719 Iteration 29Q: 3 clusters Score -1082689 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9799 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -1082713.750000 Penalty: 3017.136719 Iteration 30Q: 3 clusters Score -1082714 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -1082733.125000 Penalty: 3017.136719 Iteration 31Q: 3 clusters Score -1082733 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1082747.000000 Penalty: 3017.136719 Iteration 32Q: 3 clusters Score -1082747 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1082753.875000 Penalty: 3017.136719 Iteration 33Q: 3 clusters Score -1082754 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1082759.000000 Penalty: 3017.136719 Iteration 34Q: 3 clusters Score -1082759 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -1082763.750000 Penalty: 3017.136719 Iteration 35Q: 3 clusters Score -1082764 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1082764.125000 Penalty: 3017.136719 Iteration 36Q: 3 clusters Score -1082764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9919 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -1082767.625000 Penalty: 3017.136719 Iteration 37Q: 3 clusters Score -1082768 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9922 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1082769.000000 Penalty: 3017.136719 Iteration 38Q: 3 clusters Score -1082769 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1082771.000000 Penalty: 3017.136719 Iteration 39Q: 3 clusters Score -1082771 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9934 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1082772.250000 Penalty: 3017.136719 Iteration 40F: 3 clusters Score -1082772 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9936 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1082773.500000 Penalty: 3017.136719 Iteration 41Q: 3 clusters Score -1082774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9937 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1082774.375000 Penalty: 3017.136719 Iteration 42Q: 3 clusters Score -1082774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9939 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1082774.500000 Penalty: 3017.136719 Iteration 43Q: 3 clusters Score -1082774 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1082775.250000 Penalty: 3017.136719 Iteration 44Q: 3 clusters Score -1082775 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9947 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1082777.500000 Penalty: 3017.136719 Iteration 45Q: 3 clusters Score -1082778 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1082777.250000 Penalty: 3017.136719 Iteration 46Q: 3 clusters Score -1082777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9951 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1082778.500000 Penalty: 3017.136719 Iteration 47Q: 3 clusters Score -1082778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9952 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1082779.125000 Penalty: 3017.136719 Iteration 48Q: 3 clusters Score -1082779 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1082779.125000 Penalty: 3017.136719 Iteration 49Q: 3 clusters Score -1082779 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9954 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1082779.250000 Penalty: 3017.136719 Iteration 50Q: 3 clusters Score -1082779 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1082779.750000 Penalty: 3017.136719 Iteration 51Q: 3 clusters Score -1082780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1082779.750000 Penalty: 3017.136719 Iteration 52F: 3 clusters Score -1082780 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Entering Unmasked Estep Score: -223860.921875 Penalty: 1254.647095 Iteration 0F: 2 clusters Score -223860.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -221630.859375 Penalty: 2509.294189 Iteration 0F: 3 clusters Score -221630.9 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -222104.140625 Penalty: 2509.294189 Iteration 1F: 3 clusters Score -222104.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -222241.437500 Penalty: 2509.294189 Iteration 2F: 3 clusters Score -222241.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -222365.859375 Penalty: 2509.294189 Iteration 3F: 3 clusters Score -222365.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -222436.796875 Penalty: 2509.294189 Iteration 4Q: 3 clusters Score -222436.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -222502.312500 Penalty: 2509.294189 Iteration 5Q: 3 clusters Score -222502.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -222543.078125 Penalty: 2509.294189 Iteration 6Q: 3 clusters Score -222543.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -222563.531250 Penalty: 2509.294189 Iteration 7Q: 3 clusters Score -222563.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -222581.437500 Penalty: 2509.294189 Iteration 8Q: 3 clusters Score -222581.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -222597.421875 Penalty: 2509.294189 Iteration 9Q: 3 clusters Score -222597.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -222610.343750 Penalty: 2509.294189 Iteration 10Q: 3 clusters Score -222610.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -222618.609375 Penalty: 2509.294189 Iteration 11Q: 3 clusters Score -222618.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -222630.343750 Penalty: 2509.294189 Iteration 12Q: 3 clusters Score -222630.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -222644.093750 Penalty: 2509.294189 Iteration 13Q: 3 clusters Score -222644.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -222655.234375 Penalty: 2509.294189 Iteration 14Q: 3 clusters Score -222655.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -222666.578125 Penalty: 2509.294189 Iteration 15Q: 3 clusters Score -222666.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -222671.453125 Penalty: 2509.294189 Iteration 16Q: 3 clusters Score -222671.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -222674.609375 Penalty: 2509.294189 Iteration 17Q: 3 clusters Score -222674.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -222676.875000 Penalty: 2509.294189 Iteration 18Q: 3 clusters Score -222676.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -222677.781250 Penalty: 2509.294189 Iteration 19Q: 3 clusters Score -222677.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -222677.781250 Penalty: 2509.294189 Iteration 20F: 3 clusters Score -222677.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Entering Unmasked Estep Score: -38121.289062 Penalty: 966.555725 Iteration 0F: 2 clusters Score -38121.29 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 191 members Entering Unmasked Estep Score: -37170.187500 Penalty: 1933.111450 Iteration 0F: 3 clusters Score -37170.19 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -37304.972656 Penalty: 1933.111450 Iteration 1F: 3 clusters Score -37304.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -37342.800781 Penalty: 1933.111450 Iteration 2F: 3 clusters Score -37342.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -37351.203125 Penalty: 1933.111450 Iteration 3Q: 3 clusters Score -37351.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -37354.503906 Penalty: 1933.111450 Iteration 4Q: 3 clusters Score -37354.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -37355.718750 Penalty: 1933.111450 Iteration 5Q: 3 clusters Score -37355.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -37356.328125 Penalty: 1933.111450 Iteration 6Q: 3 clusters Score -37356.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -37356.328125 Penalty: 1933.111450 Iteration 7F: 3 clusters Score -37356.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Entering Unmasked Estep Score: -17747.734375 Penalty: 871.971069 Iteration 0F: 2 clusters Score -17747.73 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 117 members Entering Unmasked Estep Score: -16963.011719 Penalty: 1743.942139 Iteration 0F: 3 clusters Score -16963.01 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -17066.943359 Penalty: 1743.942139 Iteration 1F: 3 clusters Score -17066.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -17130.837891 Penalty: 1743.942139 Iteration 2Q: 3 clusters Score -17130.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -17193.693359 Penalty: 1743.942139 Iteration 3F: 3 clusters Score -17193.69 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -17241.246094 Penalty: 1743.942139 Iteration 4F: 3 clusters Score -17241.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -17275.826172 Penalty: 1743.942139 Iteration 5Q: 3 clusters Score -17275.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -17290.705078 Penalty: 1743.942139 Iteration 6Q: 3 clusters Score -17290.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -17319.556641 Penalty: 1743.942139 Iteration 7Q: 3 clusters Score -17319.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -17346.171875 Penalty: 1743.942139 Iteration 8Q: 3 clusters Score -17346.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -17357.236328 Penalty: 1743.942139 Iteration 9Q: 3 clusters Score -17357.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -17365.324219 Penalty: 1743.942139 Iteration 10Q: 3 clusters Score -17365.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -17371.447266 Penalty: 1743.942139 Iteration 11Q: 3 clusters Score -17371.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -17371.447266 Penalty: 1743.942139 Iteration 12F: 3 clusters Score -17371.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Entering Unmasked Estep Score: -156761.437500 Penalty: 1200.200806 Iteration 0F: 2 clusters Score -156761.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -154910.031250 Penalty: 2400.401611 Iteration 0F: 3 clusters Score -154910 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -155314.843750 Penalty: 2400.401611 Iteration 1F: 3 clusters Score -155314.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -155473.390625 Penalty: 2400.401611 Iteration 2F: 3 clusters Score -155473.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -155562.296875 Penalty: 2400.401611 Iteration 3F: 3 clusters Score -155562.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -155609.171875 Penalty: 2400.401611 Iteration 4Q: 3 clusters Score -155609.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -155643.140625 Penalty: 2400.401611 Iteration 5Q: 3 clusters Score -155643.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -155661.921875 Penalty: 2400.401611 Iteration 6Q: 3 clusters Score -155661.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -155676.109375 Penalty: 2400.401611 Iteration 7Q: 3 clusters Score -155676.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -155685.000000 Penalty: 2400.401611 Iteration 8Q: 3 clusters Score -155685 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -155691.421875 Penalty: 2400.401611 Iteration 9Q: 3 clusters Score -155691.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -155695.203125 Penalty: 2400.401611 Iteration 10Q: 3 clusters Score -155695.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -155700.156250 Penalty: 2400.401611 Iteration 11Q: 3 clusters Score -155700.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -155704.515625 Penalty: 2400.401611 Iteration 12Q: 3 clusters Score -155704.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -155713.562500 Penalty: 2400.401611 Iteration 13Q: 3 clusters Score -155713.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -155721.390625 Penalty: 2400.401611 Iteration 14Q: 3 clusters Score -155721.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -155724.609375 Penalty: 2400.401611 Iteration 15Q: 3 clusters Score -155724.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -155725.859375 Penalty: 2400.401611 Iteration 16Q: 3 clusters Score -155725.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -155729.968750 Penalty: 2400.401611 Iteration 17Q: 3 clusters Score -155730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -155733.484375 Penalty: 2400.401611 Iteration 18Q: 3 clusters Score -155733.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -155737.765625 Penalty: 2400.401611 Iteration 19Q: 3 clusters Score -155737.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -155741.812500 Penalty: 2400.401611 Iteration 20F: 3 clusters Score -155741.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -155746.015625 Penalty: 2400.401611 Iteration 21Q: 3 clusters Score -155746 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -155751.031250 Penalty: 2400.401611 Iteration 22Q: 3 clusters Score -155751 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -155754.000000 Penalty: 2400.401611 Iteration 23Q: 3 clusters Score -155754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -155755.125000 Penalty: 2400.401611 Iteration 24Q: 3 clusters Score -155755.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -155755.078125 Penalty: 2400.401611 Iteration 25Q: 3 clusters Score -155755.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -155755.078125 Penalty: 2400.401611 Iteration 26F: 3 clusters Score -155755.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Entering Unmasked Estep Score: -558491.187500 Penalty: 1400.209961 Iteration 0F: 2 clusters Score -558491.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -554122.875000 Penalty: 2800.419922 Iteration 0F: 3 clusters Score -554122.9 nChanged 2318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -555384.562500 Penalty: 2800.419922 Iteration 1F: 3 clusters Score -555384.6 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -555567.812500 Penalty: 2800.419922 Iteration 2F: 3 clusters Score -555567.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -555710.875000 Penalty: 2800.419922 Iteration 3F: 3 clusters Score -555710.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -555807.625000 Penalty: 2800.419922 Iteration 4Q: 3 clusters Score -555807.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -555888.687500 Penalty: 2800.419922 Iteration 5Q: 3 clusters Score -555888.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -555967.187500 Penalty: 2800.419922 Iteration 6Q: 3 clusters Score -555967.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -556037.875000 Penalty: 2800.419922 Iteration 7Q: 3 clusters Score -556037.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -556107.750000 Penalty: 2800.419922 Iteration 8Q: 3 clusters Score -556107.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -556178.875000 Penalty: 2800.419922 Iteration 9Q: 3 clusters Score -556178.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -556245.125000 Penalty: 2800.419922 Iteration 10Q: 3 clusters Score -556245.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -556328.187500 Penalty: 2800.419922 Iteration 11Q: 3 clusters Score -556328.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -556396.125000 Penalty: 2800.419922 Iteration 12Q: 3 clusters Score -556396.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -556454.812500 Penalty: 2800.419922 Iteration 13Q: 3 clusters Score -556454.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -556530.625000 Penalty: 2800.419922 Iteration 14Q: 3 clusters Score -556530.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -556616.562500 Penalty: 2800.419922 Iteration 15Q: 3 clusters Score -556616.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -556699.875000 Penalty: 2800.419922 Iteration 16Q: 3 clusters Score -556699.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -556761.000000 Penalty: 2800.419922 Iteration 17Q: 3 clusters Score -556761 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -556819.875000 Penalty: 2800.419922 Iteration 18Q: 3 clusters Score -556819.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -556850.687500 Penalty: 2800.419922 Iteration 19Q: 3 clusters Score -556850.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -556878.187500 Penalty: 2800.419922 Iteration 20F: 3 clusters Score -556878.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -556898.687500 Penalty: 2800.419922 Iteration 21Q: 3 clusters Score -556898.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -556916.812500 Penalty: 2800.419922 Iteration 22Q: 3 clusters Score -556916.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -556933.687500 Penalty: 2800.419922 Iteration 23Q: 3 clusters Score -556933.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -556951.687500 Penalty: 2800.419922 Iteration 24Q: 3 clusters Score -556951.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -556968.750000 Penalty: 2800.419922 Iteration 25Q: 3 clusters Score -556968.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -556985.375000 Penalty: 2800.419922 Iteration 26Q: 3 clusters Score -556985.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -556999.500000 Penalty: 2800.419922 Iteration 27Q: 3 clusters Score -556999.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -557019.625000 Penalty: 2800.419922 Iteration 28Q: 3 clusters Score -557019.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -557035.437500 Penalty: 2800.419922 Iteration 29Q: 3 clusters Score -557035.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -557048.250000 Penalty: 2800.419922 Iteration 30Q: 3 clusters Score -557048.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -557060.000000 Penalty: 2800.419922 Iteration 31Q: 3 clusters Score -557060 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -557068.750000 Penalty: 2800.419922 Iteration 32Q: 3 clusters Score -557068.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -557073.250000 Penalty: 2800.419922 Iteration 33Q: 3 clusters Score -557073.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -557076.875000 Penalty: 2800.419922 Iteration 34Q: 3 clusters Score -557076.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -557079.187500 Penalty: 2800.419922 Iteration 35Q: 3 clusters Score -557079.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -557083.250000 Penalty: 2800.419922 Iteration 36Q: 3 clusters Score -557083.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -557086.937500 Penalty: 2800.419922 Iteration 37Q: 3 clusters Score -557086.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -557090.062500 Penalty: 2800.419922 Iteration 38Q: 3 clusters Score -557090.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -557093.062500 Penalty: 2800.419922 Iteration 39Q: 3 clusters Score -557093.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -557093.000000 Penalty: 2800.419922 Iteration 40F: 3 clusters Score -557093 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -557094.125000 Penalty: 2800.419922 Iteration 41Q: 3 clusters Score -557094.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -557094.562500 Penalty: 2800.419922 Iteration 42Q: 3 clusters Score -557094.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -557094.125000 Penalty: 2800.419922 Iteration 43Q: 3 clusters Score -557094.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -557094.312500 Penalty: 2800.419922 Iteration 44Q: 3 clusters Score -557094.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -557095.250000 Penalty: 2800.419922 Iteration 45Q: 3 clusters Score -557095.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -557096.000000 Penalty: 2800.419922 Iteration 46Q: 3 clusters Score -557096 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -557096.000000 Penalty: 2800.419922 Iteration 47F: 3 clusters Score -557096 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Entering Unmasked Estep Score: -359506.343750 Penalty: 1338.159912 Iteration 0F: 2 clusters Score -359506.3 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 1863 members Entering Unmasked Estep Score: -356360.875000 Penalty: 2676.319824 Iteration 0F: 3 clusters Score -356360.9 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -357410.656250 Penalty: 2676.319824 Iteration 1F: 3 clusters Score -357410.7 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -357829.937500 Penalty: 2676.319824 Iteration 2F: 3 clusters Score -357829.9 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -358205.500000 Penalty: 2676.319824 Iteration 3F: 3 clusters Score -358205.5 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -358527.312500 Penalty: 2676.319824 Iteration 4F: 3 clusters Score -358527.3 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -358755.531250 Penalty: 2676.319824 Iteration 5F: 3 clusters Score -358755.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -358884.593750 Penalty: 2676.319824 Iteration 6Q: 3 clusters Score -358884.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -358941.187500 Penalty: 2676.319824 Iteration 7Q: 3 clusters Score -358941.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -358967.593750 Penalty: 2676.319824 Iteration 8Q: 3 clusters Score -358967.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -358982.031250 Penalty: 2676.319824 Iteration 9Q: 3 clusters Score -358982 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -358996.812500 Penalty: 2676.319824 Iteration 10Q: 3 clusters Score -358996.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -359005.656250 Penalty: 2676.319824 Iteration 11Q: 3 clusters Score -359005.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -359012.750000 Penalty: 2676.319824 Iteration 12Q: 3 clusters Score -359012.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -359019.062500 Penalty: 2676.319824 Iteration 13Q: 3 clusters Score -359019.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -359028.718750 Penalty: 2676.319824 Iteration 14Q: 3 clusters Score -359028.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -359033.718750 Penalty: 2676.319824 Iteration 15Q: 3 clusters Score -359033.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -359037.406250 Penalty: 2676.319824 Iteration 16Q: 3 clusters Score -359037.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -359037.968750 Penalty: 2676.319824 Iteration 17Q: 3 clusters Score -359038 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -359039.093750 Penalty: 2676.319824 Iteration 18Q: 3 clusters Score -359039.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -359039.781250 Penalty: 2676.319824 Iteration 19Q: 3 clusters Score -359039.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -359041.187500 Penalty: 2676.319824 Iteration 20F: 3 clusters Score -359041.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -359041.093750 Penalty: 2676.319824 Iteration 21Q: 3 clusters Score -359041.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -359041.812500 Penalty: 2676.319824 Iteration 22Q: 3 clusters Score -359041.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -359043.250000 Penalty: 2676.319824 Iteration 23Q: 3 clusters Score -359043.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -359043.250000 Penalty: 2676.319824 Iteration 24F: 3 clusters Score -359043.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Entering Unmasked Estep Score: -10535.445312 Penalty: 790.974365 Iteration 0F: 2 clusters Score -10535.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -9934.241211 Penalty: 1581.948730 Iteration 0F: 3 clusters Score -9934.241 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -9995.923828 Penalty: 1581.948730 Iteration 1F: 3 clusters Score -9995.924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -10008.051758 Penalty: 1581.948730 Iteration 2Q: 3 clusters Score -10008.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -10008.051758 Penalty: 1581.948730 Iteration 3F: 3 clusters Score -10008.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Entering Unmasked Estep Score: -485330.312500 Penalty: 1379.027222 Iteration 0F: 2 clusters Score -485330.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -481428.937500 Penalty: 2758.054443 Iteration 0F: 3 clusters Score -481428.9 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -482525.625000 Penalty: 2758.054443 Iteration 1F: 3 clusters Score -482525.6 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -482748.093750 Penalty: 2758.054443 Iteration 2F: 3 clusters Score -482748.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -482922.968750 Penalty: 2758.054443 Iteration 3F: 3 clusters Score -482923 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -483073.406250 Penalty: 2758.054443 Iteration 4F: 3 clusters Score -483073.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -483194.843750 Penalty: 2758.054443 Iteration 5Q: 3 clusters Score -483194.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -483286.781250 Penalty: 2758.054443 Iteration 6Q: 3 clusters Score -483286.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -483350.281250 Penalty: 2758.054443 Iteration 7Q: 3 clusters Score -483350.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -483408.937500 Penalty: 2758.054443 Iteration 8Q: 3 clusters Score -483408.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -483466.406250 Penalty: 2758.054443 Iteration 9Q: 3 clusters Score -483466.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -483529.437500 Penalty: 2758.054443 Iteration 10Q: 3 clusters Score -483529.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -483606.843750 Penalty: 2758.054443 Iteration 11Q: 3 clusters Score -483606.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -483698.531250 Penalty: 2758.054443 Iteration 12Q: 3 clusters Score -483698.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -483792.718750 Penalty: 2758.054443 Iteration 13Q: 3 clusters Score -483792.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -483886.812500 Penalty: 2758.054443 Iteration 14Q: 3 clusters Score -483886.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -483979.750000 Penalty: 2758.054443 Iteration 15Q: 3 clusters Score -483979.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -484051.187500 Penalty: 2758.054443 Iteration 16Q: 3 clusters Score -484051.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -484105.718750 Penalty: 2758.054443 Iteration 17Q: 3 clusters Score -484105.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -484152.718750 Penalty: 2758.054443 Iteration 18Q: 3 clusters Score -484152.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -484205.562500 Penalty: 2758.054443 Iteration 19Q: 3 clusters Score -484205.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -484242.031250 Penalty: 2758.054443 Iteration 20F: 3 clusters Score -484242 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -484268.343750 Penalty: 2758.054443 Iteration 21Q: 3 clusters Score -484268.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -484292.000000 Penalty: 2758.054443 Iteration 22Q: 3 clusters Score -484292 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -484306.750000 Penalty: 2758.054443 Iteration 23Q: 3 clusters Score -484306.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -484315.718750 Penalty: 2758.054443 Iteration 24Q: 3 clusters Score -484315.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -484324.218750 Penalty: 2758.054443 Iteration 25Q: 3 clusters Score -484324.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -484329.718750 Penalty: 2758.054443 Iteration 26Q: 3 clusters Score -484329.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -484337.125000 Penalty: 2758.054443 Iteration 27Q: 3 clusters Score -484337.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -484341.437500 Penalty: 2758.054443 Iteration 28Q: 3 clusters Score -484341.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -484345.250000 Penalty: 2758.054443 Iteration 29Q: 3 clusters Score -484345.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -484347.812500 Penalty: 2758.054443 Iteration 30Q: 3 clusters Score -484347.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -484350.000000 Penalty: 2758.054443 Iteration 31Q: 3 clusters Score -484350 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -484351.906250 Penalty: 2758.054443 Iteration 32Q: 3 clusters Score -484351.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -484352.968750 Penalty: 2758.054443 Iteration 33Q: 3 clusters Score -484353 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -484353.156250 Penalty: 2758.054443 Iteration 34Q: 3 clusters Score -484353.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -484353.687500 Penalty: 2758.054443 Iteration 35Q: 3 clusters Score -484353.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -484355.343750 Penalty: 2758.054443 Iteration 36Q: 3 clusters Score -484355.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -484354.406250 Penalty: 2758.054443 Iteration 37Q: 3 clusters Score -484354.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -484354.406250 Penalty: 2758.054443 Iteration 38F: 3 clusters Score -484354.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (17362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17362 members Entering Unmasked Estep Score: -1669599.625000 Penalty: 1586.331421 Iteration 0F: 2 clusters Score -1669600 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8705 members Mstep: Class 2 contains 8657 members Entering Unmasked Estep Score: -1657605.500000 Penalty: 3172.662842 Iteration 0F: 3 clusters Score -1657606 nChanged 7798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8729 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -1661791.500000 Penalty: 3172.662842 Iteration 1F: 3 clusters Score -1661792 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8829 members Mstep: Class 2 contains 8533 members Entering Unmasked Estep Score: -1662067.000000 Penalty: 3172.662842 Iteration 2Q: 3 clusters Score -1662067 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8960 members Mstep: Class 2 contains 8402 members Entering Unmasked Estep Score: -1662338.875000 Penalty: 3172.662842 Iteration 3Q: 3 clusters Score -1662339 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9101 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -1662600.750000 Penalty: 3172.662842 Iteration 4Q: 3 clusters Score -1662601 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -1662860.500000 Penalty: 3172.662842 Iteration 5Q: 3 clusters Score -1662860 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9542 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -1663117.625000 Penalty: 3172.662842 Iteration 6Q: 3 clusters Score -1663118 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -1663396.125000 Penalty: 3172.662842 Iteration 7Q: 3 clusters Score -1663396 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10242 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -1663737.000000 Penalty: 3172.662842 Iteration 8Q: 3 clusters Score -1663737 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10729 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -1664236.250000 Penalty: 3172.662842 Iteration 9Q: 3 clusters Score -1664236 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -1664847.750000 Penalty: 3172.662842 Iteration 10Q: 3 clusters Score -1664848 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11705 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -1665465.375000 Penalty: 3172.662842 Iteration 11Q: 3 clusters Score -1665465 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12113 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -1666027.250000 Penalty: 3172.662842 Iteration 12Q: 3 clusters Score -1666027 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12453 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -1666429.500000 Penalty: 3172.662842 Iteration 13Q: 3 clusters Score -1666430 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -1666681.375000 Penalty: 3172.662842 Iteration 14Q: 3 clusters Score -1666681 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12874 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1666848.750000 Penalty: 3172.662842 Iteration 15Q: 3 clusters Score -1666849 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13061 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -1666975.375000 Penalty: 3172.662842 Iteration 16Q: 3 clusters Score -1666975 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -1667078.125000 Penalty: 3172.662842 Iteration 17Q: 3 clusters Score -1667078 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13386 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1667154.875000 Penalty: 3172.662842 Iteration 18Q: 3 clusters Score -1667155 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13559 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1667227.250000 Penalty: 3172.662842 Iteration 19Q: 3 clusters Score -1667227 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13703 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -1667282.625000 Penalty: 3172.662842 Iteration 20F: 3 clusters Score -1667283 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13826 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -1667329.875000 Penalty: 3172.662842 Iteration 21Q: 3 clusters Score -1667330 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13936 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -1667364.500000 Penalty: 3172.662842 Iteration 22Q: 3 clusters Score -1667364 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14035 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -1667398.750000 Penalty: 3172.662842 Iteration 23Q: 3 clusters Score -1667399 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14140 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -1667432.375000 Penalty: 3172.662842 Iteration 24Q: 3 clusters Score -1667432 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14252 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -1667461.500000 Penalty: 3172.662842 Iteration 25Q: 3 clusters Score -1667462 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1667498.250000 Penalty: 3172.662842 Iteration 26Q: 3 clusters Score -1667498 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14478 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -1667520.125000 Penalty: 3172.662842 Iteration 27Q: 3 clusters Score -1667520 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14576 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -1667553.125000 Penalty: 3172.662842 Iteration 28Q: 3 clusters Score -1667553 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -1667583.250000 Penalty: 3172.662842 Iteration 29Q: 3 clusters Score -1667583 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -1667612.250000 Penalty: 3172.662842 Iteration 30Q: 3 clusters Score -1667612 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14889 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1667643.375000 Penalty: 3172.662842 Iteration 31Q: 3 clusters Score -1667643 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15010 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -1667688.125000 Penalty: 3172.662842 Iteration 32Q: 3 clusters Score -1667688 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15119 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1667722.750000 Penalty: 3172.662842 Iteration 33Q: 3 clusters Score -1667723 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15239 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -1667768.125000 Penalty: 3172.662842 Iteration 34Q: 3 clusters Score -1667768 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15358 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -1667813.000000 Penalty: 3172.662842 Iteration 35Q: 3 clusters Score -1667813 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15466 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -1667851.375000 Penalty: 3172.662842 Iteration 36Q: 3 clusters Score -1667851 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15561 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -1667887.875000 Penalty: 3172.662842 Iteration 37Q: 3 clusters Score -1667888 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15652 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1667918.125000 Penalty: 3172.662842 Iteration 38Q: 3 clusters Score -1667918 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15726 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -1667943.125000 Penalty: 3172.662842 Iteration 39Q: 3 clusters Score -1667943 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15795 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1667962.000000 Penalty: 3172.662842 Iteration 40F: 3 clusters Score -1667962 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15869 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -1667992.250000 Penalty: 3172.662842 Iteration 41Q: 3 clusters Score -1667992 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15949 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -1668019.750000 Penalty: 3172.662842 Iteration 42Q: 3 clusters Score -1668020 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16008 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -1668040.250000 Penalty: 3172.662842 Iteration 43Q: 3 clusters Score -1668040 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16064 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1668059.750000 Penalty: 3172.662842 Iteration 44Q: 3 clusters Score -1668060 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16112 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1668077.625000 Penalty: 3172.662842 Iteration 45Q: 3 clusters Score -1668078 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16147 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1668092.000000 Penalty: 3172.662842 Iteration 46Q: 3 clusters Score -1668092 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16174 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -1668104.125000 Penalty: 3172.662842 Iteration 47Q: 3 clusters Score -1668104 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16206 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -1668116.125000 Penalty: 3172.662842 Iteration 48Q: 3 clusters Score -1668116 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16244 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1668129.000000 Penalty: 3172.662842 Iteration 49Q: 3 clusters Score -1668129 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16270 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1668141.500000 Penalty: 3172.662842 Iteration 50Q: 3 clusters Score -1668142 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16303 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1668152.000000 Penalty: 3172.662842 Iteration 51Q: 3 clusters Score -1668152 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16324 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1668159.875000 Penalty: 3172.662842 Iteration 52Q: 3 clusters Score -1668160 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1668164.375000 Penalty: 3172.662842 Iteration 53Q: 3 clusters Score -1668164 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16363 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1668177.500000 Penalty: 3172.662842 Iteration 54Q: 3 clusters Score -1668178 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16375 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1668183.875000 Penalty: 3172.662842 Iteration 55Q: 3 clusters Score -1668184 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16398 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1668189.375000 Penalty: 3172.662842 Iteration 56Q: 3 clusters Score -1668189 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16416 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1668196.500000 Penalty: 3172.662842 Iteration 57Q: 3 clusters Score -1668196 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16426 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -1668201.000000 Penalty: 3172.662842 Iteration 58Q: 3 clusters Score -1668201 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16431 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -1668201.875000 Penalty: 3172.662842 Iteration 59Q: 3 clusters Score -1668202 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16437 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1668204.250000 Penalty: 3172.662842 Iteration 60F: 3 clusters Score -1668204 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16445 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1668205.500000 Penalty: 3172.662842 Iteration 61Q: 3 clusters Score -1668206 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16451 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1668207.875000 Penalty: 3172.662842 Iteration 62Q: 3 clusters Score -1668208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16459 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -1668210.625000 Penalty: 3172.662842 Iteration 63Q: 3 clusters Score -1668211 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16470 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1668214.750000 Penalty: 3172.662842 Iteration 64Q: 3 clusters Score -1668215 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16479 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -1668215.875000 Penalty: 3172.662842 Iteration 65Q: 3 clusters Score -1668216 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16488 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1668221.875000 Penalty: 3172.662842 Iteration 66Q: 3 clusters Score -1668222 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16493 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1668226.000000 Penalty: 3172.662842 Iteration 67Q: 3 clusters Score -1668226 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16500 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1668228.875000 Penalty: 3172.662842 Iteration 68Q: 3 clusters Score -1668229 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16509 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -1668235.375000 Penalty: 3172.662842 Iteration 69Q: 3 clusters Score -1668235 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16517 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1668235.875000 Penalty: 3172.662842 Iteration 70Q: 3 clusters Score -1668236 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16524 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -1668238.875000 Penalty: 3172.662842 Iteration 71Q: 3 clusters Score -1668239 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16527 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1668240.000000 Penalty: 3172.662842 Iteration 72Q: 3 clusters Score -1668240 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16533 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1668240.125000 Penalty: 3172.662842 Iteration 73Q: 3 clusters Score -1668240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16536 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -1668238.750000 Penalty: 3172.662842 Iteration 74Q: 3 clusters Score -1668239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16539 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1668240.250000 Penalty: 3172.662842 Iteration 75Q: 3 clusters Score -1668240 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16544 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -1668238.375000 Penalty: 3172.662842 Iteration 76Q: 3 clusters Score -1668238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16546 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1668243.875000 Penalty: 3172.662842 Iteration 77Q: 3 clusters Score -1668244 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16549 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1668242.250000 Penalty: 3172.662842 Iteration 78Q: 3 clusters Score -1668242 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16555 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1668244.375000 Penalty: 3172.662842 Iteration 79Q: 3 clusters Score -1668244 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16558 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1668242.750000 Penalty: 3172.662842 Iteration 80F: 3 clusters Score -1668243 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16558 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1668245.000000 Penalty: 3172.662842 Iteration 81Q: 3 clusters Score -1668245 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16562 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1668246.750000 Penalty: 3172.662842 Iteration 82Q: 3 clusters Score -1668247 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16566 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1668245.375000 Penalty: 3172.662842 Iteration 83Q: 3 clusters Score -1668245 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16571 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1668249.625000 Penalty: 3172.662842 Iteration 84Q: 3 clusters Score -1668250 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16578 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1668251.375000 Penalty: 3172.662842 Iteration 85Q: 3 clusters Score -1668251 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16581 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1668252.250000 Penalty: 3172.662842 Iteration 86Q: 3 clusters Score -1668252 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16584 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1668253.625000 Penalty: 3172.662842 Iteration 87Q: 3 clusters Score -1668254 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16590 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -1668257.750000 Penalty: 3172.662842 Iteration 88Q: 3 clusters Score -1668258 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16595 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1668258.375000 Penalty: 3172.662842 Iteration 89Q: 3 clusters Score -1668258 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16597 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1668259.125000 Penalty: 3172.662842 Iteration 90Q: 3 clusters Score -1668259 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16597 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1668259.125000 Penalty: 3172.662842 Iteration 91F: 3 clusters Score -1668259 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (71373 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71373 members Entering Unmasked Estep Score: -7027863.500000 Penalty: 1816.047241 Iteration 0F: 2 clusters Score -7027864 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35834 members Mstep: Class 2 contains 35539 members Entering Unmasked Estep Score: -6980152.000000 Penalty: 3632.094482 Iteration 0F: 3 clusters Score -6980152 nChanged 33663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38041 members Mstep: Class 2 contains 33332 members Entering Unmasked Estep Score: -7000295.500000 Penalty: 3632.094482 Iteration 1F: 3 clusters Score -7000296 nChanged 3111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39464 members Mstep: Class 2 contains 31909 members Entering Unmasked Estep Score: -7001433.500000 Penalty: 3632.094482 Iteration 2Q: 3 clusters Score -7001434 nChanged 3307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41461 members Mstep: Class 2 contains 29912 members Entering Unmasked Estep Score: -7002859.000000 Penalty: 3632.094482 Iteration 3Q: 3 clusters Score -7002859 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44169 members Mstep: Class 2 contains 27204 members Entering Unmasked Estep Score: -7004633.000000 Penalty: 3632.094482 Iteration 4F: 3 clusters Score -7004633 nChanged 4151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47670 members Mstep: Class 2 contains 23703 members Entering Unmasked Estep Score: -7006985.000000 Penalty: 3632.094482 Iteration 5F: 3 clusters Score -7006985 nChanged 4622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51878 members Mstep: Class 2 contains 19495 members Entering Unmasked Estep Score: -7010096.500000 Penalty: 3632.094482 Iteration 6F: 3 clusters Score -7010096 nChanged 4875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56509 members Mstep: Class 2 contains 14864 members Entering Unmasked Estep Score: -7013863.500000 Penalty: 3632.094482 Iteration 7F: 3 clusters Score -7013864 nChanged 4656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61045 members Mstep: Class 2 contains 10328 members Entering Unmasked Estep Score: -7017930.000000 Penalty: 3632.094482 Iteration 8F: 3 clusters Score -7017930 nChanged 3801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64788 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -7021179.500000 Penalty: 3632.094482 Iteration 9F: 3 clusters Score -7021180 nChanged 2680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67442 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -7023562.000000 Penalty: 3632.094482 Iteration 10Q: 3 clusters Score -7023562 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69043 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -7024901.500000 Penalty: 3632.094482 Iteration 11Q: 3 clusters Score -7024902 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69913 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -7025531.000000 Penalty: 3632.094482 Iteration 12Q: 3 clusters Score -7025531 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70378 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -7025856.000000 Penalty: 3632.094482 Iteration 13Q: 3 clusters Score -7025856 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70649 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -7026038.500000 Penalty: 3632.094482 Iteration 14Q: 3 clusters Score -7026038 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70787 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -7026147.500000 Penalty: 3632.094482 Iteration 15Q: 3 clusters Score -7026148 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70872 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -7026208.500000 Penalty: 3632.094482 Iteration 16Q: 3 clusters Score -7026208 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70918 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -7026243.000000 Penalty: 3632.094482 Iteration 17Q: 3 clusters Score -7026243 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70951 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -7026279.500000 Penalty: 3632.094482 Iteration 18Q: 3 clusters Score -7026280 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70966 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -7026292.000000 Penalty: 3632.094482 Iteration 19Q: 3 clusters Score -7026292 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70975 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -7026296.500000 Penalty: 3632.094482 Iteration 20F: 3 clusters Score -7026296 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70978 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -7026300.500000 Penalty: 3632.094482 Iteration 21Q: 3 clusters Score -7026300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70980 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -7026302.000000 Penalty: 3632.094482 Iteration 22Q: 3 clusters Score -7026302 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70982 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -7026306.000000 Penalty: 3632.094482 Iteration 23Q: 3 clusters Score -7026306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70983 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -7026305.500000 Penalty: 3632.094482 Iteration 24Q: 3 clusters Score -7026306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70982 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -7026308.000000 Penalty: 3632.094482 Iteration 25Q: 3 clusters Score -7026308 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70982 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -7026308.000000 Penalty: 3632.094482 Iteration 26F: 3 clusters Score -7026308 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Entering Unmasked Estep Score: -445595.437500 Penalty: 1364.154907 Iteration 0F: 2 clusters Score -445595.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -441986.062500 Penalty: 2728.309814 Iteration 0F: 3 clusters Score -441986.1 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -442994.250000 Penalty: 2728.309814 Iteration 1F: 3 clusters Score -442994.2 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -443268.875000 Penalty: 2728.309814 Iteration 2F: 3 clusters Score -443268.9 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -443564.406250 Penalty: 2728.309814 Iteration 3F: 3 clusters Score -443564.4 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -443935.156250 Penalty: 2728.309814 Iteration 4F: 3 clusters Score -443935.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -444305.250000 Penalty: 2728.309814 Iteration 5F: 3 clusters Score -444305.2 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -444640.187500 Penalty: 2728.309814 Iteration 6F: 3 clusters Score -444640.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -444922.187500 Penalty: 2728.309814 Iteration 7Q: 3 clusters Score -444922.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -445165.781250 Penalty: 2728.309814 Iteration 8Q: 3 clusters Score -445165.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -445354.687500 Penalty: 2728.309814 Iteration 9Q: 3 clusters Score -445354.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -445502.656250 Penalty: 2728.309814 Iteration 10Q: 3 clusters Score -445502.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -445627.968750 Penalty: 2728.309814 Iteration 11Q: 3 clusters Score -445628 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -445744.031250 Penalty: 2728.309814 Iteration 12Q: 3 clusters Score -445744 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -445839.218750 Penalty: 2728.309814 Iteration 13Q: 3 clusters Score -445839.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -445905.781250 Penalty: 2728.309814 Iteration 14Q: 3 clusters Score -445905.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -445931.781250 Penalty: 2728.309814 Iteration 15Q: 3 clusters Score -445931.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -445945.093750 Penalty: 2728.309814 Iteration 16Q: 3 clusters Score -445945.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -445955.875000 Penalty: 2728.309814 Iteration 17Q: 3 clusters Score -445955.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -445962.562500 Penalty: 2728.309814 Iteration 18Q: 3 clusters Score -445962.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -445966.406250 Penalty: 2728.309814 Iteration 19Q: 3 clusters Score -445966.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -445968.906250 Penalty: 2728.309814 Iteration 20F: 3 clusters Score -445968.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -445970.625000 Penalty: 2728.309814 Iteration 21Q: 3 clusters Score -445970.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -445972.156250 Penalty: 2728.309814 Iteration 22Q: 3 clusters Score -445972.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -445971.687500 Penalty: 2728.309814 Iteration 23Q: 3 clusters Score -445971.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -445972.562500 Penalty: 2728.309814 Iteration 24Q: 3 clusters Score -445972.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -445972.562500 Penalty: 2728.309814 Iteration 25F: 3 clusters Score -445972.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33196 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3770 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 2441 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 2836 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2850 members Mstep: Class 29 contains 1983 members Entering Unmasked Estep Score: -22263326.000000 Penalty: 58205.878906 Splitting cluster 23 changes total score from -22263530.000000 to -22263326.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (5228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Entering Unmasked Estep Score: -526738.062500 Penalty: 1391.289917 Iteration 0F: 2 clusters Score -526738.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -522606.625000 Penalty: 2782.579834 Iteration 0F: 3 clusters Score -522606.6 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -523854.562500 Penalty: 2782.579834 Iteration 1F: 3 clusters Score -523854.6 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -524021.218750 Penalty: 2782.579834 Iteration 2F: 3 clusters Score -524021.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -524144.437500 Penalty: 2782.579834 Iteration 3Q: 3 clusters Score -524144.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -524234.093750 Penalty: 2782.579834 Iteration 4Q: 3 clusters Score -524234.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -524314.625000 Penalty: 2782.579834 Iteration 5Q: 3 clusters Score -524314.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -524398.250000 Penalty: 2782.579834 Iteration 6Q: 3 clusters Score -524398.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -524499.625000 Penalty: 2782.579834 Iteration 7Q: 3 clusters Score -524499.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -524595.375000 Penalty: 2782.579834 Iteration 8Q: 3 clusters Score -524595.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -524679.812500 Penalty: 2782.579834 Iteration 9Q: 3 clusters Score -524679.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -524767.125000 Penalty: 2782.579834 Iteration 10Q: 3 clusters Score -524767.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -524850.250000 Penalty: 2782.579834 Iteration 11Q: 3 clusters Score -524850.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -524920.750000 Penalty: 2782.579834 Iteration 12Q: 3 clusters Score -524920.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -524975.000000 Penalty: 2782.579834 Iteration 13Q: 3 clusters Score -524975 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -525030.875000 Penalty: 2782.579834 Iteration 14Q: 3 clusters Score -525030.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -525075.875000 Penalty: 2782.579834 Iteration 15Q: 3 clusters Score -525075.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -525120.625000 Penalty: 2782.579834 Iteration 16Q: 3 clusters Score -525120.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -525155.250000 Penalty: 2782.579834 Iteration 17Q: 3 clusters Score -525155.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -525176.437500 Penalty: 2782.579834 Iteration 18Q: 3 clusters Score -525176.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -525191.500000 Penalty: 2782.579834 Iteration 19Q: 3 clusters Score -525191.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -525208.062500 Penalty: 2782.579834 Iteration 20F: 3 clusters Score -525208.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -525223.937500 Penalty: 2782.579834 Iteration 21Q: 3 clusters Score -525223.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -525239.437500 Penalty: 2782.579834 Iteration 22Q: 3 clusters Score -525239.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -525255.875000 Penalty: 2782.579834 Iteration 23Q: 3 clusters Score -525255.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -525274.750000 Penalty: 2782.579834 Iteration 24Q: 3 clusters Score -525274.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -525293.187500 Penalty: 2782.579834 Iteration 25Q: 3 clusters Score -525293.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -525308.250000 Penalty: 2782.579834 Iteration 26Q: 3 clusters Score -525308.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -525320.562500 Penalty: 2782.579834 Iteration 27Q: 3 clusters Score -525320.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -525328.437500 Penalty: 2782.579834 Iteration 28Q: 3 clusters Score -525328.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -525336.625000 Penalty: 2782.579834 Iteration 29Q: 3 clusters Score -525336.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -525344.375000 Penalty: 2782.579834 Iteration 30Q: 3 clusters Score -525344.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -525353.625000 Penalty: 2782.579834 Iteration 31Q: 3 clusters Score -525353.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -525361.750000 Penalty: 2782.579834 Iteration 32Q: 3 clusters Score -525361.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -525368.750000 Penalty: 2782.579834 Iteration 33Q: 3 clusters Score -525368.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -525376.125000 Penalty: 2782.579834 Iteration 34Q: 3 clusters Score -525376.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -525383.625000 Penalty: 2782.579834 Iteration 35Q: 3 clusters Score -525383.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -525392.562500 Penalty: 2782.579834 Iteration 36Q: 3 clusters Score -525392.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -525399.500000 Penalty: 2782.579834 Iteration 37Q: 3 clusters Score -525399.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -525406.500000 Penalty: 2782.579834 Iteration 38Q: 3 clusters Score -525406.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -525410.437500 Penalty: 2782.579834 Iteration 39Q: 3 clusters Score -525410.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -525416.250000 Penalty: 2782.579834 Iteration 40F: 3 clusters Score -525416.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -525419.375000 Penalty: 2782.579834 Iteration 41Q: 3 clusters Score -525419.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -525420.562500 Penalty: 2782.579834 Iteration 42Q: 3 clusters Score -525420.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -525421.812500 Penalty: 2782.579834 Iteration 43Q: 3 clusters Score -525421.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -525423.562500 Penalty: 2782.579834 Iteration 44Q: 3 clusters Score -525423.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -525426.687500 Penalty: 2782.579834 Iteration 45Q: 3 clusters Score -525426.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -525427.187500 Penalty: 2782.579834 Iteration 46Q: 3 clusters Score -525427.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -525429.500000 Penalty: 2782.579834 Iteration 47Q: 3 clusters Score -525429.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -525430.625000 Penalty: 2782.579834 Iteration 48Q: 3 clusters Score -525430.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -525431.125000 Penalty: 2782.579834 Iteration 49Q: 3 clusters Score -525431.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -525432.375000 Penalty: 2782.579834 Iteration 50Q: 3 clusters Score -525432.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -525433.937500 Penalty: 2782.579834 Iteration 51Q: 3 clusters Score -525433.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -525433.500000 Penalty: 2782.579834 Iteration 52Q: 3 clusters Score -525433.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -525434.875000 Penalty: 2782.579834 Iteration 53Q: 3 clusters Score -525434.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -525436.375000 Penalty: 2782.579834 Iteration 54Q: 3 clusters Score -525436.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -525437.000000 Penalty: 2782.579834 Iteration 55Q: 3 clusters Score -525437 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -525437.125000 Penalty: 2782.579834 Iteration 56Q: 3 clusters Score -525437.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -525438.562500 Penalty: 2782.579834 Iteration 57Q: 3 clusters Score -525438.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -525439.625000 Penalty: 2782.579834 Iteration 58Q: 3 clusters Score -525439.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -525440.812500 Penalty: 2782.579834 Iteration 59Q: 3 clusters Score -525440.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -525441.750000 Penalty: 2782.579834 Iteration 60F: 3 clusters Score -525441.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -525441.250000 Penalty: 2782.579834 Iteration 61Q: 3 clusters Score -525441.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -525442.125000 Penalty: 2782.579834 Iteration 62Q: 3 clusters Score -525442.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -525442.125000 Penalty: 2782.579834 Iteration 63Q: 3 clusters Score -525442.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -525442.000000 Penalty: 2782.579834 Iteration 64Q: 3 clusters Score -525442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -525441.687500 Penalty: 2782.579834 Iteration 65Q: 3 clusters Score -525441.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -525442.562500 Penalty: 2782.579834 Iteration 66Q: 3 clusters Score -525442.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -525444.125000 Penalty: 2782.579834 Iteration 67Q: 3 clusters Score -525444.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -525444.500000 Penalty: 2782.579834 Iteration 68Q: 3 clusters Score -525444.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -525444.500000 Penalty: 2782.579834 Iteration 69F: 3 clusters Score -525444.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (664 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Entering Unmasked Estep Score: -62361.246094 Penalty: 1055.970825 Iteration 0F: 2 clusters Score -62361.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -61206.406250 Penalty: 2111.941650 Iteration 0F: 3 clusters Score -61206.41 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -61585.210938 Penalty: 2111.941650 Iteration 1F: 3 clusters Score -61585.21 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -61760.621094 Penalty: 2111.941650 Iteration 2F: 3 clusters Score -61760.62 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -61870.093750 Penalty: 2111.941650 Iteration 3F: 3 clusters Score -61870.09 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -61954.578125 Penalty: 2111.941650 Iteration 4F: 3 clusters Score -61954.58 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -61997.097656 Penalty: 2111.941650 Iteration 5Q: 3 clusters Score -61997.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -62012.160156 Penalty: 2111.941650 Iteration 6Q: 3 clusters Score -62012.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -62023.707031 Penalty: 2111.941650 Iteration 7Q: 3 clusters Score -62023.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -62025.132812 Penalty: 2111.941650 Iteration 8Q: 3 clusters Score -62025.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -62025.132812 Penalty: 2111.941650 Iteration 9F: 3 clusters Score -62025.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Entering Unmasked Estep Score: -274819.125000 Penalty: 1291.899414 Iteration 0F: 2 clusters Score -274819.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -272180.187500 Penalty: 2583.798828 Iteration 0F: 3 clusters Score -272180.2 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -272849.156250 Penalty: 2583.798828 Iteration 1F: 3 clusters Score -272849.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -273010.531250 Penalty: 2583.798828 Iteration 2F: 3 clusters Score -273010.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -273122.656250 Penalty: 2583.798828 Iteration 3F: 3 clusters Score -273122.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -273260.000000 Penalty: 2583.798828 Iteration 4Q: 3 clusters Score -273260 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -273405.968750 Penalty: 2583.798828 Iteration 5Q: 3 clusters Score -273406 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -273558.687500 Penalty: 2583.798828 Iteration 6Q: 3 clusters Score -273558.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -273758.625000 Penalty: 2583.798828 Iteration 7Q: 3 clusters Score -273758.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -273941.437500 Penalty: 2583.798828 Iteration 8Q: 3 clusters Score -273941.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -274088.750000 Penalty: 2583.798828 Iteration 9Q: 3 clusters Score -274088.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -274178.687500 Penalty: 2583.798828 Iteration 10Q: 3 clusters Score -274178.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -274279.531250 Penalty: 2583.798828 Iteration 11Q: 3 clusters Score -274279.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -274349.281250 Penalty: 2583.798828 Iteration 12Q: 3 clusters Score -274349.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -274406.250000 Penalty: 2583.798828 Iteration 13Q: 3 clusters Score -274406.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -274458.375000 Penalty: 2583.798828 Iteration 14Q: 3 clusters Score -274458.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -274494.343750 Penalty: 2583.798828 Iteration 15Q: 3 clusters Score -274494.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -274517.718750 Penalty: 2583.798828 Iteration 16Q: 3 clusters Score -274517.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -274533.468750 Penalty: 2583.798828 Iteration 17Q: 3 clusters Score -274533.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -274547.343750 Penalty: 2583.798828 Iteration 18Q: 3 clusters Score -274547.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -274559.468750 Penalty: 2583.798828 Iteration 19Q: 3 clusters Score -274559.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -274570.312500 Penalty: 2583.798828 Iteration 20F: 3 clusters Score -274570.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -274582.812500 Penalty: 2583.798828 Iteration 21Q: 3 clusters Score -274582.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -274595.906250 Penalty: 2583.798828 Iteration 22Q: 3 clusters Score -274595.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -274611.687500 Penalty: 2583.798828 Iteration 23Q: 3 clusters Score -274611.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -274624.531250 Penalty: 2583.798828 Iteration 24Q: 3 clusters Score -274624.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -274641.843750 Penalty: 2583.798828 Iteration 25Q: 3 clusters Score -274641.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -274672.968750 Penalty: 2583.798828 Iteration 26Q: 3 clusters Score -274673 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -274725.218750 Penalty: 2583.798828 Iteration 27Q: 3 clusters Score -274725.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -274803.031250 Penalty: 2583.798828 Iteration 28Q: 3 clusters Score -274803 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -274898.375000 Penalty: 2583.798828 Iteration 29Q: 3 clusters Score -274898.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -274994.093750 Penalty: 2583.798828 Iteration 30Q: 3 clusters Score -274994.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -275078.968750 Penalty: 2583.798828 Iteration 31Q: 3 clusters Score -275079 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -275111.343750 Penalty: 2583.798828 Iteration 32Q: 3 clusters Score -275111.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -275117.781250 Penalty: 2583.798828 Iteration 33Q: 3 clusters Score -275117.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -275118.968750 Penalty: 2583.798828 Iteration 34Q: 3 clusters Score -275119 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -275120.843750 Penalty: 2583.798828 Iteration 35Q: 3 clusters Score -275120.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -275121.562500 Penalty: 2583.798828 Iteration 36Q: 3 clusters Score -275121.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -275121.562500 Penalty: 2583.798828 Iteration 37F: 3 clusters Score -275121.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 1463 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 2595 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 11378 members Mstep: Class 8 contains 33196 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 18553 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 10759 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 214 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 5523 members Mstep: Class 18 contains 3770 members Mstep: Class 19 contains 130 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 17362 members Mstep: Class 22 contains 71373 members Mstep: Class 23 contains 4424 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 1797 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 2850 members Mstep: Class 29 contains 1039 members Entering Unmasked Estep Score: -22263128.000000 Penalty: 58205.878906 Splitting cluster 26 changes total score from -22263530.000000 to -22263128.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Entering Unmasked Estep Score: -74581.468750 Penalty: 1093.984253 Iteration 0F: 2 clusters Score -74581.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -73271.320312 Penalty: 2187.968506 Iteration 0F: 3 clusters Score -73271.32 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -73518.507812 Penalty: 2187.968506 Iteration 1F: 3 clusters Score -73518.51 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -73598.875000 Penalty: 2187.968506 Iteration 2F: 3 clusters Score -73598.88 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -73650.187500 Penalty: 2187.968506 Iteration 3Q: 3 clusters Score -73650.19 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -73709.070312 Penalty: 2187.968506 Iteration 4Q: 3 clusters Score -73709.07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -73797.218750 Penalty: 2187.968506 Iteration 5Q: 3 clusters Score -73797.22 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -73889.664062 Penalty: 2187.968506 Iteration 6Q: 3 clusters Score -73889.66 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -73947.625000 Penalty: 2187.968506 Iteration 7Q: 3 clusters Score -73947.62 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -74006.984375 Penalty: 2187.968506 Iteration 8Q: 3 clusters Score -74006.98 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -74055.898438 Penalty: 2187.968506 Iteration 9Q: 3 clusters Score -74055.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -74097.007812 Penalty: 2187.968506 Iteration 10Q: 3 clusters Score -74097.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -74124.171875 Penalty: 2187.968506 Iteration 11Q: 3 clusters Score -74124.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -74131.929688 Penalty: 2187.968506 Iteration 12Q: 3 clusters Score -74131.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -74142.671875 Penalty: 2187.968506 Iteration 13Q: 3 clusters Score -74142.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -74154.031250 Penalty: 2187.968506 Iteration 14Q: 3 clusters Score -74154.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -74159.984375 Penalty: 2187.968506 Iteration 15Q: 3 clusters Score -74159.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -74175.117188 Penalty: 2187.968506 Iteration 16Q: 3 clusters Score -74175.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -74176.460938 Penalty: 2187.968506 Iteration 17Q: 3 clusters Score -74176.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -74179.585938 Penalty: 2187.968506 Iteration 18Q: 3 clusters Score -74179.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -74184.812500 Penalty: 2187.968506 Iteration 19Q: 3 clusters Score -74184.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -74190.625000 Penalty: 2187.968506 Iteration 20F: 3 clusters Score -74190.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -74193.437500 Penalty: 2187.968506 Iteration 21Q: 3 clusters Score -74193.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -74194.375000 Penalty: 2187.968506 Iteration 22Q: 3 clusters Score -74194.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -74194.375000 Penalty: 2187.968506 Iteration 23F: 3 clusters Score -74194.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (2850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Entering Unmasked Estep Score: -288687.406250 Penalty: 1292.699585 Iteration 0F: 2 clusters Score -288687.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -286028.375000 Penalty: 2585.399170 Iteration 0F: 3 clusters Score -286028.4 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -286692.812500 Penalty: 2585.399170 Iteration 1F: 3 clusters Score -286692.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -286822.156250 Penalty: 2585.399170 Iteration 2F: 3 clusters Score -286822.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -286900.718750 Penalty: 2585.399170 Iteration 3Q: 3 clusters Score -286900.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -286951.718750 Penalty: 2585.399170 Iteration 4Q: 3 clusters Score -286951.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -286990.906250 Penalty: 2585.399170 Iteration 5Q: 3 clusters Score -286990.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -287010.343750 Penalty: 2585.399170 Iteration 6Q: 3 clusters Score -287010.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -287028.062500 Penalty: 2585.399170 Iteration 7Q: 3 clusters Score -287028.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -287040.031250 Penalty: 2585.399170 Iteration 8Q: 3 clusters Score -287040 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -287053.562500 Penalty: 2585.399170 Iteration 9Q: 3 clusters Score -287053.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -287065.031250 Penalty: 2585.399170 Iteration 10Q: 3 clusters Score -287065 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -287075.656250 Penalty: 2585.399170 Iteration 11Q: 3 clusters Score -287075.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -287084.781250 Penalty: 2585.399170 Iteration 12Q: 3 clusters Score -287084.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -287094.250000 Penalty: 2585.399170 Iteration 13Q: 3 clusters Score -287094.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -287101.281250 Penalty: 2585.399170 Iteration 14Q: 3 clusters Score -287101.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -287105.656250 Penalty: 2585.399170 Iteration 15Q: 3 clusters Score -287105.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -287108.281250 Penalty: 2585.399170 Iteration 16Q: 3 clusters Score -287108.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -287110.812500 Penalty: 2585.399170 Iteration 17Q: 3 clusters Score -287110.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -287113.812500 Penalty: 2585.399170 Iteration 18Q: 3 clusters Score -287113.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -287117.437500 Penalty: 2585.399170 Iteration 19Q: 3 clusters Score -287117.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -287121.250000 Penalty: 2585.399170 Iteration 20F: 3 clusters Score -287121.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -287125.000000 Penalty: 2585.399170 Iteration 21Q: 3 clusters Score -287125 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -287126.093750 Penalty: 2585.399170 Iteration 22Q: 3 clusters Score -287126.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -287128.031250 Penalty: 2585.399170 Iteration 23Q: 3 clusters Score -287128 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -287129.187500 Penalty: 2585.399170 Iteration 24Q: 3 clusters Score -287129.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -287131.718750 Penalty: 2585.399170 Iteration 25Q: 3 clusters Score -287131.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -287132.781250 Penalty: 2585.399170 Iteration 26Q: 3 clusters Score -287132.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -287133.375000 Penalty: 2585.399170 Iteration 27Q: 3 clusters Score -287133.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -287135.312500 Penalty: 2585.399170 Iteration 28Q: 3 clusters Score -287135.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -287137.281250 Penalty: 2585.399170 Iteration 29Q: 3 clusters Score -287137.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -287137.718750 Penalty: 2585.399170 Iteration 30Q: 3 clusters Score -287137.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -287141.156250 Penalty: 2585.399170 Iteration 31Q: 3 clusters Score -287141.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -287142.500000 Penalty: 2585.399170 Iteration 32Q: 3 clusters Score -287142.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -287143.531250 Penalty: 2585.399170 Iteration 33Q: 3 clusters Score -287143.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -287146.093750 Penalty: 2585.399170 Iteration 34Q: 3 clusters Score -287146.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -287147.468750 Penalty: 2585.399170 Iteration 35Q: 3 clusters Score -287147.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -287152.281250 Penalty: 2585.399170 Iteration 36Q: 3 clusters Score -287152.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -287156.437500 Penalty: 2585.399170 Iteration 37Q: 3 clusters Score -287156.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -287158.687500 Penalty: 2585.399170 Iteration 38Q: 3 clusters Score -287158.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -287159.218750 Penalty: 2585.399170 Iteration 39Q: 3 clusters Score -287159.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -287162.156250 Penalty: 2585.399170 Iteration 40F: 3 clusters Score -287162.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -287163.968750 Penalty: 2585.399170 Iteration 41Q: 3 clusters Score -287164 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -287165.843750 Penalty: 2585.399170 Iteration 42Q: 3 clusters Score -287165.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -287167.625000 Penalty: 2585.399170 Iteration 43Q: 3 clusters Score -287167.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -287170.968750 Penalty: 2585.399170 Iteration 44Q: 3 clusters Score -287171 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -287173.968750 Penalty: 2585.399170 Iteration 45Q: 3 clusters Score -287174 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -287181.437500 Penalty: 2585.399170 Iteration 46Q: 3 clusters Score -287181.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -287186.812500 Penalty: 2585.399170 Iteration 47Q: 3 clusters Score -287186.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -287190.343750 Penalty: 2585.399170 Iteration 48Q: 3 clusters Score -287190.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -287194.437500 Penalty: 2585.399170 Iteration 49Q: 3 clusters Score -287194.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -287197.875000 Penalty: 2585.399170 Iteration 50Q: 3 clusters Score -287197.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -287202.593750 Penalty: 2585.399170 Iteration 51Q: 3 clusters Score -287202.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -287206.156250 Penalty: 2585.399170 Iteration 52Q: 3 clusters Score -287206.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -287210.156250 Penalty: 2585.399170 Iteration 53Q: 3 clusters Score -287210.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -287217.437500 Penalty: 2585.399170 Iteration 54Q: 3 clusters Score -287217.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -287222.250000 Penalty: 2585.399170 Iteration 55Q: 3 clusters Score -287222.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -287225.968750 Penalty: 2585.399170 Iteration 56Q: 3 clusters Score -287226 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -287230.906250 Penalty: 2585.399170 Iteration 57Q: 3 clusters Score -287230.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -287238.906250 Penalty: 2585.399170 Iteration 58Q: 3 clusters Score -287238.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -287245.156250 Penalty: 2585.399170 Iteration 59Q: 3 clusters Score -287245.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -287253.937500 Penalty: 2585.399170 Iteration 60F: 3 clusters Score -287253.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -287262.750000 Penalty: 2585.399170 Iteration 61Q: 3 clusters Score -287262.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -287275.906250 Penalty: 2585.399170 Iteration 62Q: 3 clusters Score -287275.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -287292.718750 Penalty: 2585.399170 Iteration 63Q: 3 clusters Score -287292.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -287310.781250 Penalty: 2585.399170 Iteration 64Q: 3 clusters Score -287310.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -287329.875000 Penalty: 2585.399170 Iteration 65Q: 3 clusters Score -287329.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -287349.500000 Penalty: 2585.399170 Iteration 66Q: 3 clusters Score -287349.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -287382.031250 Penalty: 2585.399170 Iteration 67Q: 3 clusters Score -287382 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -287405.406250 Penalty: 2585.399170 Iteration 68Q: 3 clusters Score -287405.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -287434.187500 Penalty: 2585.399170 Iteration 69Q: 3 clusters Score -287434.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -287458.093750 Penalty: 2585.399170 Iteration 70Q: 3 clusters Score -287458.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -287473.375000 Penalty: 2585.399170 Iteration 71Q: 3 clusters Score -287473.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -287486.937500 Penalty: 2585.399170 Iteration 72Q: 3 clusters Score -287486.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -287503.531250 Penalty: 2585.399170 Iteration 73Q: 3 clusters Score -287503.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -287519.093750 Penalty: 2585.399170 Iteration 74Q: 3 clusters Score -287519.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -287532.156250 Penalty: 2585.399170 Iteration 75Q: 3 clusters Score -287532.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -287544.250000 Penalty: 2585.399170 Iteration 76Q: 3 clusters Score -287544.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -287548.531250 Penalty: 2585.399170 Iteration 77Q: 3 clusters Score -287548.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -287553.218750 Penalty: 2585.399170 Iteration 78Q: 3 clusters Score -287553.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -287556.031250 Penalty: 2585.399170 Iteration 79Q: 3 clusters Score -287556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -287557.312500 Penalty: 2585.399170 Iteration 80F: 3 clusters Score -287557.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -287558.218750 Penalty: 2585.399170 Iteration 81Q: 3 clusters Score -287558.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -287559.000000 Penalty: 2585.399170 Iteration 82Q: 3 clusters Score -287559 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -287560.406250 Penalty: 2585.399170 Iteration 83Q: 3 clusters Score -287560.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -287562.468750 Penalty: 2585.399170 Iteration 84Q: 3 clusters Score -287562.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -287563.125000 Penalty: 2585.399170 Iteration 85Q: 3 clusters Score -287563.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -287563.437500 Penalty: 2585.399170 Iteration 86Q: 3 clusters Score -287563.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -287563.562500 Penalty: 2585.399170 Iteration 87Q: 3 clusters Score -287563.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -287563.312500 Penalty: 2585.399170 Iteration 88Q: 3 clusters Score -287563.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -287563.312500 Penalty: 2585.399170 Iteration 89F: 3 clusters Score -287563.3 nChanged 0 --- Evaluating fit on full set of 693839 points --- Entering Unmasked Estep Score: -66870068.000000 Penalty: 61197.476562 22->29 Clusters: Score -66870068.000000, best is -66893864.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 231279 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 10675 members Mstep: Class 3 contains 10517 members Mstep: Class 4 contains 10526 members Mstep: Class 5 contains 10552 members Mstep: Class 6 contains 10587 members Mstep: Class 7 contains 10517 members Mstep: Class 8 contains 10596 members Mstep: Class 9 contains 10434 members Mstep: Class 10 contains 10660 members Mstep: Class 11 contains 10409 members Mstep: Class 12 contains 10598 members Mstep: Class 13 contains 10664 members Mstep: Class 14 contains 10367 members Mstep: Class 15 contains 10463 members Mstep: Class 16 contains 10303 members Mstep: Class 17 contains 10577 members Mstep: Class 18 contains 10367 members Mstep: Class 19 contains 10505 members Mstep: Class 20 contains 10334 members Mstep: Class 21 contains 10420 members Mstep: Class 22 contains 10661 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 559.289551 but Gain 2007.097656 Score: -20958358.000000 Penalty: 42149.085938 Iteration 0F: 22 clusters Score -2.095836e+07 nChanged 219368 Entering Unmasked Mstep Mstep: Class 0 contains 257 members Mstep: Class 1 contains 17380 members Mstep: Class 3 contains 12347 members Mstep: Class 4 contains 8083 members Mstep: Class 5 contains 8971 members Mstep: Class 6 contains 7967 members Mstep: Class 7 contains 8587 members Mstep: Class 8 contains 8461 members Mstep: Class 9 contains 10356 members Mstep: Class 10 contains 14728 members Mstep: Class 11 contains 14842 members Mstep: Class 12 contains 6597 members Mstep: Class 13 contains 11862 members Mstep: Class 14 contains 8822 members Mstep: Class 15 contains 13140 members Mstep: Class 16 contains 11701 members Mstep: Class 17 contains 8343 members Mstep: Class 18 contains 10593 members Mstep: Class 19 contains 13912 members Mstep: Class 20 contains 13392 members Mstep: Class 21 contains 7996 members Mstep: Class 22 contains 12942 members Entering Unmasked Estep ConsiderDeletion Score: -21614484.000000 Penalty: 42149.085938 Iteration 1F: 22 clusters Score -2.161448e+07 nChanged 90765 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 1 contains 26838 members Mstep: Class 3 contains 12800 members Mstep: Class 4 contains 6982 members Mstep: Class 5 contains 9144 members Mstep: Class 6 contains 6304 members Mstep: Class 7 contains 2859 members Mstep: Class 8 contains 5712 members Mstep: Class 9 contains 10307 members Mstep: Class 10 contains 17027 members Mstep: Class 11 contains 15420 members Mstep: Class 12 contains 4870 members Mstep: Class 13 contains 9820 members Mstep: Class 14 contains 9813 members Mstep: Class 15 contains 16037 members Mstep: Class 16 contains 14812 members Mstep: Class 17 contains 8370 members Mstep: Class 18 contains 8982 members Mstep: Class 19 contains 8985 members Mstep: Class 20 contains 15086 members Mstep: Class 21 contains 6658 members Mstep: Class 22 contains 14229 members Entering Unmasked Estep ConsiderDeletion Score: -21811804.000000 Penalty: 42149.085938 Iteration 2F: 22 clusters Score -2.18118e+07 nChanged 62839 Entering Unmasked Mstep Mstep: Class 0 contains 198 members Mstep: Class 1 contains 32272 members Mstep: Class 3 contains 11656 members Mstep: Class 4 contains 5541 members Mstep: Class 5 contains 9165 members Mstep: Class 6 contains 6927 members Mstep: Class 7 contains 1176 members Mstep: Class 8 contains 5135 members Mstep: Class 9 contains 9253 members Mstep: Class 10 contains 16666 members Mstep: Class 11 contains 19478 members Mstep: Class 12 contains 5434 members Mstep: Class 13 contains 8449 members Mstep: Class 14 contains 8788 members Mstep: Class 15 contains 19122 members Mstep: Class 16 contains 16037 members Mstep: Class 17 contains 7170 members Mstep: Class 18 contains 6727 members Mstep: Class 19 contains 7099 members Mstep: Class 20 contains 15697 members Mstep: Class 21 contains 4407 members Mstep: Class 22 contains 14882 members Entering Unmasked Estep ConsiderDeletion Score: -21918196.000000 Penalty: 42149.085938 Iteration 3F: 22 clusters Score -2.19182e+07 nChanged 45762 Entering Unmasked Mstep Mstep: Class 0 contains 175 members Mstep: Class 1 contains 35265 members Mstep: Class 3 contains 12182 members Mstep: Class 4 contains 4163 members Mstep: Class 5 contains 9019 members Mstep: Class 6 contains 7824 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 5820 members Mstep: Class 9 contains 7862 members Mstep: Class 10 contains 14894 members Mstep: Class 11 contains 23453 members Mstep: Class 12 contains 5928 members Mstep: Class 13 contains 6755 members Mstep: Class 14 contains 7006 members Mstep: Class 15 contains 22941 members Mstep: Class 16 contains 17056 members Mstep: Class 17 contains 5482 members Mstep: Class 18 contains 5288 members Mstep: Class 19 contains 6492 members Mstep: Class 20 contains 14865 members Mstep: Class 21 contains 2817 members Mstep: Class 22 contains 15370 members Entering Unmasked Estep ConsiderDeletion Score: -21971260.000000 Penalty: 42149.085938 Iteration 4F: 22 clusters Score -2.197126e+07 nChanged 33844 Entering Unmasked Mstep Mstep: Class 0 contains 155 members Mstep: Class 1 contains 37374 members Mstep: Class 3 contains 13024 members Mstep: Class 4 contains 3063 members Mstep: Class 5 contains 8463 members Mstep: Class 6 contains 8180 members Mstep: Class 7 contains 494 members Mstep: Class 8 contains 6585 members Mstep: Class 9 contains 7001 members Mstep: Class 10 contains 12204 members Mstep: Class 11 contains 26466 members Mstep: Class 12 contains 6000 members Mstep: Class 13 contains 5512 members Mstep: Class 14 contains 5484 members Mstep: Class 15 contains 27514 members Mstep: Class 16 contains 17573 members Mstep: Class 17 contains 4011 members Mstep: Class 18 contains 5085 members Mstep: Class 19 contains 6823 members Mstep: Class 20 contains 12981 members Mstep: Class 21 contains 1929 members Mstep: Class 22 contains 15358 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 1914.675781 but Gain 2007.101562 Score: -22002180.000000 Penalty: 40141.984375 Iteration 5F: 21 clusters Score -2.200218e+07 nChanged 27728 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 39775 members Mstep: Class 3 contains 13895 members Mstep: Class 4 contains 2397 members Mstep: Class 5 contains 8363 members Mstep: Class 6 contains 8198 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 7156 members Mstep: Class 9 contains 7275 members Mstep: Class 10 contains 9471 members Mstep: Class 11 contains 28113 members Mstep: Class 12 contains 5969 members Mstep: Class 13 contains 4626 members Mstep: Class 14 contains 4263 members Mstep: Class 15 contains 32501 members Mstep: Class 16 contains 17486 members Mstep: Class 17 contains 3185 members Mstep: Class 18 contains 5291 members Mstep: Class 19 contains 7398 members Mstep: Class 20 contains 10642 members Mstep: Class 22 contains 14643 members Entering Unmasked Estep ConsiderDeletion Score: -22027120.000000 Penalty: 40141.984375 Iteration 6F: 21 clusters Score -2.202712e+07 nChanged 23231 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 42119 members Mstep: Class 3 contains 14328 members Mstep: Class 4 contains 2042 members Mstep: Class 5 contains 8273 members Mstep: Class 6 contains 8112 members Mstep: Class 7 contains 555 members Mstep: Class 8 contains 7589 members Mstep: Class 9 contains 8026 members Mstep: Class 10 contains 7165 members Mstep: Class 11 contains 29009 members Mstep: Class 12 contains 5868 members Mstep: Class 13 contains 3740 members Mstep: Class 14 contains 3364 members Mstep: Class 15 contains 37769 members Mstep: Class 16 contains 16541 members Mstep: Class 17 contains 2610 members Mstep: Class 18 contains 5544 members Mstep: Class 19 contains 7632 members Mstep: Class 20 contains 7753 members Mstep: Class 22 contains 13142 members Entering Unmasked Estep ConsiderDeletion Score: -22047710.000000 Penalty: 40141.984375 Iteration 7F: 21 clusters Score -2.204771e+07 nChanged 20986 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 44406 members Mstep: Class 3 contains 14432 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 8291 members Mstep: Class 6 contains 7909 members Mstep: Class 7 contains 547 members Mstep: Class 8 contains 7860 members Mstep: Class 9 contains 8723 members Mstep: Class 10 contains 5818 members Mstep: Class 11 contains 29386 members Mstep: Class 12 contains 5796 members Mstep: Class 13 contains 3015 members Mstep: Class 14 contains 2831 members Mstep: Class 15 contains 43243 members Mstep: Class 16 contains 14882 members Mstep: Class 17 contains 2628 members Mstep: Class 18 contains 5843 members Mstep: Class 19 contains 7597 members Mstep: Class 20 contains 4987 members Mstep: Class 22 contains 10995 members Entering Unmasked Estep ConsiderDeletion Score: -22069486.000000 Penalty: 40141.984375 Iteration 8F: 21 clusters Score -2.206949e+07 nChanged 19395 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 46005 members Mstep: Class 3 contains 14113 members Mstep: Class 4 contains 2028 members Mstep: Class 5 contains 8520 members Mstep: Class 6 contains 7622 members Mstep: Class 7 contains 523 members Mstep: Class 8 contains 7932 members Mstep: Class 9 contains 9237 members Mstep: Class 10 contains 5817 members Mstep: Class 11 contains 29428 members Mstep: Class 12 contains 5744 members Mstep: Class 13 contains 2428 members Mstep: Class 14 contains 2541 members Mstep: Class 15 contains 48826 members Mstep: Class 16 contains 12452 members Mstep: Class 17 contains 3088 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 7389 members Mstep: Class 20 contains 2990 members Mstep: Class 22 contains 8497 members Entering Unmasked Estep ConsiderDeletion Score: -22088458.000000 Penalty: 40141.984375 Iteration 9F: 21 clusters Score -2.208846e+07 nChanged 17844 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 46702 members Mstep: Class 3 contains 13442 members Mstep: Class 4 contains 2124 members Mstep: Class 5 contains 8954 members Mstep: Class 6 contains 7254 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 7882 members Mstep: Class 9 contains 9558 members Mstep: Class 10 contains 6557 members Mstep: Class 11 contains 29291 members Mstep: Class 12 contains 5718 members Mstep: Class 13 contains 1955 members Mstep: Class 14 contains 2355 members Mstep: Class 15 contains 54306 members Mstep: Class 16 contains 9626 members Mstep: Class 17 contains 3656 members Mstep: Class 18 contains 6079 members Mstep: Class 19 contains 7175 members Mstep: Class 20 contains 2059 members Mstep: Class 22 contains 6020 members Entering Unmasked Estep ConsiderDeletion Score: -22102066.000000 Penalty: 40141.984375 Iteration 10F: 21 clusters Score -2.210207e+07 nChanged 15595 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 46453 members Mstep: Class 3 contains 12687 members Mstep: Class 4 contains 2266 members Mstep: Class 5 contains 9391 members Mstep: Class 6 contains 6881 members Mstep: Class 7 contains 522 members Mstep: Class 8 contains 7736 members Mstep: Class 9 contains 9705 members Mstep: Class 10 contains 7637 members Mstep: Class 11 contains 28996 members Mstep: Class 12 contains 5689 members Mstep: Class 13 contains 1583 members Mstep: Class 14 contains 2293 members Mstep: Class 15 contains 59374 members Mstep: Class 16 contains 6918 members Mstep: Class 17 contains 4348 members Mstep: Class 18 contains 6080 members Mstep: Class 19 contains 6983 members Mstep: Class 20 contains 1747 members Mstep: Class 22 contains 3945 members Entering Unmasked Estep ConsiderDeletion Score: -22112696.000000 Penalty: 40141.984375 Iteration 11F: 21 clusters Score -2.21127e+07 nChanged 13793 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 45379 members Mstep: Class 3 contains 11884 members Mstep: Class 4 contains 2387 members Mstep: Class 5 contains 9824 members Mstep: Class 6 contains 6555 members Mstep: Class 7 contains 536 members Mstep: Class 8 contains 7536 members Mstep: Class 9 contains 9718 members Mstep: Class 10 contains 9002 members Mstep: Class 11 contains 28491 members Mstep: Class 12 contains 5661 members Mstep: Class 13 contains 1311 members Mstep: Class 14 contains 2284 members Mstep: Class 15 contains 63968 members Mstep: Class 16 contains 4591 members Mstep: Class 17 contains 5027 members Mstep: Class 18 contains 6133 members Mstep: Class 19 contains 6776 members Mstep: Class 20 contains 1618 members Mstep: Class 22 contains 2555 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 1812.898804 but Gain 2007.097656 Score: -22122040.000000 Penalty: 38134.886719 Iteration 12F: 20 clusters Score -2.212204e+07 nChanged 13945 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 43899 members Mstep: Class 3 contains 11165 members Mstep: Class 4 contains 2539 members Mstep: Class 5 contains 10271 members Mstep: Class 6 contains 6534 members Mstep: Class 7 contains 543 members Mstep: Class 8 contains 7300 members Mstep: Class 9 contains 9533 members Mstep: Class 10 contains 10639 members Mstep: Class 11 contains 27830 members Mstep: Class 12 contains 5638 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2331 members Mstep: Class 15 contains 68822 members Mstep: Class 16 contains 2824 members Mstep: Class 17 contains 5652 members Mstep: Class 18 contains 6426 members Mstep: Class 19 contains 6580 members Mstep: Class 20 contains 1553 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 1576.707764 but Gain 2007.097656 Score: -22132636.000000 Penalty: 36127.789062 Iteration 13F: 19 clusters Score -2.213264e+07 nChanged 12255 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 41552 members Mstep: Class 3 contains 10579 members Mstep: Class 4 contains 2728 members Mstep: Class 5 contains 10756 members Mstep: Class 6 contains 6304 members Mstep: Class 7 contains 555 members Mstep: Class 8 contains 7089 members Mstep: Class 9 contains 9177 members Mstep: Class 10 contains 12441 members Mstep: Class 11 contains 27092 members Mstep: Class 12 contains 5622 members Mstep: Class 13 contains 1058 members Mstep: Class 14 contains 2339 members Mstep: Class 15 contains 73234 members Mstep: Class 17 contains 6059 members Mstep: Class 18 contains 6745 members Mstep: Class 19 contains 6386 members Mstep: Class 20 contains 1522 members Entering Unmasked Estep ConsiderDeletion Score: -22141816.000000 Penalty: 36127.789062 Iteration 14F: 19 clusters Score -2.214182e+07 nChanged 9675 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 38698 members Mstep: Class 3 contains 10177 members Mstep: Class 4 contains 2904 members Mstep: Class 5 contains 11223 members Mstep: Class 6 contains 5928 members Mstep: Class 7 contains 565 members Mstep: Class 8 contains 6907 members Mstep: Class 9 contains 8536 members Mstep: Class 10 contains 14288 members Mstep: Class 11 contains 26268 members Mstep: Class 12 contains 5609 members Mstep: Class 13 contains 987 members Mstep: Class 14 contains 2343 members Mstep: Class 15 contains 75903 members Mstep: Class 17 contains 6337 members Mstep: Class 18 contains 6879 members Mstep: Class 19 contains 6191 members Mstep: Class 20 contains 1495 members Entering Unmasked Estep ConsiderDeletion Score: -22147520.000000 Penalty: 36127.789062 Iteration 15Q: 19 clusters Score -2.214752e+07 nChanged 8841 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 35865 members Mstep: Class 3 contains 10106 members Mstep: Class 4 contains 3120 members Mstep: Class 5 contains 11612 members Mstep: Class 6 contains 5688 members Mstep: Class 7 contains 575 members Mstep: Class 8 contains 6750 members Mstep: Class 9 contains 7782 members Mstep: Class 10 contains 16044 members Mstep: Class 11 contains 25469 members Mstep: Class 12 contains 5607 members Mstep: Class 13 contains 947 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 78194 members Mstep: Class 17 contains 6571 members Mstep: Class 18 contains 7050 members Mstep: Class 19 contains 6073 members Mstep: Class 20 contains 1471 members Entering Unmasked Estep ConsiderDeletion Score: -22152960.000000 Penalty: 36127.789062 Iteration 16Q: 19 clusters Score -2.215296e+07 nChanged 8164 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 33075 members Mstep: Class 3 contains 10222 members Mstep: Class 4 contains 3351 members Mstep: Class 5 contains 11934 members Mstep: Class 6 contains 5558 members Mstep: Class 7 contains 582 members Mstep: Class 8 contains 6607 members Mstep: Class 9 contains 7054 members Mstep: Class 10 contains 17567 members Mstep: Class 11 contains 24698 members Mstep: Class 12 contains 5621 members Mstep: Class 13 contains 927 members Mstep: Class 14 contains 2247 members Mstep: Class 15 contains 80322 members Mstep: Class 17 contains 6738 members Mstep: Class 18 contains 7296 members Mstep: Class 19 contains 5983 members Mstep: Class 20 contains 1456 members Entering Unmasked Estep ConsiderDeletion Score: -22157162.000000 Penalty: 36127.789062 Iteration 17Q: 19 clusters Score -2.215716e+07 nChanged 7551 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 30346 members Mstep: Class 3 contains 10574 members Mstep: Class 4 contains 3568 members Mstep: Class 5 contains 12199 members Mstep: Class 6 contains 5455 members Mstep: Class 7 contains 587 members Mstep: Class 8 contains 6458 members Mstep: Class 9 contains 6422 members Mstep: Class 10 contains 18821 members Mstep: Class 11 contains 23983 members Mstep: Class 12 contains 5654 members Mstep: Class 13 contains 914 members Mstep: Class 14 contains 2157 members Mstep: Class 15 contains 82266 members Mstep: Class 17 contains 6904 members Mstep: Class 18 contains 7543 members Mstep: Class 19 contains 5942 members Mstep: Class 20 contains 1445 members Entering Unmasked Estep ConsiderDeletion Score: -22161040.000000 Penalty: 36127.789062 Iteration 18Q: 19 clusters Score -2.216104e+07 nChanged 6948 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 27746 members Mstep: Class 3 contains 11109 members Mstep: Class 4 contains 3790 members Mstep: Class 5 contains 12423 members Mstep: Class 6 contains 5397 members Mstep: Class 7 contains 590 members Mstep: Class 8 contains 6296 members Mstep: Class 9 contains 5985 members Mstep: Class 10 contains 19726 members Mstep: Class 11 contains 23358 members Mstep: Class 12 contains 5709 members Mstep: Class 13 contains 909 members Mstep: Class 14 contains 2056 members Mstep: Class 15 contains 84016 members Mstep: Class 17 contains 7003 members Mstep: Class 18 contains 7790 members Mstep: Class 19 contains 5907 members Mstep: Class 20 contains 1428 members Entering Unmasked Estep ConsiderDeletion Score: -22164464.000000 Penalty: 36127.789062 Iteration 19Q: 19 clusters Score -2.216446e+07 nChanged 6513 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 25148 members Mstep: Class 3 contains 11839 members Mstep: Class 4 contains 4044 members Mstep: Class 5 contains 12586 members Mstep: Class 6 contains 5312 members Mstep: Class 7 contains 600 members Mstep: Class 8 contains 6129 members Mstep: Class 9 contains 5640 members Mstep: Class 10 contains 20352 members Mstep: Class 11 contains 22779 members Mstep: Class 12 contains 5780 members Mstep: Class 13 contains 901 members Mstep: Class 14 contains 2031 members Mstep: Class 15 contains 85684 members Mstep: Class 17 contains 7096 members Mstep: Class 18 contains 8028 members Mstep: Class 19 contains 5873 members Mstep: Class 20 contains 1416 members Entering Unmasked Estep ConsiderDeletion Score: -22167480.000000 Penalty: 36127.789062 Iteration 20F: 19 clusters Score -2.216748e+07 nChanged 6251 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 22561 members Mstep: Class 3 contains 12727 members Mstep: Class 4 contains 4287 members Mstep: Class 5 contains 12701 members Mstep: Class 6 contains 5258 members Mstep: Class 7 contains 606 members Mstep: Class 8 contains 5961 members Mstep: Class 9 contains 5355 members Mstep: Class 10 contains 20874 members Mstep: Class 11 contains 22144 members Mstep: Class 12 contains 5795 members Mstep: Class 13 contains 899 members Mstep: Class 14 contains 2134 members Mstep: Class 15 contains 87228 members Mstep: Class 17 contains 7167 members Mstep: Class 18 contains 8275 members Mstep: Class 19 contains 5867 members Mstep: Class 20 contains 1400 members Entering Unmasked Estep ConsiderDeletion Score: -22170046.000000 Penalty: 36127.789062 Iteration 21Q: 19 clusters Score -2.217005e+07 nChanged 5881 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 20125 members Mstep: Class 3 contains 13753 members Mstep: Class 4 contains 4497 members Mstep: Class 5 contains 12765 members Mstep: Class 6 contains 5193 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 5787 members Mstep: Class 9 contains 5137 members Mstep: Class 10 contains 21289 members Mstep: Class 11 contains 21512 members Mstep: Class 12 contains 5806 members Mstep: Class 13 contains 897 members Mstep: Class 14 contains 2265 members Mstep: Class 15 contains 88628 members Mstep: Class 17 contains 7212 members Mstep: Class 18 contains 8522 members Mstep: Class 19 contains 5852 members Mstep: Class 20 contains 1384 members Entering Unmasked Estep ConsiderDeletion Score: -22172032.000000 Penalty: 36127.789062 Iteration 22Q: 19 clusters Score -2.217203e+07 nChanged 5436 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 17808 members Mstep: Class 3 contains 14845 members Mstep: Class 4 contains 4709 members Mstep: Class 5 contains 12792 members Mstep: Class 6 contains 5164 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 5619 members Mstep: Class 9 contains 4933 members Mstep: Class 10 contains 21626 members Mstep: Class 11 contains 20909 members Mstep: Class 12 contains 5804 members Mstep: Class 13 contains 898 members Mstep: Class 14 contains 2398 members Mstep: Class 15 contains 89891 members Mstep: Class 17 contains 7273 members Mstep: Class 18 contains 8762 members Mstep: Class 19 contains 5826 members Mstep: Class 20 contains 1364 members Entering Unmasked Estep ConsiderDeletion Score: -22174126.000000 Penalty: 36127.789062 Iteration 23Q: 19 clusters Score -2.217413e+07 nChanged 5181 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 15688 members Mstep: Class 3 contains 15922 members Mstep: Class 4 contains 4902 members Mstep: Class 5 contains 12808 members Mstep: Class 6 contains 5119 members Mstep: Class 7 contains 620 members Mstep: Class 8 contains 5442 members Mstep: Class 9 contains 4762 members Mstep: Class 10 contains 21922 members Mstep: Class 11 contains 20330 members Mstep: Class 12 contains 5799 members Mstep: Class 13 contains 898 members Mstep: Class 14 contains 2540 members Mstep: Class 15 contains 90998 members Mstep: Class 17 contains 7332 members Mstep: Class 18 contains 9021 members Mstep: Class 19 contains 5786 members Mstep: Class 20 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -22175858.000000 Penalty: 36127.789062 Iteration 24Q: 19 clusters Score -2.217586e+07 nChanged 4903 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 13755 members Mstep: Class 3 contains 17047 members Mstep: Class 4 contains 5103 members Mstep: Class 5 contains 12811 members Mstep: Class 6 contains 5095 members Mstep: Class 7 contains 623 members Mstep: Class 8 contains 5275 members Mstep: Class 9 contains 4619 members Mstep: Class 10 contains 22185 members Mstep: Class 11 contains 19765 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 897 members Mstep: Class 14 contains 2670 members Mstep: Class 15 contains 91920 members Mstep: Class 17 contains 7374 members Mstep: Class 18 contains 9246 members Mstep: Class 19 contains 5730 members Mstep: Class 20 contains 1334 members Entering Unmasked Estep ConsiderDeletion Score: -22177396.000000 Penalty: 36127.789062 Iteration 25Q: 19 clusters Score -2.21774e+07 nChanged 4504 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 12105 members Mstep: Class 3 contains 18157 members Mstep: Class 4 contains 5293 members Mstep: Class 5 contains 12817 members Mstep: Class 6 contains 5074 members Mstep: Class 7 contains 627 members Mstep: Class 8 contains 5138 members Mstep: Class 9 contains 4437 members Mstep: Class 10 contains 22382 members Mstep: Class 11 contains 19215 members Mstep: Class 12 contains 5786 members Mstep: Class 13 contains 899 members Mstep: Class 14 contains 2820 members Mstep: Class 15 contains 92667 members Mstep: Class 17 contains 7393 members Mstep: Class 18 contains 9431 members Mstep: Class 19 contains 5677 members Mstep: Class 20 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -22178798.000000 Penalty: 36127.789062 Iteration 26Q: 19 clusters Score -2.21788e+07 nChanged 4193 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 10687 members Mstep: Class 3 contains 19269 members Mstep: Class 4 contains 5482 members Mstep: Class 5 contains 12818 members Mstep: Class 6 contains 5067 members Mstep: Class 7 contains 630 members Mstep: Class 8 contains 5011 members Mstep: Class 9 contains 4210 members Mstep: Class 10 contains 22526 members Mstep: Class 11 contains 18662 members Mstep: Class 12 contains 5780 members Mstep: Class 13 contains 902 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 93238 members Mstep: Class 17 contains 7393 members Mstep: Class 18 contains 9613 members Mstep: Class 19 contains 5617 members Mstep: Class 20 contains 1315 members Entering Unmasked Estep ConsiderDeletion Score: -22180136.000000 Penalty: 36127.789062 Iteration 27Q: 19 clusters Score -2.218014e+07 nChanged 3908 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 9482 members Mstep: Class 3 contains 20404 members Mstep: Class 4 contains 5645 members Mstep: Class 5 contains 12821 members Mstep: Class 6 contains 5072 members Mstep: Class 7 contains 631 members Mstep: Class 8 contains 4908 members Mstep: Class 9 contains 3924 members Mstep: Class 10 contains 22631 members Mstep: Class 11 contains 18143 members Mstep: Class 12 contains 5779 members Mstep: Class 13 contains 906 members Mstep: Class 14 contains 3240 members Mstep: Class 15 contains 93556 members Mstep: Class 17 contains 7404 members Mstep: Class 18 contains 9812 members Mstep: Class 19 contains 5572 members Mstep: Class 20 contains 1309 members Entering Unmasked Estep ConsiderDeletion Score: -22181182.000000 Penalty: 36127.789062 Iteration 28Q: 19 clusters Score -2.218118e+07 nChanged 3627 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8492 members Mstep: Class 3 contains 21497 members Mstep: Class 4 contains 5799 members Mstep: Class 5 contains 12817 members Mstep: Class 6 contains 5065 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 4806 members Mstep: Class 9 contains 3631 members Mstep: Class 10 contains 22736 members Mstep: Class 11 contains 17620 members Mstep: Class 12 contains 5780 members Mstep: Class 13 contains 912 members Mstep: Class 14 contains 3485 members Mstep: Class 15 contains 93718 members Mstep: Class 17 contains 7407 members Mstep: Class 18 contains 10006 members Mstep: Class 19 contains 5533 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -22182228.000000 Penalty: 36127.789062 Iteration 29Q: 19 clusters Score -2.218223e+07 nChanged 3439 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 7666 members Mstep: Class 3 contains 22584 members Mstep: Class 4 contains 5948 members Mstep: Class 5 contains 12814 members Mstep: Class 6 contains 5057 members Mstep: Class 7 contains 629 members Mstep: Class 8 contains 4724 members Mstep: Class 9 contains 3317 members Mstep: Class 10 contains 22866 members Mstep: Class 11 contains 17092 members Mstep: Class 12 contains 5785 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 3760 members Mstep: Class 15 contains 93676 members Mstep: Class 17 contains 7408 members Mstep: Class 18 contains 10220 members Mstep: Class 19 contains 5478 members Mstep: Class 20 contains 1299 members Entering Unmasked Estep ConsiderDeletion Score: -22183114.000000 Penalty: 36127.789062 Iteration 30Q: 19 clusters Score -2.218311e+07 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6937 members Mstep: Class 3 contains 23627 members Mstep: Class 4 contains 6096 members Mstep: Class 5 contains 12804 members Mstep: Class 6 contains 5050 members Mstep: Class 7 contains 628 members Mstep: Class 8 contains 4641 members Mstep: Class 9 contains 3018 members Mstep: Class 10 contains 23015 members Mstep: Class 11 contains 16571 members Mstep: Class 12 contains 5793 members Mstep: Class 13 contains 917 members Mstep: Class 14 contains 4016 members Mstep: Class 15 contains 93514 members Mstep: Class 17 contains 7405 members Mstep: Class 18 contains 10468 members Mstep: Class 19 contains 5446 members Mstep: Class 20 contains 1293 members Entering Unmasked Estep ConsiderDeletion Score: -22184092.000000 Penalty: 36127.789062 Iteration 31Q: 19 clusters Score -2.218409e+07 nChanged 3123 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6339 members Mstep: Class 3 contains 24618 members Mstep: Class 4 contains 6235 members Mstep: Class 5 contains 12789 members Mstep: Class 6 contains 5044 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 2762 members Mstep: Class 10 contains 23180 members Mstep: Class 11 contains 16070 members Mstep: Class 12 contains 5789 members Mstep: Class 13 contains 919 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 93209 members Mstep: Class 17 contains 7402 members Mstep: Class 18 contains 10718 members Mstep: Class 19 contains 5410 members Mstep: Class 20 contains 1292 members Entering Unmasked Estep ConsiderDeletion Score: -22184942.000000 Penalty: 36127.789062 Iteration 32Q: 19 clusters Score -2.218494e+07 nChanged 2916 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5855 members Mstep: Class 3 contains 25583 members Mstep: Class 4 contains 6378 members Mstep: Class 5 contains 12780 members Mstep: Class 6 contains 5039 members Mstep: Class 7 contains 620 members Mstep: Class 8 contains 4489 members Mstep: Class 9 contains 2550 members Mstep: Class 10 contains 23339 members Mstep: Class 11 contains 15538 members Mstep: Class 12 contains 5798 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 4493 members Mstep: Class 15 contains 92849 members Mstep: Class 17 contains 7390 members Mstep: Class 18 contains 10954 members Mstep: Class 19 contains 5375 members Mstep: Class 20 contains 1293 members Entering Unmasked Estep ConsiderDeletion Score: -22185672.000000 Penalty: 36127.789062 Iteration 33Q: 19 clusters Score -2.218567e+07 nChanged 2743 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5502 members Mstep: Class 3 contains 26456 members Mstep: Class 4 contains 6521 members Mstep: Class 5 contains 12763 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 619 members Mstep: Class 8 contains 4402 members Mstep: Class 9 contains 2375 members Mstep: Class 10 contains 23509 members Mstep: Class 11 contains 14999 members Mstep: Class 12 contains 5802 members Mstep: Class 13 contains 917 members Mstep: Class 14 contains 4700 members Mstep: Class 15 contains 92385 members Mstep: Class 17 contains 7352 members Mstep: Class 18 contains 11243 members Mstep: Class 19 contains 5351 members Mstep: Class 20 contains 1291 members Entering Unmasked Estep ConsiderDeletion Score: -22186382.000000 Penalty: 36127.789062 Iteration 34Q: 19 clusters Score -2.218638e+07 nChanged 2581 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5219 members Mstep: Class 3 contains 27293 members Mstep: Class 4 contains 6643 members Mstep: Class 5 contains 12757 members Mstep: Class 6 contains 5065 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 4327 members Mstep: Class 9 contains 2237 members Mstep: Class 10 contains 23642 members Mstep: Class 11 contains 14514 members Mstep: Class 12 contains 5804 members Mstep: Class 13 contains 918 members Mstep: Class 14 contains 4871 members Mstep: Class 15 contains 91847 members Mstep: Class 17 contains 7324 members Mstep: Class 18 contains 11542 members Mstep: Class 19 contains 5331 members Mstep: Class 20 contains 1287 members Entering Unmasked Estep ConsiderDeletion Score: -22186986.000000 Penalty: 36127.789062 Iteration 35Q: 19 clusters Score -2.218699e+07 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4977 members Mstep: Class 3 contains 28109 members Mstep: Class 4 contains 6775 members Mstep: Class 5 contains 12748 members Mstep: Class 6 contains 5077 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 4237 members Mstep: Class 9 contains 2122 members Mstep: Class 10 contains 23789 members Mstep: Class 11 contains 14012 members Mstep: Class 12 contains 5805 members Mstep: Class 13 contains 921 members Mstep: Class 14 contains 4988 members Mstep: Class 15 contains 91269 members Mstep: Class 17 contains 7291 members Mstep: Class 18 contains 11897 members Mstep: Class 19 contains 5323 members Mstep: Class 20 contains 1281 members Entering Unmasked Estep ConsiderDeletion Score: -22187648.000000 Penalty: 36127.789062 Iteration 36Q: 19 clusters Score -2.218765e+07 nChanged 2526 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4793 members Mstep: Class 3 contains 28931 members Mstep: Class 4 contains 6886 members Mstep: Class 5 contains 12738 members Mstep: Class 6 contains 5102 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 4162 members Mstep: Class 9 contains 2042 members Mstep: Class 10 contains 23874 members Mstep: Class 11 contains 13483 members Mstep: Class 12 contains 5801 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 5067 members Mstep: Class 15 contains 90620 members Mstep: Class 17 contains 7242 members Mstep: Class 18 contains 12352 members Mstep: Class 19 contains 5327 members Mstep: Class 20 contains 1277 members Entering Unmasked Estep ConsiderDeletion Score: -22188356.000000 Penalty: 36127.789062 Iteration 37Q: 19 clusters Score -2.218836e+07 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4620 members Mstep: Class 3 contains 29715 members Mstep: Class 4 contains 6996 members Mstep: Class 5 contains 12731 members Mstep: Class 6 contains 5136 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 4078 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 23923 members Mstep: Class 11 contains 12947 members Mstep: Class 12 contains 5789 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 5118 members Mstep: Class 15 contains 89954 members Mstep: Class 17 contains 7208 members Mstep: Class 18 contains 12893 members Mstep: Class 19 contains 5334 members Mstep: Class 20 contains 1272 members Entering Unmasked Estep ConsiderDeletion Score: -22188994.000000 Penalty: 36127.789062 Iteration 38Q: 19 clusters Score -2.218899e+07 nChanged 2648 Entering ConstructFrom: Score: -22188994.000000 Penalty: 36127.789062 Entering ConstructFrom: Trying to split cluster 1 (4467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Entering Unmasked Estep Score: -448428.593750 Penalty: 1365.726807 Iteration 0F: 2 clusters Score -448428.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -444807.437500 Penalty: 2731.453613 Iteration 0F: 3 clusters Score -444807.4 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -445919.500000 Penalty: 2731.453613 Iteration 1F: 3 clusters Score -445919.5 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -446128.468750 Penalty: 2731.453613 Iteration 2F: 3 clusters Score -446128.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -446269.125000 Penalty: 2731.453613 Iteration 3F: 3 clusters Score -446269.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -446404.937500 Penalty: 2731.453613 Iteration 4Q: 3 clusters Score -446404.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -446532.187500 Penalty: 2731.453613 Iteration 5Q: 3 clusters Score -446532.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -446653.968750 Penalty: 2731.453613 Iteration 6Q: 3 clusters Score -446654 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -446751.218750 Penalty: 2731.453613 Iteration 7Q: 3 clusters Score -446751.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -446846.687500 Penalty: 2731.453613 Iteration 8Q: 3 clusters Score -446846.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -446942.781250 Penalty: 2731.453613 Iteration 9Q: 3 clusters Score -446942.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -447020.781250 Penalty: 2731.453613 Iteration 10Q: 3 clusters Score -447020.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -447108.156250 Penalty: 2731.453613 Iteration 11Q: 3 clusters Score -447108.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -447210.812500 Penalty: 2731.453613 Iteration 12Q: 3 clusters Score -447210.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -447314.937500 Penalty: 2731.453613 Iteration 13Q: 3 clusters Score -447314.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -447420.156250 Penalty: 2731.453613 Iteration 14Q: 3 clusters Score -447420.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -447627.125000 Penalty: 2731.453613 Iteration 15Q: 3 clusters Score -447627.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -447827.343750 Penalty: 2731.453613 Iteration 16Q: 3 clusters Score -447827.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -447985.625000 Penalty: 2731.453613 Iteration 17Q: 3 clusters Score -447985.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -448082.875000 Penalty: 2731.453613 Iteration 18Q: 3 clusters Score -448082.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -448147.843750 Penalty: 2731.453613 Iteration 19Q: 3 clusters Score -448147.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -448179.781250 Penalty: 2731.453613 Iteration 20F: 3 clusters Score -448179.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -448200.562500 Penalty: 2731.453613 Iteration 21Q: 3 clusters Score -448200.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -448214.437500 Penalty: 2731.453613 Iteration 22Q: 3 clusters Score -448214.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -448225.437500 Penalty: 2731.453613 Iteration 23Q: 3 clusters Score -448225.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -448234.937500 Penalty: 2731.453613 Iteration 24Q: 3 clusters Score -448234.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -448246.312500 Penalty: 2731.453613 Iteration 25Q: 3 clusters Score -448246.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -448252.687500 Penalty: 2731.453613 Iteration 26Q: 3 clusters Score -448252.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -448259.656250 Penalty: 2731.453613 Iteration 27Q: 3 clusters Score -448259.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -448263.656250 Penalty: 2731.453613 Iteration 28Q: 3 clusters Score -448263.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -448265.343750 Penalty: 2731.453613 Iteration 29Q: 3 clusters Score -448265.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -448266.843750 Penalty: 2731.453613 Iteration 30Q: 3 clusters Score -448266.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -448267.500000 Penalty: 2731.453613 Iteration 31Q: 3 clusters Score -448267.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -448267.687500 Penalty: 2731.453613 Iteration 32Q: 3 clusters Score -448267.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -448268.437500 Penalty: 2731.453613 Iteration 33Q: 3 clusters Score -448268.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -448268.968750 Penalty: 2731.453613 Iteration 34Q: 3 clusters Score -448269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -448270.062500 Penalty: 2731.453613 Iteration 35Q: 3 clusters Score -448270.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -448271.562500 Penalty: 2731.453613 Iteration 36Q: 3 clusters Score -448271.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -448271.656250 Penalty: 2731.453613 Iteration 37Q: 3 clusters Score -448271.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -448271.656250 Penalty: 2731.453613 Iteration 38F: 3 clusters Score -448271.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (30504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30504 members Entering Unmasked Estep Score: -3060939.500000 Penalty: 1677.912109 Iteration 0F: 2 clusters Score -3060940 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15239 members Mstep: Class 2 contains 15265 members Entering Unmasked Estep Score: -3040258.000000 Penalty: 3355.824219 Iteration 0F: 3 clusters Score -3040258 nChanged 14194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14929 members Mstep: Class 2 contains 15575 members Entering Unmasked Estep Score: -3048282.000000 Penalty: 3355.824219 Iteration 1F: 3 clusters Score -3048282 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Mstep: Class 2 contains 15730 members Entering Unmasked Estep Score: -3048619.000000 Penalty: 3355.824219 Iteration 2Q: 3 clusters Score -3048619 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14560 members Mstep: Class 2 contains 15944 members Entering Unmasked Estep Score: -3048910.500000 Penalty: 3355.824219 Iteration 3Q: 3 clusters Score -3048910 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14229 members Mstep: Class 2 contains 16275 members Entering Unmasked Estep Score: -3049241.000000 Penalty: 3355.824219 Iteration 4Q: 3 clusters Score -3049241 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13754 members Mstep: Class 2 contains 16750 members Entering Unmasked Estep Score: -3049588.750000 Penalty: 3355.824219 Iteration 5Q: 3 clusters Score -3049589 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13064 members Mstep: Class 2 contains 17440 members Entering Unmasked Estep Score: -3050078.250000 Penalty: 3355.824219 Iteration 6Q: 3 clusters Score -3050078 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 18314 members Entering Unmasked Estep Score: -3050633.500000 Penalty: 3355.824219 Iteration 7Q: 3 clusters Score -3050634 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11056 members Mstep: Class 2 contains 19448 members Entering Unmasked Estep Score: -3051407.000000 Penalty: 3355.824219 Iteration 8Q: 3 clusters Score -3051407 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9710 members Mstep: Class 2 contains 20794 members Entering Unmasked Estep Score: -3052434.500000 Penalty: 3355.824219 Iteration 9F: 3 clusters Score -3052434 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 22280 members Entering Unmasked Estep Score: -3053700.500000 Penalty: 3355.824219 Iteration 10F: 3 clusters Score -3053700 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 23713 members Entering Unmasked Estep Score: -3055097.000000 Penalty: 3355.824219 Iteration 11F: 3 clusters Score -3055097 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 24874 members Entering Unmasked Estep Score: -3056234.250000 Penalty: 3355.824219 Iteration 12Q: 3 clusters Score -3056234 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 25766 members Entering Unmasked Estep Score: -3057060.250000 Penalty: 3355.824219 Iteration 13Q: 3 clusters Score -3057060 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 26421 members Entering Unmasked Estep Score: -3057569.250000 Penalty: 3355.824219 Iteration 14Q: 3 clusters Score -3057569 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 26924 members Entering Unmasked Estep Score: -3057882.000000 Penalty: 3355.824219 Iteration 15Q: 3 clusters Score -3057882 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 27349 members Entering Unmasked Estep Score: -3058144.750000 Penalty: 3355.824219 Iteration 16Q: 3 clusters Score -3058145 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 27712 members Entering Unmasked Estep Score: -3058370.000000 Penalty: 3355.824219 Iteration 17Q: 3 clusters Score -3058370 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 28040 members Entering Unmasked Estep Score: -3058591.250000 Penalty: 3355.824219 Iteration 18Q: 3 clusters Score -3058591 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 28317 members Entering Unmasked Estep Score: -3058775.750000 Penalty: 3355.824219 Iteration 19Q: 3 clusters Score -3058776 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 28579 members Entering Unmasked Estep Score: -3058946.750000 Penalty: 3355.824219 Iteration 20F: 3 clusters Score -3058947 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 28802 members Entering Unmasked Estep Score: -3059128.750000 Penalty: 3355.824219 Iteration 21Q: 3 clusters Score -3059129 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 28986 members Entering Unmasked Estep Score: -3059275.250000 Penalty: 3355.824219 Iteration 22Q: 3 clusters Score -3059275 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 29130 members Entering Unmasked Estep Score: -3059386.250000 Penalty: 3355.824219 Iteration 23Q: 3 clusters Score -3059386 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 29237 members Entering Unmasked Estep Score: -3059440.000000 Penalty: 3355.824219 Iteration 24Q: 3 clusters Score -3059440 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 29314 members Entering Unmasked Estep Score: -3059486.000000 Penalty: 3355.824219 Iteration 25Q: 3 clusters Score -3059486 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 29387 members Entering Unmasked Estep Score: -3059531.750000 Penalty: 3355.824219 Iteration 26Q: 3 clusters Score -3059532 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 29451 members Entering Unmasked Estep Score: -3059574.750000 Penalty: 3355.824219 Iteration 27Q: 3 clusters Score -3059575 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 29497 members Entering Unmasked Estep Score: -3059606.000000 Penalty: 3355.824219 Iteration 28Q: 3 clusters Score -3059606 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 29532 members Entering Unmasked Estep Score: -3059616.500000 Penalty: 3355.824219 Iteration 29Q: 3 clusters Score -3059616 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 29555 members Entering Unmasked Estep Score: -3059619.000000 Penalty: 3355.824219 Iteration 30Q: 3 clusters Score -3059619 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 29570 members Entering Unmasked Estep Score: -3059618.500000 Penalty: 3355.824219 Iteration 31Q: 3 clusters Score -3059618 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 29584 members Entering Unmasked Estep Score: -3059624.000000 Penalty: 3355.824219 Iteration 32Q: 3 clusters Score -3059624 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 29599 members Entering Unmasked Estep Score: -3059636.000000 Penalty: 3355.824219 Iteration 33Q: 3 clusters Score -3059636 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 29611 members Entering Unmasked Estep Score: -3059641.750000 Penalty: 3355.824219 Iteration 34Q: 3 clusters Score -3059642 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 29617 members Entering Unmasked Estep Score: -3059638.000000 Penalty: 3355.824219 Iteration 35Q: 3 clusters Score -3059638 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 29620 members Entering Unmasked Estep Score: -3059641.250000 Penalty: 3355.824219 Iteration 36Q: 3 clusters Score -3059641 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 29623 members Entering Unmasked Estep Score: -3059638.500000 Penalty: 3355.824219 Iteration 37Q: 3 clusters Score -3059638 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 29629 members Entering Unmasked Estep Score: -3059639.250000 Penalty: 3355.824219 Iteration 38Q: 3 clusters Score -3059639 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 29633 members Entering Unmasked Estep Score: -3059639.750000 Penalty: 3355.824219 Iteration 39Q: 3 clusters Score -3059640 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 29633 members Entering Unmasked Estep Score: -3059641.750000 Penalty: 3355.824219 Iteration 40F: 3 clusters Score -3059642 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 29637 members Entering Unmasked Estep Score: -3059644.000000 Penalty: 3355.824219 Iteration 41Q: 3 clusters Score -3059644 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 29638 members Entering Unmasked Estep Score: -3059646.500000 Penalty: 3355.824219 Iteration 42Q: 3 clusters Score -3059646 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 29640 members Entering Unmasked Estep Score: -3059646.250000 Penalty: 3355.824219 Iteration 43Q: 3 clusters Score -3059646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 29641 members Entering Unmasked Estep Score: -3059646.250000 Penalty: 3355.824219 Iteration 44Q: 3 clusters Score -3059646 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 29644 members Entering Unmasked Estep Score: -3059647.250000 Penalty: 3355.824219 Iteration 45Q: 3 clusters Score -3059647 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 29648 members Entering Unmasked Estep Score: -3059649.750000 Penalty: 3355.824219 Iteration 46Q: 3 clusters Score -3059650 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 29653 members Entering Unmasked Estep Score: -3059651.250000 Penalty: 3355.824219 Iteration 47Q: 3 clusters Score -3059651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 29656 members Entering Unmasked Estep Score: -3059656.750000 Penalty: 3355.824219 Iteration 48Q: 3 clusters Score -3059657 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 29659 members Entering Unmasked Estep Score: -3059657.500000 Penalty: 3355.824219 Iteration 49Q: 3 clusters Score -3059658 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 29662 members Entering Unmasked Estep Score: -3059662.250000 Penalty: 3355.824219 Iteration 50Q: 3 clusters Score -3059662 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 29665 members Entering Unmasked Estep Score: -3059664.750000 Penalty: 3355.824219 Iteration 51Q: 3 clusters Score -3059665 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 29666 members Entering Unmasked Estep Score: -3059663.500000 Penalty: 3355.824219 Iteration 52Q: 3 clusters Score -3059664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 29667 members Entering Unmasked Estep Score: -3059664.000000 Penalty: 3355.824219 Iteration 53Q: 3 clusters Score -3059664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 29668 members Entering Unmasked Estep Score: -3059665.250000 Penalty: 3355.824219 Iteration 54Q: 3 clusters Score -3059665 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 29668 members Entering Unmasked Estep Score: -3059665.250000 Penalty: 3355.824219 Iteration 55F: 3 clusters Score -3059665 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (7072 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Entering Unmasked Estep Score: -714273.625000 Penalty: 1440.383423 Iteration 0F: 2 clusters Score -714273.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -708938.437500 Penalty: 2880.766846 Iteration 0F: 3 clusters Score -708938.4 nChanged 2995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -710577.625000 Penalty: 2880.766846 Iteration 1F: 3 clusters Score -710577.6 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -710842.562500 Penalty: 2880.766846 Iteration 2F: 3 clusters Score -710842.6 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -711048.687500 Penalty: 2880.766846 Iteration 3F: 3 clusters Score -711048.7 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -711223.187500 Penalty: 2880.766846 Iteration 4F: 3 clusters Score -711223.2 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -711370.125000 Penalty: 2880.766846 Iteration 5Q: 3 clusters Score -711370.1 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -711497.750000 Penalty: 2880.766846 Iteration 6Q: 3 clusters Score -711497.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -711630.250000 Penalty: 2880.766846 Iteration 7Q: 3 clusters Score -711630.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -711755.437500 Penalty: 2880.766846 Iteration 8Q: 3 clusters Score -711755.4 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -711874.937500 Penalty: 2880.766846 Iteration 9Q: 3 clusters Score -711874.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -711991.875000 Penalty: 2880.766846 Iteration 10Q: 3 clusters Score -711991.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -712093.312500 Penalty: 2880.766846 Iteration 11Q: 3 clusters Score -712093.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -712187.500000 Penalty: 2880.766846 Iteration 12Q: 3 clusters Score -712187.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -712290.062500 Penalty: 2880.766846 Iteration 13Q: 3 clusters Score -712290.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -712398.375000 Penalty: 2880.766846 Iteration 14Q: 3 clusters Score -712398.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -712496.187500 Penalty: 2880.766846 Iteration 15Q: 3 clusters Score -712496.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -712574.125000 Penalty: 2880.766846 Iteration 16Q: 3 clusters Score -712574.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -712643.500000 Penalty: 2880.766846 Iteration 17Q: 3 clusters Score -712643.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -712708.250000 Penalty: 2880.766846 Iteration 18Q: 3 clusters Score -712708.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -712767.812500 Penalty: 2880.766846 Iteration 19Q: 3 clusters Score -712767.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -712815.000000 Penalty: 2880.766846 Iteration 20F: 3 clusters Score -712815 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -712862.750000 Penalty: 2880.766846 Iteration 21Q: 3 clusters Score -712862.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -712905.625000 Penalty: 2880.766846 Iteration 22Q: 3 clusters Score -712905.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -712941.000000 Penalty: 2880.766846 Iteration 23Q: 3 clusters Score -712941 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -712970.000000 Penalty: 2880.766846 Iteration 24Q: 3 clusters Score -712970 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -713003.750000 Penalty: 2880.766846 Iteration 25Q: 3 clusters Score -713003.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -713043.187500 Penalty: 2880.766846 Iteration 26Q: 3 clusters Score -713043.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -713071.500000 Penalty: 2880.766846 Iteration 27Q: 3 clusters Score -713071.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -713090.937500 Penalty: 2880.766846 Iteration 28Q: 3 clusters Score -713090.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -713107.500000 Penalty: 2880.766846 Iteration 29Q: 3 clusters Score -713107.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -713115.562500 Penalty: 2880.766846 Iteration 30Q: 3 clusters Score -713115.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -713119.187500 Penalty: 2880.766846 Iteration 31Q: 3 clusters Score -713119.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -713122.062500 Penalty: 2880.766846 Iteration 32Q: 3 clusters Score -713122.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -713126.437500 Penalty: 2880.766846 Iteration 33Q: 3 clusters Score -713126.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -713130.500000 Penalty: 2880.766846 Iteration 34Q: 3 clusters Score -713130.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -713139.000000 Penalty: 2880.766846 Iteration 35Q: 3 clusters Score -713139 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -713144.812500 Penalty: 2880.766846 Iteration 36Q: 3 clusters Score -713144.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -713145.875000 Penalty: 2880.766846 Iteration 37Q: 3 clusters Score -713145.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -713150.687500 Penalty: 2880.766846 Iteration 38Q: 3 clusters Score -713150.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -713153.250000 Penalty: 2880.766846 Iteration 39Q: 3 clusters Score -713153.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -713154.875000 Penalty: 2880.766846 Iteration 40F: 3 clusters Score -713154.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12722 members Entering Unmasked Estep Score: -1271856.375000 Penalty: 1535.801758 Iteration 0F: 2 clusters Score -1271856 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1262915.250000 Penalty: 3071.603516 Iteration 0F: 3 clusters Score -1262915 nChanged 5624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6111 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -1265951.000000 Penalty: 3071.603516 Iteration 1F: 3 clusters Score -1265951 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -1266268.250000 Penalty: 3071.603516 Iteration 2F: 3 clusters Score -1266268 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -1266572.375000 Penalty: 3071.603516 Iteration 3F: 3 clusters Score -1266572 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -1266909.250000 Penalty: 3071.603516 Iteration 4F: 3 clusters Score -1266909 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -1267311.750000 Penalty: 3071.603516 Iteration 5F: 3 clusters Score -1267312 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -1267805.500000 Penalty: 3071.603516 Iteration 6F: 3 clusters Score -1267806 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -1268539.000000 Penalty: 3071.603516 Iteration 7F: 3 clusters Score -1268539 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 9396 members Entering Unmasked Estep Score: -1269386.500000 Penalty: 3071.603516 Iteration 8F: 3 clusters Score -1269386 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 9847 members Entering Unmasked Estep Score: -1270083.375000 Penalty: 3071.603516 Iteration 9F: 3 clusters Score -1270083 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -1270533.250000 Penalty: 3071.603516 Iteration 10Q: 3 clusters Score -1270533 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 10389 members Entering Unmasked Estep Score: -1270795.375000 Penalty: 3071.603516 Iteration 11Q: 3 clusters Score -1270795 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 10549 members Entering Unmasked Estep Score: -1270928.875000 Penalty: 3071.603516 Iteration 12Q: 3 clusters Score -1270929 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 10686 members Entering Unmasked Estep Score: -1271015.250000 Penalty: 3071.603516 Iteration 13Q: 3 clusters Score -1271015 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 10815 members Entering Unmasked Estep Score: -1271075.375000 Penalty: 3071.603516 Iteration 14Q: 3 clusters Score -1271075 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 10937 members Entering Unmasked Estep Score: -1271128.625000 Penalty: 3071.603516 Iteration 15Q: 3 clusters Score -1271129 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 11041 members Entering Unmasked Estep Score: -1271169.500000 Penalty: 3071.603516 Iteration 16Q: 3 clusters Score -1271170 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 11133 members Entering Unmasked Estep Score: -1271205.875000 Penalty: 3071.603516 Iteration 17Q: 3 clusters Score -1271206 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 11203 members Entering Unmasked Estep Score: -1271232.750000 Penalty: 3071.603516 Iteration 18Q: 3 clusters Score -1271233 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 11266 members Entering Unmasked Estep Score: -1271253.750000 Penalty: 3071.603516 Iteration 19Q: 3 clusters Score -1271254 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 11328 members Entering Unmasked Estep Score: -1271273.250000 Penalty: 3071.603516 Iteration 20F: 3 clusters Score -1271273 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 11392 members Entering Unmasked Estep Score: -1271288.750000 Penalty: 3071.603516 Iteration 21Q: 3 clusters Score -1271289 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 11440 members Entering Unmasked Estep Score: -1271303.750000 Penalty: 3071.603516 Iteration 22Q: 3 clusters Score -1271304 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 11473 members Entering Unmasked Estep Score: -1271315.500000 Penalty: 3071.603516 Iteration 23Q: 3 clusters Score -1271316 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -1271323.625000 Penalty: 3071.603516 Iteration 24Q: 3 clusters Score -1271324 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -1271331.125000 Penalty: 3071.603516 Iteration 25Q: 3 clusters Score -1271331 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 11561 members Entering Unmasked Estep Score: -1271332.250000 Penalty: 3071.603516 Iteration 26Q: 3 clusters Score -1271332 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 11571 members Entering Unmasked Estep Score: -1271334.000000 Penalty: 3071.603516 Iteration 27Q: 3 clusters Score -1271334 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 11588 members Entering Unmasked Estep Score: -1271339.750000 Penalty: 3071.603516 Iteration 28Q: 3 clusters Score -1271340 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -1271341.125000 Penalty: 3071.603516 Iteration 29Q: 3 clusters Score -1271341 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 11613 members Entering Unmasked Estep Score: -1271343.500000 Penalty: 3071.603516 Iteration 30Q: 3 clusters Score -1271344 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 11620 members Entering Unmasked Estep Score: -1271345.125000 Penalty: 3071.603516 Iteration 31Q: 3 clusters Score -1271345 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 11627 members Entering Unmasked Estep Score: -1271347.625000 Penalty: 3071.603516 Iteration 32Q: 3 clusters Score -1271348 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 11633 members Entering Unmasked Estep Score: -1271349.375000 Penalty: 3071.603516 Iteration 33Q: 3 clusters Score -1271349 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -1271349.875000 Penalty: 3071.603516 Iteration 34Q: 3 clusters Score -1271350 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -1271351.500000 Penalty: 3071.603516 Iteration 35Q: 3 clusters Score -1271352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 11649 members Entering Unmasked Estep Score: -1271350.625000 Penalty: 3071.603516 Iteration 36Q: 3 clusters Score -1271351 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 11656 members Entering Unmasked Estep Score: -1271351.000000 Penalty: 3071.603516 Iteration 37Q: 3 clusters Score -1271351 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -1271352.000000 Penalty: 3071.603516 Iteration 38Q: 3 clusters Score -1271352 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 11665 members Entering Unmasked Estep Score: -1271354.750000 Penalty: 3071.603516 Iteration 39Q: 3 clusters Score -1271355 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 11665 members Entering Unmasked Estep Score: -1271354.750000 Penalty: 3071.603516 Iteration 40F: 3 clusters Score -1271355 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Entering Unmasked Estep Score: -468577.375000 Penalty: 1389.665405 Iteration 0F: 2 clusters Score -468577.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -464571.531250 Penalty: 2779.330811 Iteration 0F: 3 clusters Score -464571.5 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -465930.406250 Penalty: 2779.330811 Iteration 1F: 3 clusters Score -465930.4 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -466278.156250 Penalty: 2779.330811 Iteration 2F: 3 clusters Score -466278.2 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -466597.781250 Penalty: 2779.330811 Iteration 3F: 3 clusters Score -466597.8 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -466933.343750 Penalty: 2779.330811 Iteration 4F: 3 clusters Score -466933.3 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -467149.031250 Penalty: 2779.330811 Iteration 5F: 3 clusters Score -467149 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -467303.625000 Penalty: 2779.330811 Iteration 6Q: 3 clusters Score -467303.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -467398.468750 Penalty: 2779.330811 Iteration 7Q: 3 clusters Score -467398.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -467488.218750 Penalty: 2779.330811 Iteration 8Q: 3 clusters Score -467488.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -467562.843750 Penalty: 2779.330811 Iteration 9Q: 3 clusters Score -467562.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -467623.562500 Penalty: 2779.330811 Iteration 10Q: 3 clusters Score -467623.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -467679.062500 Penalty: 2779.330811 Iteration 11Q: 3 clusters Score -467679.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -467726.843750 Penalty: 2779.330811 Iteration 12Q: 3 clusters Score -467726.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -467762.000000 Penalty: 2779.330811 Iteration 13Q: 3 clusters Score -467762 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -467789.093750 Penalty: 2779.330811 Iteration 14Q: 3 clusters Score -467789.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -467812.500000 Penalty: 2779.330811 Iteration 15Q: 3 clusters Score -467812.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -467837.125000 Penalty: 2779.330811 Iteration 16Q: 3 clusters Score -467837.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -467856.156250 Penalty: 2779.330811 Iteration 17Q: 3 clusters Score -467856.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -467868.750000 Penalty: 2779.330811 Iteration 18Q: 3 clusters Score -467868.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -467878.562500 Penalty: 2779.330811 Iteration 19Q: 3 clusters Score -467878.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -467965.843750 Penalty: 2779.330811 Iteration 20F: 3 clusters Score -467965.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -468099.343750 Penalty: 2779.330811 Iteration 21Q: 3 clusters Score -468099.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -468164.625000 Penalty: 2779.330811 Iteration 22Q: 3 clusters Score -468164.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -468216.750000 Penalty: 2779.330811 Iteration 23Q: 3 clusters Score -468216.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -468266.687500 Penalty: 2779.330811 Iteration 24Q: 3 clusters Score -468266.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -468315.312500 Penalty: 2779.330811 Iteration 25Q: 3 clusters Score -468315.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -468371.281250 Penalty: 2779.330811 Iteration 26Q: 3 clusters Score -468371.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -468410.031250 Penalty: 2779.330811 Iteration 27Q: 3 clusters Score -468410 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -468433.000000 Penalty: 2779.330811 Iteration 28Q: 3 clusters Score -468433 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -468452.437500 Penalty: 2779.330811 Iteration 29Q: 3 clusters Score -468452.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -468467.906250 Penalty: 2779.330811 Iteration 30Q: 3 clusters Score -468467.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -468490.593750 Penalty: 2779.330811 Iteration 31Q: 3 clusters Score -468490.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -468503.875000 Penalty: 2779.330811 Iteration 32Q: 3 clusters Score -468503.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -468510.968750 Penalty: 2779.330811 Iteration 33Q: 3 clusters Score -468511 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -468518.343750 Penalty: 2779.330811 Iteration 34Q: 3 clusters Score -468518.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -468522.031250 Penalty: 2779.330811 Iteration 35Q: 3 clusters Score -468522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -468524.093750 Penalty: 2779.330811 Iteration 36Q: 3 clusters Score -468524.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -468527.718750 Penalty: 2779.330811 Iteration 37Q: 3 clusters Score -468527.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -468533.406250 Penalty: 2779.330811 Iteration 38Q: 3 clusters Score -468533.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -468536.031250 Penalty: 2779.330811 Iteration 39Q: 3 clusters Score -468536 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -468541.281250 Penalty: 2779.330811 Iteration 40F: 3 clusters Score -468541.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -468545.156250 Penalty: 2779.330811 Iteration 41Q: 3 clusters Score -468545.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -468554.406250 Penalty: 2779.330811 Iteration 42Q: 3 clusters Score -468554.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -468557.406250 Penalty: 2779.330811 Iteration 43Q: 3 clusters Score -468557.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -468557.937500 Penalty: 2779.330811 Iteration 44Q: 3 clusters Score -468557.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -468557.937500 Penalty: 2779.330811 Iteration 45F: 3 clusters Score -468557.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Entering Unmasked Estep Score: -51454.390625 Penalty: 1044.304321 Iteration 0F: 2 clusters Score -51454.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -50369.859375 Penalty: 2088.608643 Iteration 0F: 3 clusters Score -50369.86 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -50687.187500 Penalty: 2088.608643 Iteration 1F: 3 clusters Score -50687.19 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -50925.886719 Penalty: 2088.608643 Iteration 2F: 3 clusters Score -50925.89 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -51243.703125 Penalty: 2088.608643 Iteration 3F: 3 clusters Score -51243.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -51477.132812 Penalty: 2088.608643 Iteration 4F: 3 clusters Score -51477.13 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -51615.007812 Penalty: 2088.608643 Iteration 5F: 3 clusters Score -51615.01 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -51831.269531 Penalty: 2088.608643 Iteration 6Q: 3 clusters Score -51831.27 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -51917.117188 Penalty: 2088.608643 Iteration 7Q: 3 clusters Score -51917.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -51951.613281 Penalty: 2088.608643 Iteration 8Q: 3 clusters Score -51951.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -51969.769531 Penalty: 2088.608643 Iteration 9Q: 3 clusters Score -51969.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -51984.863281 Penalty: 2088.608643 Iteration 10Q: 3 clusters Score -51984.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -51997.367188 Penalty: 2088.608643 Iteration 11Q: 3 clusters Score -51997.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -52007.160156 Penalty: 2088.608643 Iteration 12Q: 3 clusters Score -52007.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -52010.320312 Penalty: 2088.608643 Iteration 13Q: 3 clusters Score -52010.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -52013.261719 Penalty: 2088.608643 Iteration 14Q: 3 clusters Score -52013.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -52014.382812 Penalty: 2088.608643 Iteration 15Q: 3 clusters Score -52014.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -52014.382812 Penalty: 2088.608643 Iteration 16F: 3 clusters Score -52014.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 30504 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 12722 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 3990 members Mstep: Class 9 contains 1950 members Mstep: Class 10 contains 23936 members Mstep: Class 11 contains 12383 members Mstep: Class 12 contains 5775 members Mstep: Class 13 contains 926 members Mstep: Class 14 contains 5158 members Mstep: Class 15 contains 89235 members Mstep: Class 17 contains 7173 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 5343 members Mstep: Class 20 contains 1270 members Entering Unmasked Estep Score: -22189058.000000 Penalty: 38134.886719 Splitting cluster 7 changes total score from -22188994.000000 to -22189058.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 8 (3990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Entering Unmasked Estep Score: -386616.343750 Penalty: 1347.376343 Iteration 0F: 2 clusters Score -386616.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -383377.187500 Penalty: 2694.752686 Iteration 0F: 3 clusters Score -383377.2 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -384479.718750 Penalty: 2694.752686 Iteration 1F: 3 clusters Score -384479.7 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -384773.000000 Penalty: 2694.752686 Iteration 2F: 3 clusters Score -384773 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -384994.406250 Penalty: 2694.752686 Iteration 3F: 3 clusters Score -384994.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -385170.062500 Penalty: 2694.752686 Iteration 4F: 3 clusters Score -385170.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -385331.875000 Penalty: 2694.752686 Iteration 5Q: 3 clusters Score -385331.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -385477.343750 Penalty: 2694.752686 Iteration 6Q: 3 clusters Score -385477.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -385600.718750 Penalty: 2694.752686 Iteration 7Q: 3 clusters Score -385600.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -385711.156250 Penalty: 2694.752686 Iteration 8Q: 3 clusters Score -385711.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -385807.687500 Penalty: 2694.752686 Iteration 9Q: 3 clusters Score -385807.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -385916.093750 Penalty: 2694.752686 Iteration 10Q: 3 clusters Score -385916.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -386056.312500 Penalty: 2694.752686 Iteration 11Q: 3 clusters Score -386056.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -386190.031250 Penalty: 2694.752686 Iteration 12Q: 3 clusters Score -386190 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -386285.218750 Penalty: 2694.752686 Iteration 13Q: 3 clusters Score -386285.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -386356.031250 Penalty: 2694.752686 Iteration 14Q: 3 clusters Score -386356 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -386401.718750 Penalty: 2694.752686 Iteration 15Q: 3 clusters Score -386401.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -386436.625000 Penalty: 2694.752686 Iteration 16Q: 3 clusters Score -386436.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -386460.562500 Penalty: 2694.752686 Iteration 17Q: 3 clusters Score -386460.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -386477.281250 Penalty: 2694.752686 Iteration 18Q: 3 clusters Score -386477.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -386487.000000 Penalty: 2694.752686 Iteration 19Q: 3 clusters Score -386487 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -386491.312500 Penalty: 2694.752686 Iteration 20F: 3 clusters Score -386491.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -386497.062500 Penalty: 2694.752686 Iteration 21Q: 3 clusters Score -386497.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -386502.687500 Penalty: 2694.752686 Iteration 22Q: 3 clusters Score -386502.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -386508.125000 Penalty: 2694.752686 Iteration 23Q: 3 clusters Score -386508.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -386514.343750 Penalty: 2694.752686 Iteration 24Q: 3 clusters Score -386514.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -386518.375000 Penalty: 2694.752686 Iteration 25Q: 3 clusters Score -386518.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -386526.656250 Penalty: 2694.752686 Iteration 26Q: 3 clusters Score -386526.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -386532.125000 Penalty: 2694.752686 Iteration 27Q: 3 clusters Score -386532.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -386535.531250 Penalty: 2694.752686 Iteration 28Q: 3 clusters Score -386535.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -386539.937500 Penalty: 2694.752686 Iteration 29Q: 3 clusters Score -386539.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -386543.281250 Penalty: 2694.752686 Iteration 30Q: 3 clusters Score -386543.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -386543.718750 Penalty: 2694.752686 Iteration 31Q: 3 clusters Score -386543.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -386543.718750 Penalty: 2694.752686 Iteration 32Q: 3 clusters Score -386543.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -386543.718750 Penalty: 2694.752686 Iteration 33F: 3 clusters Score -386543.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1950 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Entering Unmasked Estep Score: -189327.828125 Penalty: 1231.032471 Iteration 0F: 2 clusters Score -189327.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -187275.625000 Penalty: 2462.064941 Iteration 0F: 3 clusters Score -187275.6 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -187756.390625 Penalty: 2462.064941 Iteration 1F: 3 clusters Score -187756.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -187877.109375 Penalty: 2462.064941 Iteration 2F: 3 clusters Score -187877.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -187991.031250 Penalty: 2462.064941 Iteration 3F: 3 clusters Score -187991 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -188205.625000 Penalty: 2462.064941 Iteration 4F: 3 clusters Score -188205.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -188551.125000 Penalty: 2462.064941 Iteration 5F: 3 clusters Score -188551.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -188819.156250 Penalty: 2462.064941 Iteration 6F: 3 clusters Score -188819.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -189020.875000 Penalty: 2462.064941 Iteration 7F: 3 clusters Score -189020.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -189172.296875 Penalty: 2462.064941 Iteration 8F: 3 clusters Score -189172.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -189274.468750 Penalty: 2462.064941 Iteration 9Q: 3 clusters Score -189274.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -189337.031250 Penalty: 2462.064941 Iteration 10Q: 3 clusters Score -189337 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -189400.812500 Penalty: 2462.064941 Iteration 11Q: 3 clusters Score -189400.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -189444.328125 Penalty: 2462.064941 Iteration 12Q: 3 clusters Score -189444.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -189482.562500 Penalty: 2462.064941 Iteration 13Q: 3 clusters Score -189482.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -189508.125000 Penalty: 2462.064941 Iteration 14Q: 3 clusters Score -189508.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -189522.468750 Penalty: 2462.064941 Iteration 15Q: 3 clusters Score -189522.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -189528.406250 Penalty: 2462.064941 Iteration 16Q: 3 clusters Score -189528.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -189531.859375 Penalty: 2462.064941 Iteration 17Q: 3 clusters Score -189531.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -189545.046875 Penalty: 2462.064941 Iteration 18Q: 3 clusters Score -189545 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -189549.125000 Penalty: 2462.064941 Iteration 19Q: 3 clusters Score -189549.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -189551.968750 Penalty: 2462.064941 Iteration 20F: 3 clusters Score -189552 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -189555.984375 Penalty: 2462.064941 Iteration 21Q: 3 clusters Score -189556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -189556.640625 Penalty: 2462.064941 Iteration 22Q: 3 clusters Score -189556.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -189556.640625 Penalty: 2462.064941 Iteration 23F: 3 clusters Score -189556.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 30504 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 12722 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 3990 members Mstep: Class 9 contains 1599 members Mstep: Class 10 contains 23936 members Mstep: Class 11 contains 12383 members Mstep: Class 12 contains 5775 members Mstep: Class 13 contains 926 members Mstep: Class 14 contains 5158 members Mstep: Class 15 contains 89235 members Mstep: Class 16 contains 351 members Mstep: Class 17 contains 7173 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 5343 members Mstep: Class 20 contains 1270 members Entering Unmasked Estep Score: -22188520.000000 Penalty: 40141.984375 Splitting cluster 9 changes total score from -22188994.000000 to -22188520.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (23936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23936 members Entering Unmasked Estep Score: -2400241.750000 Penalty: 1638.510010 Iteration 0F: 2 clusters Score -2400242 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -2384085.750000 Penalty: 3277.020020 Iteration 0F: 3 clusters Score -2384086 nChanged 10935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12773 members Mstep: Class 2 contains 11163 members Entering Unmasked Estep Score: -2390682.500000 Penalty: 3277.020020 Iteration 1F: 3 clusters Score -2390682 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13081 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -2391561.750000 Penalty: 3277.020020 Iteration 2F: 3 clusters Score -2391562 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13474 members Mstep: Class 2 contains 10462 members Entering Unmasked Estep Score: -2392745.000000 Penalty: 3277.020020 Iteration 3F: 3 clusters Score -2392745 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13863 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -2394256.500000 Penalty: 3277.020020 Iteration 4F: 3 clusters Score -2394256 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14269 members Mstep: Class 2 contains 9667 members Entering Unmasked Estep Score: -2395785.000000 Penalty: 3277.020020 Iteration 5F: 3 clusters Score -2395785 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14637 members Mstep: Class 2 contains 9299 members Entering Unmasked Estep Score: -2396866.250000 Penalty: 3277.020020 Iteration 6F: 3 clusters Score -2396866 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14945 members Mstep: Class 2 contains 8991 members Entering Unmasked Estep Score: -2397439.250000 Penalty: 3277.020020 Iteration 7Q: 3 clusters Score -2397439 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15258 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -2397762.500000 Penalty: 3277.020020 Iteration 8Q: 3 clusters Score -2397762 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15590 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -2397995.250000 Penalty: 3277.020020 Iteration 9Q: 3 clusters Score -2397995 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -2398173.000000 Penalty: 3277.020020 Iteration 10Q: 3 clusters Score -2398173 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16260 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -2398381.000000 Penalty: 3277.020020 Iteration 11Q: 3 clusters Score -2398381 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16610 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -2398595.000000 Penalty: 3277.020020 Iteration 12Q: 3 clusters Score -2398595 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16976 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -2398874.000000 Penalty: 3277.020020 Iteration 13Q: 3 clusters Score -2398874 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17404 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -2399243.000000 Penalty: 3277.020020 Iteration 14Q: 3 clusters Score -2399243 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17756 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -2399576.500000 Penalty: 3277.020020 Iteration 15Q: 3 clusters Score -2399576 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18075 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -2399930.750000 Penalty: 3277.020020 Iteration 16Q: 3 clusters Score -2399931 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18343 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -2400203.250000 Penalty: 3277.020020 Iteration 17Q: 3 clusters Score -2400203 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18577 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -2400386.500000 Penalty: 3277.020020 Iteration 18Q: 3 clusters Score -2400386 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18755 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -2400481.250000 Penalty: 3277.020020 Iteration 19Q: 3 clusters Score -2400481 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18893 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -2400546.250000 Penalty: 3277.020020 Iteration 20F: 3 clusters Score -2400546 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19010 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -2400571.250000 Penalty: 3277.020020 Iteration 21Q: 3 clusters Score -2400571 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19108 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -2400605.250000 Penalty: 3277.020020 Iteration 22Q: 3 clusters Score -2400605 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19185 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -2400629.000000 Penalty: 3277.020020 Iteration 23Q: 3 clusters Score -2400629 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19258 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -2400625.500000 Penalty: 3277.020020 Iteration 24Q: 3 clusters Score -2400626 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19323 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -2400645.000000 Penalty: 3277.020020 Iteration 25Q: 3 clusters Score -2400645 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19384 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -2400662.000000 Penalty: 3277.020020 Iteration 26Q: 3 clusters Score -2400662 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19434 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -2400668.750000 Penalty: 3277.020020 Iteration 27Q: 3 clusters Score -2400669 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19484 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -2400678.500000 Penalty: 3277.020020 Iteration 28Q: 3 clusters Score -2400678 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19529 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -2400684.000000 Penalty: 3277.020020 Iteration 29Q: 3 clusters Score -2400684 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19566 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -2400684.500000 Penalty: 3277.020020 Iteration 30Q: 3 clusters Score -2400684 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19601 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -2400691.500000 Penalty: 3277.020020 Iteration 31Q: 3 clusters Score -2400692 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19638 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -2400704.750000 Penalty: 3277.020020 Iteration 32Q: 3 clusters Score -2400705 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19663 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -2400710.250000 Penalty: 3277.020020 Iteration 33Q: 3 clusters Score -2400710 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19680 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -2400709.000000 Penalty: 3277.020020 Iteration 34Q: 3 clusters Score -2400709 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19695 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -2400708.000000 Penalty: 3277.020020 Iteration 35Q: 3 clusters Score -2400708 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19710 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -2400708.750000 Penalty: 3277.020020 Iteration 36Q: 3 clusters Score -2400709 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19720 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -2400709.500000 Penalty: 3277.020020 Iteration 37Q: 3 clusters Score -2400710 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19727 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -2400705.000000 Penalty: 3277.020020 Iteration 38Q: 3 clusters Score -2400705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19733 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -2400706.750000 Penalty: 3277.020020 Iteration 39Q: 3 clusters Score -2400707 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19738 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -2400709.750000 Penalty: 3277.020020 Iteration 40F: 3 clusters Score -2400710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19742 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -2400712.250000 Penalty: 3277.020020 Iteration 41Q: 3 clusters Score -2400712 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19745 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -2400711.750000 Penalty: 3277.020020 Iteration 42Q: 3 clusters Score -2400712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19747 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -2400710.500000 Penalty: 3277.020020 Iteration 43Q: 3 clusters Score -2400710 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -2400710.500000 Penalty: 3277.020020 Iteration 44Q: 3 clusters Score -2400710 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19752 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -2400713.250000 Penalty: 3277.020020 Iteration 45Q: 3 clusters Score -2400713 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19754 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -2400711.500000 Penalty: 3277.020020 Iteration 46Q: 3 clusters Score -2400712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19755 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -2400710.250000 Penalty: 3277.020020 Iteration 47Q: 3 clusters Score -2400710 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19756 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -2400711.750000 Penalty: 3277.020020 Iteration 48Q: 3 clusters Score -2400712 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19756 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -2400711.750000 Penalty: 3277.020020 Iteration 49F: 3 clusters Score -2400712 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 30504 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 12722 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 3990 members Mstep: Class 9 contains 1950 members Mstep: Class 10 contains 19756 members Mstep: Class 11 contains 12383 members Mstep: Class 12 contains 5775 members Mstep: Class 13 contains 926 members Mstep: Class 14 contains 5158 members Mstep: Class 15 contains 89235 members Mstep: Class 16 contains 4180 members Mstep: Class 17 contains 7173 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 5343 members Mstep: Class 20 contains 1270 members Entering Unmasked Estep Score: -22189132.000000 Penalty: 40141.984375 Splitting cluster 10 changes total score from -22188994.000000 to -22189132.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 11 (12383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12383 members Entering Unmasked Estep Score: -1263158.375000 Penalty: 1531.412964 Iteration 0F: 2 clusters Score -1263158 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -1254457.750000 Penalty: 3062.825928 Iteration 0F: 3 clusters Score -1254458 nChanged 5439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 6243 members Entering Unmasked Estep Score: -1257531.250000 Penalty: 3062.825928 Iteration 1F: 3 clusters Score -1257531 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -1258312.000000 Penalty: 3062.825928 Iteration 2F: 3 clusters Score -1258312 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -1260294.375000 Penalty: 3062.825928 Iteration 3F: 3 clusters Score -1260294 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -1262836.125000 Penalty: 3062.825928 Iteration 4F: 3 clusters Score -1262836 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -1264626.125000 Penalty: 3062.825928 Iteration 5F: 3 clusters Score -1264626 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 9316 members Entering Unmasked Estep Score: -1265997.375000 Penalty: 3062.825928 Iteration 6F: 3 clusters Score -1265997 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -1266983.125000 Penalty: 3062.825928 Iteration 7Q: 3 clusters Score -1266983 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -1267655.500000 Penalty: 3062.825928 Iteration 8Q: 3 clusters Score -1267656 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 10271 members Entering Unmasked Estep Score: -1267971.000000 Penalty: 3062.825928 Iteration 9Q: 3 clusters Score -1267971 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 10374 members Entering Unmasked Estep Score: -1268170.125000 Penalty: 3062.825928 Iteration 10Q: 3 clusters Score -1268170 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -1268320.250000 Penalty: 3062.825928 Iteration 11Q: 3 clusters Score -1268320 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 10509 members Entering Unmasked Estep Score: -1268405.875000 Penalty: 3062.825928 Iteration 12Q: 3 clusters Score -1268406 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 10541 members Entering Unmasked Estep Score: -1268446.500000 Penalty: 3062.825928 Iteration 13Q: 3 clusters Score -1268446 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 10565 members Entering Unmasked Estep Score: -1268483.750000 Penalty: 3062.825928 Iteration 14Q: 3 clusters Score -1268484 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 10585 members Entering Unmasked Estep Score: -1268499.500000 Penalty: 3062.825928 Iteration 15Q: 3 clusters Score -1268500 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 10590 members Entering Unmasked Estep Score: -1268501.000000 Penalty: 3062.825928 Iteration 16Q: 3 clusters Score -1268501 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 10593 members Entering Unmasked Estep Score: -1268500.125000 Penalty: 3062.825928 Iteration 17Q: 3 clusters Score -1268500 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 10593 members Entering Unmasked Estep Score: -1268500.125000 Penalty: 3062.825928 Iteration 18F: 3 clusters Score -1268500 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 30504 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 12722 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 3990 members Mstep: Class 9 contains 1950 members Mstep: Class 10 contains 19756 members Mstep: Class 11 contains 1790 members Mstep: Class 12 contains 5775 members Mstep: Class 13 contains 926 members Mstep: Class 14 contains 5158 members Mstep: Class 15 contains 89235 members Mstep: Class 16 contains 4180 members Mstep: Class 17 contains 7173 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 5343 members Mstep: Class 20 contains 1270 members Mstep: Class 21 contains 10593 members Entering Unmasked Estep Score: -22193992.000000 Penalty: 42149.085938 Splitting cluster 11 changes total score from -22188994.000000 to -22193992.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 12 (5775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Entering Unmasked Estep Score: -558721.562500 Penalty: 1407.460327 Iteration 0F: 2 clusters Score -558721.6 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 2778 members Entering Unmasked Estep Score: -554358.500000 Penalty: 2814.920654 Iteration 0F: 3 clusters Score -554358.5 nChanged 2346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -555835.250000 Penalty: 2814.920654 Iteration 1F: 3 clusters Score -555835.2 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -556220.625000 Penalty: 2814.920654 Iteration 2F: 3 clusters Score -556220.6 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -556578.125000 Penalty: 2814.920654 Iteration 3F: 3 clusters Score -556578.1 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -556884.687500 Penalty: 2814.920654 Iteration 4F: 3 clusters Score -556884.7 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -557157.875000 Penalty: 2814.920654 Iteration 5F: 3 clusters Score -557157.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -557400.562500 Penalty: 2814.920654 Iteration 6Q: 3 clusters Score -557400.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -557650.062500 Penalty: 2814.920654 Iteration 7Q: 3 clusters Score -557650.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -557920.875000 Penalty: 2814.920654 Iteration 8Q: 3 clusters Score -557920.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -558114.312500 Penalty: 2814.920654 Iteration 9Q: 3 clusters Score -558114.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -558217.875000 Penalty: 2814.920654 Iteration 10Q: 3 clusters Score -558217.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -558292.750000 Penalty: 2814.920654 Iteration 11Q: 3 clusters Score -558292.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -558349.062500 Penalty: 2814.920654 Iteration 12Q: 3 clusters Score -558349.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -558396.437500 Penalty: 2814.920654 Iteration 13Q: 3 clusters Score -558396.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -558427.250000 Penalty: 2814.920654 Iteration 14Q: 3 clusters Score -558427.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -558454.187500 Penalty: 2814.920654 Iteration 15Q: 3 clusters Score -558454.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -558478.625000 Penalty: 2814.920654 Iteration 16Q: 3 clusters Score -558478.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -558503.250000 Penalty: 2814.920654 Iteration 17Q: 3 clusters Score -558503.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -558531.187500 Penalty: 2814.920654 Iteration 18Q: 3 clusters Score -558531.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -558561.875000 Penalty: 2814.920654 Iteration 19Q: 3 clusters Score -558561.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -558593.375000 Penalty: 2814.920654 Iteration 20F: 3 clusters Score -558593.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -558639.187500 Penalty: 2814.920654 Iteration 21Q: 3 clusters Score -558639.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -558690.062500 Penalty: 2814.920654 Iteration 22Q: 3 clusters Score -558690.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -558738.125000 Penalty: 2814.920654 Iteration 23Q: 3 clusters Score -558738.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -558778.312500 Penalty: 2814.920654 Iteration 24Q: 3 clusters Score -558778.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -558825.375000 Penalty: 2814.920654 Iteration 25Q: 3 clusters Score -558825.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -558873.375000 Penalty: 2814.920654 Iteration 26Q: 3 clusters Score -558873.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -558916.562500 Penalty: 2814.920654 Iteration 27Q: 3 clusters Score -558916.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -558962.187500 Penalty: 2814.920654 Iteration 28Q: 3 clusters Score -558962.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -559009.812500 Penalty: 2814.920654 Iteration 29Q: 3 clusters Score -559009.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -559057.500000 Penalty: 2814.920654 Iteration 30Q: 3 clusters Score -559057.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -559119.062500 Penalty: 2814.920654 Iteration 31Q: 3 clusters Score -559119.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -559237.187500 Penalty: 2814.920654 Iteration 32Q: 3 clusters Score -559237.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -559493.187500 Penalty: 2814.920654 Iteration 33Q: 3 clusters Score -559493.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -560036.812500 Penalty: 2814.920654 Iteration 34Q: 3 clusters Score -560036.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -560693.375000 Penalty: 2814.920654 Iteration 35Q: 3 clusters Score -560693.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -560887.062500 Penalty: 2814.920654 Iteration 36Q: 3 clusters Score -560887.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -560905.937500 Penalty: 2814.920654 Iteration 37Q: 3 clusters Score -560905.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -560910.750000 Penalty: 2814.920654 Iteration 38Q: 3 clusters Score -560910.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -560910.937500 Penalty: 2814.920654 Iteration 39Q: 3 clusters Score -560910.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -560910.937500 Penalty: 2814.920654 Iteration 40F: 3 clusters Score -560910.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 30504 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 12722 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 3990 members Mstep: Class 9 contains 1950 members Mstep: Class 10 contains 19756 members Mstep: Class 11 contains 1790 members Mstep: Class 12 contains 2162 members Mstep: Class 13 contains 926 members Mstep: Class 14 contains 5158 members Mstep: Class 15 contains 89235 members Mstep: Class 16 contains 4180 members Mstep: Class 17 contains 7173 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 5343 members Mstep: Class 20 contains 1270 members Mstep: Class 21 contains 10593 members Mstep: Class 22 contains 3613 members Entering Unmasked Estep Score: -22195654.000000 Penalty: 44156.183594 Splitting cluster 12 changes total score from -22188994.000000 to -22195654.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 13 (926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Entering Unmasked Estep Score: -87981.671875 Penalty: 1110.017090 Iteration 0F: 2 clusters Score -87981.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -86689.906250 Penalty: 2220.034180 Iteration 0F: 3 clusters Score -86689.91 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -87309.609375 Penalty: 2220.034180 Iteration 1F: 3 clusters Score -87309.61 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -87630.242188 Penalty: 2220.034180 Iteration 2F: 3 clusters Score -87630.24 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -87891.859375 Penalty: 2220.034180 Iteration 3F: 3 clusters Score -87891.86 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -88073.539062 Penalty: 2220.034180 Iteration 4F: 3 clusters Score -88073.54 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -88144.820312 Penalty: 2220.034180 Iteration 5Q: 3 clusters Score -88144.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -88180.562500 Penalty: 2220.034180 Iteration 6Q: 3 clusters Score -88180.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -88190.851562 Penalty: 2220.034180 Iteration 7Q: 3 clusters Score -88190.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -88198.242188 Penalty: 2220.034180 Iteration 8Q: 3 clusters Score -88198.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -88198.242188 Penalty: 2220.034180 Iteration 9F: 3 clusters Score -88198.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 30504 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 12722 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 3990 members Mstep: Class 9 contains 1950 members Mstep: Class 10 contains 19756 members Mstep: Class 11 contains 1790 members Mstep: Class 12 contains 2162 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 5158 members Mstep: Class 15 contains 89235 members Mstep: Class 16 contains 4180 members Mstep: Class 17 contains 7173 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 5343 members Mstep: Class 20 contains 1270 members Mstep: Class 21 contains 10593 members Mstep: Class 22 contains 3613 members Mstep: Class 23 contains 131 members Entering Unmasked Estep Score: -22194980.000000 Penalty: 46163.285156 Splitting cluster 13 changes total score from -22188994.000000 to -22194980.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 14 (5158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Entering Unmasked Estep Score: -508690.406250 Penalty: 1389.099487 Iteration 0F: 2 clusters Score -508690.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -504590.843750 Penalty: 2778.198975 Iteration 0F: 3 clusters Score -504590.8 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -505823.718750 Penalty: 2778.198975 Iteration 1F: 3 clusters Score -505823.7 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -506038.531250 Penalty: 2778.198975 Iteration 2F: 3 clusters Score -506038.5 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -506181.093750 Penalty: 2778.198975 Iteration 3F: 3 clusters Score -506181.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -506301.687500 Penalty: 2778.198975 Iteration 4Q: 3 clusters Score -506301.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -506415.000000 Penalty: 2778.198975 Iteration 5Q: 3 clusters Score -506415 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -506540.718750 Penalty: 2778.198975 Iteration 6Q: 3 clusters Score -506540.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -506679.218750 Penalty: 2778.198975 Iteration 7Q: 3 clusters Score -506679.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -506834.343750 Penalty: 2778.198975 Iteration 8Q: 3 clusters Score -506834.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -506985.250000 Penalty: 2778.198975 Iteration 9Q: 3 clusters Score -506985.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -507163.531250 Penalty: 2778.198975 Iteration 10Q: 3 clusters Score -507163.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -507343.781250 Penalty: 2778.198975 Iteration 11Q: 3 clusters Score -507343.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -507568.156250 Penalty: 2778.198975 Iteration 12Q: 3 clusters Score -507568.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -507820.937500 Penalty: 2778.198975 Iteration 13Q: 3 clusters Score -507820.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -508076.093750 Penalty: 2778.198975 Iteration 14Q: 3 clusters Score -508076.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -508321.906250 Penalty: 2778.198975 Iteration 15Q: 3 clusters Score -508321.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -508556.843750 Penalty: 2778.198975 Iteration 16Q: 3 clusters Score -508556.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -508725.156250 Penalty: 2778.198975 Iteration 17Q: 3 clusters Score -508725.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -508823.812500 Penalty: 2778.198975 Iteration 18Q: 3 clusters Score -508823.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -508869.062500 Penalty: 2778.198975 Iteration 19Q: 3 clusters Score -508869.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -508900.375000 Penalty: 2778.198975 Iteration 20F: 3 clusters Score -508900.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -508918.718750 Penalty: 2778.198975 Iteration 21Q: 3 clusters Score -508918.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -508926.687500 Penalty: 2778.198975 Iteration 22Q: 3 clusters Score -508926.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -508932.437500 Penalty: 2778.198975 Iteration 23Q: 3 clusters Score -508932.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -508936.812500 Penalty: 2778.198975 Iteration 24Q: 3 clusters Score -508936.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -508937.968750 Penalty: 2778.198975 Iteration 25Q: 3 clusters Score -508938 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -508938.343750 Penalty: 2778.198975 Iteration 26Q: 3 clusters Score -508938.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -508940.406250 Penalty: 2778.198975 Iteration 27Q: 3 clusters Score -508940.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -508939.500000 Penalty: 2778.198975 Iteration 28Q: 3 clusters Score -508939.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -508940.031250 Penalty: 2778.198975 Iteration 29Q: 3 clusters Score -508940 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -508940.031250 Penalty: 2778.198975 Iteration 30F: 3 clusters Score -508940 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 30504 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 12722 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 3990 members Mstep: Class 9 contains 1950 members Mstep: Class 10 contains 19756 members Mstep: Class 11 contains 1790 members Mstep: Class 12 contains 2162 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 2137 members Mstep: Class 15 contains 89235 members Mstep: Class 16 contains 4180 members Mstep: Class 17 contains 7173 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 5343 members Mstep: Class 20 contains 1270 members Mstep: Class 21 contains 10593 members Mstep: Class 22 contains 3613 members Mstep: Class 23 contains 131 members Mstep: Class 24 contains 3021 members Entering Unmasked Estep Score: -22194612.000000 Penalty: 48170.382812 Splitting cluster 14 changes total score from -22188994.000000 to -22194612.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 15 (89235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89235 members Entering Unmasked Estep Score: -8588474.000000 Penalty: 1852.342163 Iteration 0F: 2 clusters Score -8588474 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44451 members Mstep: Class 2 contains 44784 members Entering Unmasked Estep Score: -8528739.000000 Penalty: 3704.684326 Iteration 0F: 3 clusters Score -8528739 nChanged 42653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42630 members Mstep: Class 2 contains 46605 members Entering Unmasked Estep Score: -8553952.000000 Penalty: 3704.684326 Iteration 1F: 3 clusters Score -8553952 nChanged 3401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41499 members Mstep: Class 2 contains 47736 members Entering Unmasked Estep Score: -8554947.000000 Penalty: 3704.684326 Iteration 2Q: 3 clusters Score -8554947 nChanged 3589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39760 members Mstep: Class 2 contains 49475 members Entering Unmasked Estep Score: -8556175.000000 Penalty: 3704.684326 Iteration 3Q: 3 clusters Score -8556175 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37292 members Mstep: Class 2 contains 51943 members Entering Unmasked Estep Score: -8557867.000000 Penalty: 3704.684326 Iteration 4Q: 3 clusters Score -8557867 nChanged 4503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33909 members Mstep: Class 2 contains 55326 members Entering Unmasked Estep Score: -8560302.000000 Penalty: 3704.684326 Iteration 5F: 3 clusters Score -8560302 nChanged 5295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29450 members Mstep: Class 2 contains 59785 members Entering Unmasked Estep Score: -8563900.000000 Penalty: 3704.684326 Iteration 6F: 3 clusters Score -8563900 nChanged 6041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24097 members Mstep: Class 2 contains 65138 members Entering Unmasked Estep Score: -8568708.000000 Penalty: 3704.684326 Iteration 7F: 3 clusters Score -8568708 nChanged 5825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18688 members Mstep: Class 2 contains 70547 members Entering Unmasked Estep Score: -8574134.000000 Penalty: 3704.684326 Iteration 8F: 3 clusters Score -8574134 nChanged 4874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14320 members Mstep: Class 2 contains 74915 members Entering Unmasked Estep Score: -8579543.000000 Penalty: 3704.684326 Iteration 9F: 3 clusters Score -8579543 nChanged 3280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 77445 members Entering Unmasked Estep Score: -8585288.000000 Penalty: 3704.684326 Iteration 10Q: 3 clusters Score -8585288 nChanged 2275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11607 members Mstep: Class 2 contains 77628 members Entering Unmasked Estep Score: -8589442.000000 Penalty: 3704.684326 Iteration 11Q: 3 clusters Score -8589442 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12679 members Mstep: Class 2 contains 76556 members Entering Unmasked Estep Score: -8591105.000000 Penalty: 3704.684326 Iteration 12Q: 3 clusters Score -8591105 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13891 members Mstep: Class 2 contains 75344 members Entering Unmasked Estep Score: -8592054.000000 Penalty: 3704.684326 Iteration 13Q: 3 clusters Score -8592054 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15190 members Mstep: Class 2 contains 74045 members Entering Unmasked Estep Score: -8592846.000000 Penalty: 3704.684326 Iteration 14Q: 3 clusters Score -8592846 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16564 members Mstep: Class 2 contains 72671 members Entering Unmasked Estep Score: -8593496.000000 Penalty: 3704.684326 Iteration 15Q: 3 clusters Score -8593496 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17885 members Mstep: Class 2 contains 71350 members Entering Unmasked Estep Score: -8594048.000000 Penalty: 3704.684326 Iteration 16Q: 3 clusters Score -8594048 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19282 members Mstep: Class 2 contains 69953 members Entering Unmasked Estep Score: -8594579.000000 Penalty: 3704.684326 Iteration 17Q: 3 clusters Score -8594579 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20700 members Mstep: Class 2 contains 68535 members Entering Unmasked Estep Score: -8595124.000000 Penalty: 3704.684326 Iteration 18Q: 3 clusters Score -8595124 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22150 members Mstep: Class 2 contains 67085 members Entering Unmasked Estep Score: -8595702.000000 Penalty: 3704.684326 Iteration 19Q: 3 clusters Score -8595702 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23576 members Mstep: Class 2 contains 65659 members Entering Unmasked Estep Score: -8596357.000000 Penalty: 3704.684326 Iteration 20F: 3 clusters Score -8596357 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25228 members Mstep: Class 2 contains 64007 members Entering Unmasked Estep Score: -8597112.000000 Penalty: 3704.684326 Iteration 21Q: 3 clusters Score -8597112 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27035 members Mstep: Class 2 contains 62200 members Entering Unmasked Estep Score: -8597923.000000 Penalty: 3704.684326 Iteration 22Q: 3 clusters Score -8597923 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28868 members Mstep: Class 2 contains 60367 members Entering Unmasked Estep Score: -8598836.000000 Penalty: 3704.684326 Iteration 23Q: 3 clusters Score -8598836 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30736 members Mstep: Class 2 contains 58499 members Entering Unmasked Estep Score: -8599844.000000 Penalty: 3704.684326 Iteration 24Q: 3 clusters Score -8599844 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32614 members Mstep: Class 2 contains 56621 members Entering Unmasked Estep Score: -8600917.000000 Penalty: 3704.684326 Iteration 25Q: 3 clusters Score -8600917 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34444 members Mstep: Class 2 contains 54791 members Entering Unmasked Estep Score: -8601950.000000 Penalty: 3704.684326 Iteration 26Q: 3 clusters Score -8601950 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36013 members Mstep: Class 2 contains 53222 members Entering Unmasked Estep Score: -8602846.000000 Penalty: 3704.684326 Iteration 27Q: 3 clusters Score -8602846 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37258 members Mstep: Class 2 contains 51977 members Entering Unmasked Estep Score: -8603552.000000 Penalty: 3704.684326 Iteration 28Q: 3 clusters Score -8603552 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38182 members Mstep: Class 2 contains 51053 members Entering Unmasked Estep Score: -8604012.000000 Penalty: 3704.684326 Iteration 29Q: 3 clusters Score -8604012 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38892 members Mstep: Class 2 contains 50343 members Entering Unmasked Estep Score: -8604451.000000 Penalty: 3704.684326 Iteration 30Q: 3 clusters Score -8604451 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39453 members Mstep: Class 2 contains 49782 members Entering Unmasked Estep Score: -8604861.000000 Penalty: 3704.684326 Iteration 31Q: 3 clusters Score -8604861 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39872 members Mstep: Class 2 contains 49363 members Entering Unmasked Estep Score: -8605088.000000 Penalty: 3704.684326 Iteration 32Q: 3 clusters Score -8605088 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40090 members Mstep: Class 2 contains 49145 members Entering Unmasked Estep Score: -8605203.000000 Penalty: 3704.684326 Iteration 33Q: 3 clusters Score -8605203 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40195 members Mstep: Class 2 contains 49040 members Entering Unmasked Estep Score: -8605268.000000 Penalty: 3704.684326 Iteration 34Q: 3 clusters Score -8605268 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40257 members Mstep: Class 2 contains 48978 members Entering Unmasked Estep Score: -8605297.000000 Penalty: 3704.684326 Iteration 35Q: 3 clusters Score -8605297 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40276 members Mstep: Class 2 contains 48959 members Entering Unmasked Estep Score: -8605327.000000 Penalty: 3704.684326 Iteration 36Q: 3 clusters Score -8605327 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40294 members Mstep: Class 2 contains 48941 members Entering Unmasked Estep Score: -8605336.000000 Penalty: 3704.684326 Iteration 37Q: 3 clusters Score -8605336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40302 members Mstep: Class 2 contains 48933 members Entering Unmasked Estep Score: -8605348.000000 Penalty: 3704.684326 Iteration 38Q: 3 clusters Score -8605348 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40309 members Mstep: Class 2 contains 48926 members Entering Unmasked Estep Score: -8605342.000000 Penalty: 3704.684326 Iteration 39Q: 3 clusters Score -8605342 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40309 members Mstep: Class 2 contains 48926 members Entering Unmasked Estep Score: -8605874.000000 Penalty: 3704.684326 Iteration 40F: 3 clusters Score -8605874 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40898 members Mstep: Class 2 contains 48337 members Entering Unmasked Estep Score: -8606883.000000 Penalty: 3704.684326 Iteration 41Q: 3 clusters Score -8606883 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41458 members Mstep: Class 2 contains 47777 members Entering Unmasked Estep Score: -8608374.000000 Penalty: 3704.684326 Iteration 42Q: 3 clusters Score -8608374 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41870 members Mstep: Class 2 contains 47365 members Entering Unmasked Estep Score: -8609650.000000 Penalty: 3704.684326 Iteration 43Q: 3 clusters Score -8609650 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42000 members Mstep: Class 2 contains 47235 members Entering Unmasked Estep Score: -8610118.000000 Penalty: 3704.684326 Iteration 44Q: 3 clusters Score -8610118 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42068 members Mstep: Class 2 contains 47167 members Entering Unmasked Estep Score: -8610298.000000 Penalty: 3704.684326 Iteration 45Q: 3 clusters Score -8610298 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42096 members Mstep: Class 2 contains 47139 members Entering Unmasked Estep Score: -8610372.000000 Penalty: 3704.684326 Iteration 46Q: 3 clusters Score -8610372 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42110 members Mstep: Class 2 contains 47125 members Entering Unmasked Estep Score: -8610431.000000 Penalty: 3704.684326 Iteration 47Q: 3 clusters Score -8610431 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42118 members Mstep: Class 2 contains 47117 members Entering Unmasked Estep Score: -8610446.000000 Penalty: 3704.684326 Iteration 48Q: 3 clusters Score -8610446 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42119 members Mstep: Class 2 contains 47116 members Entering Unmasked Estep Score: -8610449.000000 Penalty: 3704.684326 Iteration 49Q: 3 clusters Score -8610449 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42120 members Mstep: Class 2 contains 47115 members Entering Unmasked Estep Score: -8610448.000000 Penalty: 3704.684326 Iteration 50Q: 3 clusters Score -8610448 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42120 members Mstep: Class 2 contains 47115 members Entering Unmasked Estep Score: -8610823.000000 Penalty: 3704.684326 Iteration 51F: 3 clusters Score -8610823 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42177 members Mstep: Class 2 contains 47058 members Entering Unmasked Estep Score: -8611004.000000 Penalty: 3704.684326 Iteration 52Q: 3 clusters Score -8611004 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42194 members Mstep: Class 2 contains 47041 members Entering Unmasked Estep Score: -8611023.000000 Penalty: 3704.684326 Iteration 53Q: 3 clusters Score -8611023 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42199 members Mstep: Class 2 contains 47036 members Entering Unmasked Estep Score: -8611027.000000 Penalty: 3704.684326 Iteration 54Q: 3 clusters Score -8611027 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42199 members Mstep: Class 2 contains 47036 members Entering Unmasked Estep Score: -8611027.000000 Penalty: 3704.684326 Iteration 55F: 3 clusters Score -8611027 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 30504 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 12722 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 3990 members Mstep: Class 9 contains 1950 members Mstep: Class 10 contains 19756 members Mstep: Class 11 contains 1790 members Mstep: Class 12 contains 2162 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 2137 members Mstep: Class 15 contains 42199 members Mstep: Class 16 contains 4180 members Mstep: Class 17 contains 7173 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 5343 members Mstep: Class 20 contains 1270 members Mstep: Class 21 contains 10593 members Mstep: Class 22 contains 3613 members Mstep: Class 23 contains 131 members Mstep: Class 24 contains 3021 members Mstep: Class 25 contains 47036 members Entering Unmasked Estep Score: -22216862.000000 Penalty: 50177.484375 Splitting cluster 15 changes total score from -22188994.000000 to -22216862.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 17 (7173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Entering Unmasked Estep Score: -722374.437500 Penalty: 1442.687866 Iteration 0F: 2 clusters Score -722374.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -716987.250000 Penalty: 2885.375732 Iteration 0F: 3 clusters Score -716987.2 nChanged 3027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -718580.312500 Penalty: 2885.375732 Iteration 1F: 3 clusters Score -718580.3 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -718761.437500 Penalty: 2885.375732 Iteration 2F: 3 clusters Score -718761.4 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -718895.687500 Penalty: 2885.375732 Iteration 3Q: 3 clusters Score -718895.7 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -719032.312500 Penalty: 2885.375732 Iteration 4Q: 3 clusters Score -719032.3 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -719147.187500 Penalty: 2885.375732 Iteration 5Q: 3 clusters Score -719147.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -719264.000000 Penalty: 2885.375732 Iteration 6Q: 3 clusters Score -719264 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -719372.625000 Penalty: 2885.375732 Iteration 7Q: 3 clusters Score -719372.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -719490.000000 Penalty: 2885.375732 Iteration 8Q: 3 clusters Score -719490 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -719641.500000 Penalty: 2885.375732 Iteration 9Q: 3 clusters Score -719641.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -719835.062500 Penalty: 2885.375732 Iteration 10Q: 3 clusters Score -719835.1 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -720049.875000 Penalty: 2885.375732 Iteration 11Q: 3 clusters Score -720049.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -720280.312500 Penalty: 2885.375732 Iteration 12Q: 3 clusters Score -720280.3 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -720542.437500 Penalty: 2885.375732 Iteration 13Q: 3 clusters Score -720542.4 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -720799.187500 Penalty: 2885.375732 Iteration 14Q: 3 clusters Score -720799.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -720986.312500 Penalty: 2885.375732 Iteration 15Q: 3 clusters Score -720986.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -721148.312500 Penalty: 2885.375732 Iteration 16Q: 3 clusters Score -721148.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -721275.500000 Penalty: 2885.375732 Iteration 17Q: 3 clusters Score -721275.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -721381.812500 Penalty: 2885.375732 Iteration 18Q: 3 clusters Score -721381.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -721448.375000 Penalty: 2885.375732 Iteration 19Q: 3 clusters Score -721448.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -721493.375000 Penalty: 2885.375732 Iteration 20F: 3 clusters Score -721493.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -721520.250000 Penalty: 2885.375732 Iteration 21Q: 3 clusters Score -721520.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -721534.375000 Penalty: 2885.375732 Iteration 22Q: 3 clusters Score -721534.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -721540.937500 Penalty: 2885.375732 Iteration 23Q: 3 clusters Score -721540.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -721550.375000 Penalty: 2885.375732 Iteration 24Q: 3 clusters Score -721550.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -721557.937500 Penalty: 2885.375732 Iteration 25Q: 3 clusters Score -721557.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -721559.437500 Penalty: 2885.375732 Iteration 26Q: 3 clusters Score -721559.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -721563.687500 Penalty: 2885.375732 Iteration 27Q: 3 clusters Score -721563.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -721565.625000 Penalty: 2885.375732 Iteration 28Q: 3 clusters Score -721565.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -721565.562500 Penalty: 2885.375732 Iteration 29Q: 3 clusters Score -721565.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -721566.500000 Penalty: 2885.375732 Iteration 30Q: 3 clusters Score -721566.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -721566.187500 Penalty: 2885.375732 Iteration 31Q: 3 clusters Score -721566.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -721566.375000 Penalty: 2885.375732 Iteration 32Q: 3 clusters Score -721566.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -721565.625000 Penalty: 2885.375732 Iteration 33Q: 3 clusters Score -721565.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -721566.000000 Penalty: 2885.375732 Iteration 34Q: 3 clusters Score -721566 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -721566.437500 Penalty: 2885.375732 Iteration 35Q: 3 clusters Score -721566.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -721567.562500 Penalty: 2885.375732 Iteration 36Q: 3 clusters Score -721567.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -721566.687500 Penalty: 2885.375732 Iteration 37Q: 3 clusters Score -721566.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -721566.687500 Penalty: 2885.375732 Iteration 38F: 3 clusters Score -721566.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13541 members Entering Unmasked Estep Score: -1345080.125000 Penalty: 1545.940063 Iteration 0F: 2 clusters Score -1345080 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -1335619.250000 Penalty: 3091.880127 Iteration 0F: 3 clusters Score -1335619 nChanged 6003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -1338863.250000 Penalty: 3091.880127 Iteration 1F: 3 clusters Score -1338863 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 7105 members Entering Unmasked Estep Score: -1339146.750000 Penalty: 3091.880127 Iteration 2F: 3 clusters Score -1339147 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -1339422.000000 Penalty: 3091.880127 Iteration 3Q: 3 clusters Score -1339422 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -1339745.250000 Penalty: 3091.880127 Iteration 4Q: 3 clusters Score -1339745 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -1340185.000000 Penalty: 3091.880127 Iteration 5F: 3 clusters Score -1340185 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -1340794.125000 Penalty: 3091.880127 Iteration 6F: 3 clusters Score -1340794 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 9139 members Entering Unmasked Estep Score: -1341497.875000 Penalty: 3091.880127 Iteration 7F: 3 clusters Score -1341498 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -1342228.000000 Penalty: 3091.880127 Iteration 8F: 3 clusters Score -1342228 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 9976 members Entering Unmasked Estep Score: -1342837.500000 Penalty: 3091.880127 Iteration 9F: 3 clusters Score -1342838 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -1343210.375000 Penalty: 3091.880127 Iteration 10Q: 3 clusters Score -1343210 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 10190 members Entering Unmasked Estep Score: -1343400.500000 Penalty: 3091.880127 Iteration 11Q: 3 clusters Score -1343400 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -1343535.750000 Penalty: 3091.880127 Iteration 12Q: 3 clusters Score -1343536 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 10104 members Entering Unmasked Estep Score: -1343624.125000 Penalty: 3091.880127 Iteration 13Q: 3 clusters Score -1343624 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 10036 members Entering Unmasked Estep Score: -1343694.875000 Penalty: 3091.880127 Iteration 14Q: 3 clusters Score -1343695 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -1343755.500000 Penalty: 3091.880127 Iteration 15Q: 3 clusters Score -1343756 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 9898 members Entering Unmasked Estep Score: -1343798.375000 Penalty: 3091.880127 Iteration 16Q: 3 clusters Score -1343798 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 9834 members Entering Unmasked Estep Score: -1343832.125000 Penalty: 3091.880127 Iteration 17Q: 3 clusters Score -1343832 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -1343854.750000 Penalty: 3091.880127 Iteration 18Q: 3 clusters Score -1343855 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 9747 members Entering Unmasked Estep Score: -1343878.875000 Penalty: 3091.880127 Iteration 19Q: 3 clusters Score -1343879 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -1343909.125000 Penalty: 3091.880127 Iteration 20F: 3 clusters Score -1343909 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -1343926.875000 Penalty: 3091.880127 Iteration 21Q: 3 clusters Score -1343927 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 9564 members Entering Unmasked Estep Score: -1343946.375000 Penalty: 3091.880127 Iteration 22Q: 3 clusters Score -1343946 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 9510 members Entering Unmasked Estep Score: -1343961.625000 Penalty: 3091.880127 Iteration 23Q: 3 clusters Score -1343962 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -1343973.375000 Penalty: 3091.880127 Iteration 24Q: 3 clusters Score -1343973 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 9399 members Entering Unmasked Estep Score: -1343987.750000 Penalty: 3091.880127 Iteration 25Q: 3 clusters Score -1343988 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -1344005.750000 Penalty: 3091.880127 Iteration 26Q: 3 clusters Score -1344006 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -1344012.375000 Penalty: 3091.880127 Iteration 27Q: 3 clusters Score -1344012 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 9230 members Entering Unmasked Estep Score: -1344030.500000 Penalty: 3091.880127 Iteration 28Q: 3 clusters Score -1344030 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 9170 members Entering Unmasked Estep Score: -1344042.500000 Penalty: 3091.880127 Iteration 29Q: 3 clusters Score -1344042 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -1344057.625000 Penalty: 3091.880127 Iteration 30Q: 3 clusters Score -1344058 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 9047 members Entering Unmasked Estep Score: -1344069.375000 Penalty: 3091.880127 Iteration 31Q: 3 clusters Score -1344069 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -1344082.625000 Penalty: 3091.880127 Iteration 32Q: 3 clusters Score -1344083 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -1344095.375000 Penalty: 3091.880127 Iteration 33Q: 3 clusters Score -1344095 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 8881 members Entering Unmasked Estep Score: -1344109.875000 Penalty: 3091.880127 Iteration 34Q: 3 clusters Score -1344110 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 8821 members Entering Unmasked Estep Score: -1344119.500000 Penalty: 3091.880127 Iteration 35Q: 3 clusters Score -1344120 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 8768 members Entering Unmasked Estep Score: -1344127.875000 Penalty: 3091.880127 Iteration 36Q: 3 clusters Score -1344128 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -1344145.875000 Penalty: 3091.880127 Iteration 37Q: 3 clusters Score -1344146 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 8666 members Entering Unmasked Estep Score: -1344150.500000 Penalty: 3091.880127 Iteration 38Q: 3 clusters Score -1344150 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 8628 members Entering Unmasked Estep Score: -1344156.375000 Penalty: 3091.880127 Iteration 39Q: 3 clusters Score -1344156 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 8598 members Entering Unmasked Estep Score: -1344159.625000 Penalty: 3091.880127 Iteration 40F: 3 clusters Score -1344160 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -1344162.375000 Penalty: 3091.880127 Iteration 41Q: 3 clusters Score -1344162 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 8549 members Entering Unmasked Estep Score: -1344167.125000 Penalty: 3091.880127 Iteration 42Q: 3 clusters Score -1344167 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -1344168.625000 Penalty: 3091.880127 Iteration 43Q: 3 clusters Score -1344169 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 8521 members Entering Unmasked Estep Score: -1344171.250000 Penalty: 3091.880127 Iteration 44Q: 3 clusters Score -1344171 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -1344172.125000 Penalty: 3091.880127 Iteration 45Q: 3 clusters Score -1344172 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 8494 members Entering Unmasked Estep Score: -1344176.250000 Penalty: 3091.880127 Iteration 46Q: 3 clusters Score -1344176 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -1344179.250000 Penalty: 3091.880127 Iteration 47Q: 3 clusters Score -1344179 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 8470 members Entering Unmasked Estep Score: -1344172.750000 Penalty: 3091.880127 Iteration 48Q: 3 clusters Score -1344173 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 8459 members Entering Unmasked Estep Score: -1344175.000000 Penalty: 3091.880127 Iteration 49Q: 3 clusters Score -1344175 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 8444 members Entering Unmasked Estep Score: -1344176.125000 Penalty: 3091.880127 Iteration 50Q: 3 clusters Score -1344176 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 8431 members Entering Unmasked Estep Score: -1344178.625000 Penalty: 3091.880127 Iteration 51Q: 3 clusters Score -1344179 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -1344179.875000 Penalty: 3091.880127 Iteration 52Q: 3 clusters Score -1344180 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -1344180.250000 Penalty: 3091.880127 Iteration 53Q: 3 clusters Score -1344180 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 8397 members Entering Unmasked Estep Score: -1344179.500000 Penalty: 3091.880127 Iteration 54Q: 3 clusters Score -1344180 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -1344179.625000 Penalty: 3091.880127 Iteration 55Q: 3 clusters Score -1344180 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -1344179.625000 Penalty: 3091.880127 Iteration 56F: 3 clusters Score -1344180 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -521710.031250 Penalty: 1394.825684 Iteration 0F: 2 clusters Score -521710 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -517571.843750 Penalty: 2789.651367 Iteration 0F: 3 clusters Score -517571.8 nChanged 2202 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: -519098.468750 Penalty: 2789.651367 Iteration 1F: 3 clusters Score -519098.5 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -519961.562500 Penalty: 2789.651367 Iteration 2F: 3 clusters Score -519961.6 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -521101.031250 Penalty: 2789.651367 Iteration 3F: 3 clusters Score -521101 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -521738.156250 Penalty: 2789.651367 Iteration 4F: 3 clusters Score -521738.2 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -522039.281250 Penalty: 2789.651367 Iteration 5F: 3 clusters Score -522039.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -522188.906250 Penalty: 2789.651367 Iteration 6Q: 3 clusters Score -522188.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -522285.875000 Penalty: 2789.651367 Iteration 7Q: 3 clusters Score -522285.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -522356.687500 Penalty: 2789.651367 Iteration 8Q: 3 clusters Score -522356.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -522416.468750 Penalty: 2789.651367 Iteration 9Q: 3 clusters Score -522416.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -522452.000000 Penalty: 2789.651367 Iteration 10Q: 3 clusters Score -522452 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -522484.781250 Penalty: 2789.651367 Iteration 11Q: 3 clusters Score -522484.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -522511.531250 Penalty: 2789.651367 Iteration 12Q: 3 clusters Score -522511.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -522538.468750 Penalty: 2789.651367 Iteration 13Q: 3 clusters Score -522538.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -522556.500000 Penalty: 2789.651367 Iteration 14Q: 3 clusters Score -522556.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -522566.343750 Penalty: 2789.651367 Iteration 15Q: 3 clusters Score -522566.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -522570.625000 Penalty: 2789.651367 Iteration 16Q: 3 clusters Score -522570.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -522571.656250 Penalty: 2789.651367 Iteration 17Q: 3 clusters Score -522571.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -522572.062500 Penalty: 2789.651367 Iteration 18Q: 3 clusters Score -522572.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -522573.593750 Penalty: 2789.651367 Iteration 19Q: 3 clusters Score -522573.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -522573.312500 Penalty: 2789.651367 Iteration 20F: 3 clusters Score -522573.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 30504 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 12722 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 3990 members Mstep: Class 9 contains 1950 members Mstep: Class 10 contains 19756 members Mstep: Class 11 contains 1790 members Mstep: Class 12 contains 2162 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 2137 members Mstep: Class 15 contains 42199 members Mstep: Class 16 contains 4180 members Mstep: Class 17 contains 7173 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 4184 members Mstep: Class 20 contains 1270 members Mstep: Class 21 contains 10593 members Mstep: Class 22 contains 3613 members Mstep: Class 23 contains 131 members Mstep: Class 24 contains 3021 members Mstep: Class 25 contains 47036 members Mstep: Class 26 contains 1159 members Entering Unmasked Estep Score: -22217158.000000 Penalty: 52184.582031 Splitting cluster 19 changes total score from -22188994.000000 to -22217158.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 20 (1270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Entering Unmasked Estep Score: -114271.132812 Penalty: 1161.350464 Iteration 0F: 2 clusters Score -114271.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -112802.320312 Penalty: 2322.700928 Iteration 0F: 3 clusters Score -112802.3 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -113356.742188 Penalty: 2322.700928 Iteration 1F: 3 clusters Score -113356.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -113649.648438 Penalty: 2322.700928 Iteration 2F: 3 clusters Score -113649.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -113916.726562 Penalty: 2322.700928 Iteration 3F: 3 clusters Score -113916.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -114097.593750 Penalty: 2322.700928 Iteration 4F: 3 clusters Score -114097.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -114255.648438 Penalty: 2322.700928 Iteration 5F: 3 clusters Score -114255.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -114368.664062 Penalty: 2322.700928 Iteration 6Q: 3 clusters Score -114368.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -114412.703125 Penalty: 2322.700928 Iteration 7Q: 3 clusters Score -114412.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -114462.226562 Penalty: 2322.700928 Iteration 8Q: 3 clusters Score -114462.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -114554.023438 Penalty: 2322.700928 Iteration 9Q: 3 clusters Score -114554 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -114701.546875 Penalty: 2322.700928 Iteration 10Q: 3 clusters Score -114701.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -114997.742188 Penalty: 2322.700928 Iteration 11F: 3 clusters Score -114997.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -115232.968750 Penalty: 2322.700928 Iteration 12Q: 3 clusters Score -115233 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -115357.781250 Penalty: 2322.700928 Iteration 13Q: 3 clusters Score -115357.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -115466.187500 Penalty: 2322.700928 Iteration 14Q: 3 clusters Score -115466.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -115498.710938 Penalty: 2322.700928 Iteration 15Q: 3 clusters Score -115498.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -115518.796875 Penalty: 2322.700928 Iteration 16Q: 3 clusters Score -115518.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -115532.601562 Penalty: 2322.700928 Iteration 17Q: 3 clusters Score -115532.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -115556.554688 Penalty: 2322.700928 Iteration 18Q: 3 clusters Score -115556.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -115568.195312 Penalty: 2322.700928 Iteration 19Q: 3 clusters Score -115568.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -115608.421875 Penalty: 2322.700928 Iteration 20F: 3 clusters Score -115608.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -115632.539062 Penalty: 2322.700928 Iteration 21Q: 3 clusters Score -115632.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -115640.687500 Penalty: 2322.700928 Iteration 22Q: 3 clusters Score -115640.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -115642.648438 Penalty: 2322.700928 Iteration 23Q: 3 clusters Score -115642.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -115643.648438 Penalty: 2322.700928 Iteration 24Q: 3 clusters Score -115643.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -115643.648438 Penalty: 2322.700928 Iteration 25F: 3 clusters Score -115643.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 30504 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 12722 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 3990 members Mstep: Class 9 contains 1950 members Mstep: Class 10 contains 19756 members Mstep: Class 11 contains 1790 members Mstep: Class 12 contains 2162 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 2137 members Mstep: Class 15 contains 42199 members Mstep: Class 16 contains 4180 members Mstep: Class 17 contains 7173 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 4184 members Mstep: Class 20 contains 626 members Mstep: Class 21 contains 10593 members Mstep: Class 22 contains 3613 members Mstep: Class 23 contains 131 members Mstep: Class 24 contains 3021 members Mstep: Class 25 contains 47036 members Mstep: Class 26 contains 1159 members Mstep: Class 27 contains 644 members Entering Unmasked Estep Score: -22217652.000000 Penalty: 54191.679688 Splitting cluster 20 changes total score from -22188994.000000 to -22217652.000000 So it's getting split into cluster 27. Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4467 members Mstep: Class 3 contains 30504 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 12722 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 310 members Mstep: Class 8 contains 3990 members Mstep: Class 9 contains 1950 members Mstep: Class 10 contains 19756 members Mstep: Class 11 contains 1790 members Mstep: Class 12 contains 2162 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 2137 members Mstep: Class 15 contains 42199 members Mstep: Class 17 contains 7173 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 4184 members Mstep: Class 20 contains 626 members Entering Unmasked Estep ConsiderDeletion Score: -22225484.000000 Penalty: 54191.679688 Iteration 39Q: 28 clusters Score -2.222548e+07 nChanged 8566 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 310 members Mstep: Class 3 contains 31839 members Mstep: Class 4 contains 7304 members Mstep: Class 5 contains 12723 members Mstep: Class 6 contains 6165 members Mstep: Class 7 contains 393 members Mstep: Class 8 contains 3958 members Mstep: Class 9 contains 2009 members Mstep: Class 10 contains 19822 members Mstep: Class 11 contains 2049 members Mstep: Class 12 contains 2322 members Mstep: Class 13 contains 920 members Mstep: Class 14 contains 2151 members Mstep: Class 15 contains 42470 members Mstep: Class 16 contains 4021 members Mstep: Class 17 contains 7319 members Mstep: Class 18 contains 13984 members Mstep: Class 19 contains 4418 members Mstep: Class 20 contains 643 members Mstep: Class 21 contains 10410 members Mstep: Class 22 contains 3596 members Mstep: Class 23 contains 119 members Mstep: Class 24 contains 3192 members Mstep: Class 25 contains 43535 members Mstep: Class 26 contains 1101 members Mstep: Class 27 contains 667 members Entering Unmasked Estep ConsiderDeletion Score: -22233256.000000 Penalty: 54191.679688 Iteration 40F: 28 clusters Score -2.223326e+07 nChanged 7861 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 312 members Mstep: Class 3 contains 32727 members Mstep: Class 4 contains 7077 members Mstep: Class 5 contains 12651 members Mstep: Class 6 contains 6864 members Mstep: Class 7 contains 427 members Mstep: Class 8 contains 3790 members Mstep: Class 9 contains 2049 members Mstep: Class 10 contains 19770 members Mstep: Class 11 contains 2120 members Mstep: Class 12 contains 2320 members Mstep: Class 13 contains 982 members Mstep: Class 14 contains 2106 members Mstep: Class 15 contains 42385 members Mstep: Class 16 contains 4323 members Mstep: Class 17 contains 7332 members Mstep: Class 18 contains 13960 members Mstep: Class 19 contains 4516 members Mstep: Class 20 contains 637 members Mstep: Class 21 contains 10814 members Mstep: Class 22 contains 3594 members Mstep: Class 23 contains 116 members Mstep: Class 24 contains 3505 members Mstep: Class 25 contains 41903 members Mstep: Class 26 contains 1127 members Mstep: Class 27 contains 746 members Entering Unmasked Estep ConsiderDeletion Score: -22237640.000000 Penalty: 54191.679688 Iteration 41Q: 28 clusters Score -2.223764e+07 nChanged 5466 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 307 members Mstep: Class 3 contains 33762 members Mstep: Class 4 contains 6866 members Mstep: Class 5 contains 12627 members Mstep: Class 6 contains 7493 members Mstep: Class 7 contains 458 members Mstep: Class 8 contains 3698 members Mstep: Class 9 contains 2087 members Mstep: Class 10 contains 19721 members Mstep: Class 11 contains 2166 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1044 members Mstep: Class 14 contains 2082 members Mstep: Class 15 contains 42220 members Mstep: Class 16 contains 4498 members Mstep: Class 17 contains 7296 members Mstep: Class 18 contains 13920 members Mstep: Class 19 contains 4605 members Mstep: Class 20 contains 637 members Mstep: Class 21 contains 11141 members Mstep: Class 22 contains 3595 members Mstep: Class 23 contains 113 members Mstep: Class 24 contains 3678 members Mstep: Class 25 contains 40382 members Mstep: Class 26 contains 1147 members Mstep: Class 27 contains 782 members Entering Unmasked Estep ConsiderDeletion Score: -22240088.000000 Penalty: 54191.679688 Iteration 42Q: 28 clusters Score -2.224009e+07 nChanged 4537 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 305 members Mstep: Class 3 contains 34950 members Mstep: Class 4 contains 6686 members Mstep: Class 5 contains 12605 members Mstep: Class 6 contains 7968 members Mstep: Class 7 contains 478 members Mstep: Class 8 contains 3648 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 19656 members Mstep: Class 11 contains 2213 members Mstep: Class 12 contains 2346 members Mstep: Class 13 contains 1089 members Mstep: Class 14 contains 2084 members Mstep: Class 15 contains 42067 members Mstep: Class 16 contains 4624 members Mstep: Class 17 contains 7243 members Mstep: Class 18 contains 13847 members Mstep: Class 19 contains 4672 members Mstep: Class 20 contains 635 members Mstep: Class 21 contains 11382 members Mstep: Class 22 contains 3593 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 3830 members Mstep: Class 25 contains 38892 members Mstep: Class 26 contains 1154 members Mstep: Class 27 contains 793 members Entering Unmasked Estep ConsiderDeletion Score: -22241826.000000 Penalty: 54191.679688 Iteration 43Q: 28 clusters Score -2.224183e+07 nChanged 3938 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 303 members Mstep: Class 3 contains 36160 members Mstep: Class 4 contains 6528 members Mstep: Class 5 contains 12586 members Mstep: Class 6 contains 8344 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 3616 members Mstep: Class 9 contains 2170 members Mstep: Class 10 contains 19569 members Mstep: Class 11 contains 2249 members Mstep: Class 12 contains 2354 members Mstep: Class 13 contains 1136 members Mstep: Class 14 contains 2091 members Mstep: Class 15 contains 41929 members Mstep: Class 16 contains 4715 members Mstep: Class 17 contains 7174 members Mstep: Class 18 contains 13802 members Mstep: Class 19 contains 4736 members Mstep: Class 20 contains 632 members Mstep: Class 21 contains 11590 members Mstep: Class 22 contains 3594 members Mstep: Class 23 contains 115 members Mstep: Class 24 contains 3951 members Mstep: Class 25 contains 37432 members Mstep: Class 26 contains 1162 members Mstep: Class 27 contains 807 members Entering Unmasked Estep ConsiderDeletion Score: -22243306.000000 Penalty: 54191.679688 Iteration 44Q: 28 clusters Score -2.224331e+07 nChanged 3496 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 305 members Mstep: Class 3 contains 37436 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 12568 members Mstep: Class 6 contains 8602 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 3606 members Mstep: Class 9 contains 2191 members Mstep: Class 10 contains 19457 members Mstep: Class 11 contains 2264 members Mstep: Class 12 contains 2366 members Mstep: Class 13 contains 1157 members Mstep: Class 14 contains 2086 members Mstep: Class 15 contains 41842 members Mstep: Class 16 contains 4812 members Mstep: Class 17 contains 7101 members Mstep: Class 18 contains 13742 members Mstep: Class 19 contains 4806 members Mstep: Class 20 contains 633 members Mstep: Class 21 contains 11774 members Mstep: Class 22 contains 3594 members Mstep: Class 23 contains 115 members Mstep: Class 24 contains 4036 members Mstep: Class 25 contains 36050 members Mstep: Class 26 contains 1169 members Mstep: Class 27 contains 811 members Entering Unmasked Estep ConsiderDeletion Score: -22244496.000000 Penalty: 54191.679688 Iteration 45Q: 28 clusters Score -2.22445e+07 nChanged 3251 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 307 members Mstep: Class 3 contains 38823 members Mstep: Class 4 contains 6222 members Mstep: Class 5 contains 12558 members Mstep: Class 6 contains 8763 members Mstep: Class 7 contains 493 members Mstep: Class 8 contains 3597 members Mstep: Class 9 contains 2202 members Mstep: Class 10 contains 19368 members Mstep: Class 11 contains 2270 members Mstep: Class 12 contains 2374 members Mstep: Class 13 contains 1165 members Mstep: Class 14 contains 2087 members Mstep: Class 15 contains 41788 members Mstep: Class 16 contains 4891 members Mstep: Class 17 contains 7025 members Mstep: Class 18 contains 13644 members Mstep: Class 19 contains 4889 members Mstep: Class 20 contains 635 members Mstep: Class 21 contains 11965 members Mstep: Class 22 contains 3594 members Mstep: Class 23 contains 115 members Mstep: Class 24 contains 4113 members Mstep: Class 25 contains 34665 members Mstep: Class 26 contains 1173 members Mstep: Class 27 contains 814 members Entering Unmasked Estep ConsiderDeletion Score: -22245632.000000 Penalty: 54191.679688 Iteration 46Q: 28 clusters Score -2.224563e+07 nChanged 2974 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 40189 members Mstep: Class 4 contains 6081 members Mstep: Class 5 contains 12555 members Mstep: Class 6 contains 8842 members Mstep: Class 7 contains 495 members Mstep: Class 8 contains 3584 members Mstep: Class 9 contains 2214 members Mstep: Class 10 contains 19283 members Mstep: Class 11 contains 2265 members Mstep: Class 12 contains 2382 members Mstep: Class 13 contains 1170 members Mstep: Class 14 contains 2092 members Mstep: Class 15 contains 41755 members Mstep: Class 16 contains 4968 members Mstep: Class 17 contains 6940 members Mstep: Class 18 contains 13548 members Mstep: Class 19 contains 4964 members Mstep: Class 20 contains 635 members Mstep: Class 21 contains 12137 members Mstep: Class 22 contains 3593 members Mstep: Class 23 contains 115 members Mstep: Class 24 contains 4182 members Mstep: Class 25 contains 33362 members Mstep: Class 26 contains 1171 members Mstep: Class 27 contains 819 members Entering Unmasked Estep ConsiderDeletion Score: -22246574.000000 Penalty: 54191.679688 Iteration 47Q: 28 clusters Score -2.224657e+07 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 41593 members Mstep: Class 4 contains 5935 members Mstep: Class 5 contains 12554 members Mstep: Class 6 contains 8895 members Mstep: Class 7 contains 496 members Mstep: Class 8 contains 3577 members Mstep: Class 9 contains 2230 members Mstep: Class 10 contains 19206 members Mstep: Class 11 contains 2251 members Mstep: Class 12 contains 2381 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 2097 members Mstep: Class 15 contains 41726 members Mstep: Class 16 contains 5021 members Mstep: Class 17 contains 6854 members Mstep: Class 18 contains 13400 members Mstep: Class 19 contains 5049 members Mstep: Class 20 contains 635 members Mstep: Class 21 contains 12305 members Mstep: Class 22 contains 3593 members Mstep: Class 23 contains 115 members Mstep: Class 24 contains 4235 members Mstep: Class 25 contains 32113 members Mstep: Class 26 contains 1172 members Mstep: Class 27 contains 818 members Entering Unmasked Estep ConsiderDeletion Score: -22247530.000000 Penalty: 54191.679688 Iteration 48Q: 28 clusters Score -2.224753e+07 nChanged 2604 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 310 members Mstep: Class 3 contains 43017 members Mstep: Class 4 contains 5816 members Mstep: Class 5 contains 12550 members Mstep: Class 6 contains 8911 members Mstep: Class 7 contains 498 members Mstep: Class 8 contains 3568 members Mstep: Class 9 contains 2216 members Mstep: Class 10 contains 19144 members Mstep: Class 11 contains 2252 members Mstep: Class 12 contains 2389 members Mstep: Class 13 contains 1179 members Mstep: Class 14 contains 2099 members Mstep: Class 15 contains 41711 members Mstep: Class 16 contains 5077 members Mstep: Class 17 contains 6760 members Mstep: Class 18 contains 13154 members Mstep: Class 19 contains 5122 members Mstep: Class 20 contains 635 members Mstep: Class 21 contains 12428 members Mstep: Class 22 contains 3593 members Mstep: Class 23 contains 115 members Mstep: Class 24 contains 4264 members Mstep: Class 25 contains 31004 members Mstep: Class 26 contains 1174 members Mstep: Class 27 contains 822 members Entering Unmasked Estep ConsiderDeletion Score: -22248290.000000 Penalty: 54191.679688 Iteration 49Q: 28 clusters Score -2.224829e+07 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 310 members Mstep: Class 3 contains 44422 members Mstep: Class 4 contains 5720 members Mstep: Class 5 contains 12544 members Mstep: Class 6 contains 8893 members Mstep: Class 7 contains 501 members Mstep: Class 8 contains 3565 members Mstep: Class 9 contains 2204 members Mstep: Class 10 contains 19080 members Mstep: Class 11 contains 2246 members Mstep: Class 12 contains 2388 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 2101 members Mstep: Class 15 contains 41714 members Mstep: Class 16 contains 5130 members Mstep: Class 17 contains 6648 members Mstep: Class 18 contains 12891 members Mstep: Class 19 contains 5180 members Mstep: Class 20 contains 634 members Mstep: Class 21 contains 12531 members Mstep: Class 22 contains 3593 members Mstep: Class 23 contains 115 members Mstep: Class 24 contains 4291 members Mstep: Class 25 contains 29985 members Mstep: Class 26 contains 1174 members Mstep: Class 27 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -22249026.000000 Penalty: 54191.679688 Iteration 50Q: 28 clusters Score -2.224903e+07 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 310 members Mstep: Class 3 contains 45722 members Mstep: Class 4 contains 5640 members Mstep: Class 5 contains 12543 members Mstep: Class 6 contains 8873 members Mstep: Class 7 contains 501 members Mstep: Class 8 contains 3562 members Mstep: Class 9 contains 2201 members Mstep: Class 10 contains 19041 members Mstep: Class 11 contains 2235 members Mstep: Class 12 contains 2382 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 2106 members Mstep: Class 15 contains 41709 members Mstep: Class 16 contains 5177 members Mstep: Class 17 contains 6553 members Mstep: Class 18 contains 12642 members Mstep: Class 19 contains 5225 members Mstep: Class 20 contains 633 members Mstep: Class 21 contains 12630 members Mstep: Class 22 contains 3593 members Mstep: Class 23 contains 115 members Mstep: Class 24 contains 4303 members Mstep: Class 25 contains 29042 members Mstep: Class 26 contains 1175 members Mstep: Class 27 contains 824 members Entering Unmasked Estep ConsiderDeletion Score: -22249718.000000 Penalty: 54191.679688 Iteration 51Q: 28 clusters Score -2.224972e+07 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 310 members Mstep: Class 3 contains 47052 members Mstep: Class 4 contains 5582 members Mstep: Class 5 contains 12537 members Mstep: Class 6 contains 8852 members Mstep: Class 7 contains 501 members Mstep: Class 8 contains 3562 members Mstep: Class 9 contains 2189 members Mstep: Class 10 contains 19002 members Mstep: Class 11 contains 2221 members Mstep: Class 12 contains 2377 members Mstep: Class 13 contains 1189 members Mstep: Class 14 contains 2099 members Mstep: Class 15 contains 41712 members Mstep: Class 16 contains 5213 members Mstep: Class 17 contains 6443 members Mstep: Class 18 contains 12344 members Mstep: Class 19 contains 5272 members Mstep: Class 20 contains 633 members Mstep: Class 21 contains 12713 members Mstep: Class 22 contains 3593 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4314 members Mstep: Class 25 contains 28142 members Mstep: Class 26 contains 1174 members Mstep: Class 27 contains 825 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1989.581299 but Gain 2007.097656 Score: -22250474.000000 Penalty: 52184.582031 Iteration 52Q: 27 clusters Score -2.225047e+07 nChanged 3212 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 311 members Mstep: Class 3 contains 48738 members Mstep: Class 4 contains 5547 members Mstep: Class 5 contains 12528 members Mstep: Class 6 contains 8841 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 3563 members Mstep: Class 9 contains 2222 members Mstep: Class 10 contains 19011 members Mstep: Class 11 contains 2203 members Mstep: Class 12 contains 2383 members Mstep: Class 13 contains 1210 members Mstep: Class 14 contains 2098 members Mstep: Class 15 contains 42099 members Mstep: Class 16 contains 5256 members Mstep: Class 17 contains 6359 members Mstep: Class 18 contains 12107 members Mstep: Class 19 contains 5315 members Mstep: Class 20 contains 633 members Mstep: Class 21 contains 12778 members Mstep: Class 22 contains 3593 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4338 members Mstep: Class 25 contains 27477 members Mstep: Class 26 contains 1174 members Mstep: Class 27 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -22252344.000000 Penalty: 52184.582031 Iteration 53Q: 27 clusters Score -2.225234e+07 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 311 members Mstep: Class 3 contains 49967 members Mstep: Class 4 contains 5494 members Mstep: Class 5 contains 12523 members Mstep: Class 6 contains 8774 members Mstep: Class 7 contains 507 members Mstep: Class 8 contains 3558 members Mstep: Class 9 contains 2210 members Mstep: Class 10 contains 18988 members Mstep: Class 11 contains 2197 members Mstep: Class 12 contains 2376 members Mstep: Class 13 contains 1206 members Mstep: Class 14 contains 2107 members Mstep: Class 15 contains 42091 members Mstep: Class 16 contains 5295 members Mstep: Class 17 contains 6243 members Mstep: Class 18 contains 11743 members Mstep: Class 19 contains 5336 members Mstep: Class 20 contains 632 members Mstep: Class 21 contains 12840 members Mstep: Class 22 contains 3593 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4352 members Mstep: Class 25 contains 26768 members Mstep: Class 26 contains 1173 members Mstep: Class 27 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -22252812.000000 Penalty: 52184.582031 Iteration 54Q: 27 clusters Score -2.225281e+07 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 310 members Mstep: Class 3 contains 51157 members Mstep: Class 4 contains 5456 members Mstep: Class 5 contains 12514 members Mstep: Class 6 contains 8736 members Mstep: Class 7 contains 512 members Mstep: Class 8 contains 3555 members Mstep: Class 9 contains 2191 members Mstep: Class 10 contains 18974 members Mstep: Class 11 contains 2188 members Mstep: Class 12 contains 2373 members Mstep: Class 13 contains 1201 members Mstep: Class 14 contains 2120 members Mstep: Class 15 contains 42088 members Mstep: Class 16 contains 5331 members Mstep: Class 17 contains 6142 members Mstep: Class 18 contains 11343 members Mstep: Class 19 contains 5347 members Mstep: Class 20 contains 632 members Mstep: Class 21 contains 12892 members Mstep: Class 22 contains 3593 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4362 members Mstep: Class 25 contains 26091 members Mstep: Class 26 contains 1175 members Mstep: Class 27 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -22253218.000000 Penalty: 52184.582031 Iteration 55Q: 27 clusters Score -2.225322e+07 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 310 members Mstep: Class 3 contains 52298 members Mstep: Class 4 contains 5439 members Mstep: Class 5 contains 12507 members Mstep: Class 6 contains 8682 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 3552 members Mstep: Class 9 contains 2167 members Mstep: Class 10 contains 18960 members Mstep: Class 11 contains 2172 members Mstep: Class 12 contains 2367 members Mstep: Class 13 contains 1200 members Mstep: Class 14 contains 2125 members Mstep: Class 15 contains 42087 members Mstep: Class 16 contains 5355 members Mstep: Class 17 contains 6044 members Mstep: Class 18 contains 10998 members Mstep: Class 19 contains 5353 members Mstep: Class 20 contains 632 members Mstep: Class 21 contains 12934 members Mstep: Class 22 contains 3594 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4372 members Mstep: Class 25 contains 25449 members Mstep: Class 26 contains 1172 members Mstep: Class 27 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -22253638.000000 Penalty: 52184.582031 Iteration 56Q: 27 clusters Score -2.225364e+07 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 309 members Mstep: Class 3 contains 53370 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 12499 members Mstep: Class 6 contains 8610 members Mstep: Class 7 contains 512 members Mstep: Class 8 contains 3549 members Mstep: Class 9 contains 2155 members Mstep: Class 10 contains 18934 members Mstep: Class 11 contains 2158 members Mstep: Class 12 contains 2360 members Mstep: Class 13 contains 1200 members Mstep: Class 14 contains 2128 members Mstep: Class 15 contains 42090 members Mstep: Class 16 contains 5396 members Mstep: Class 17 contains 5942 members Mstep: Class 18 contains 10651 members Mstep: Class 19 contains 5365 members Mstep: Class 20 contains 630 members Mstep: Class 21 contains 12978 members Mstep: Class 22 contains 3594 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4382 members Mstep: Class 25 contains 24873 members Mstep: Class 26 contains 1171 members Mstep: Class 27 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -22254224.000000 Penalty: 52184.582031 Iteration 57Q: 27 clusters Score -2.225422e+07 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 54375 members Mstep: Class 4 contains 5415 members Mstep: Class 5 contains 12495 members Mstep: Class 6 contains 8535 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 3547 members Mstep: Class 9 contains 2150 members Mstep: Class 10 contains 18904 members Mstep: Class 11 contains 2145 members Mstep: Class 12 contains 2356 members Mstep: Class 13 contains 1199 members Mstep: Class 14 contains 2122 members Mstep: Class 15 contains 42092 members Mstep: Class 16 contains 5434 members Mstep: Class 17 contains 5839 members Mstep: Class 18 contains 10304 members Mstep: Class 19 contains 5369 members Mstep: Class 20 contains 629 members Mstep: Class 21 contains 13019 members Mstep: Class 22 contains 3594 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4391 members Mstep: Class 25 contains 24375 members Mstep: Class 26 contains 1172 members Mstep: Class 27 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -22254580.000000 Penalty: 52184.582031 Iteration 58Q: 27 clusters Score -2.225458e+07 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 55295 members Mstep: Class 4 contains 5401 members Mstep: Class 5 contains 12492 members Mstep: Class 6 contains 8453 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 3544 members Mstep: Class 9 contains 2148 members Mstep: Class 10 contains 18880 members Mstep: Class 11 contains 2132 members Mstep: Class 12 contains 2355 members Mstep: Class 13 contains 1198 members Mstep: Class 14 contains 2122 members Mstep: Class 15 contains 42093 members Mstep: Class 16 contains 5468 members Mstep: Class 17 contains 5735 members Mstep: Class 18 contains 9983 members Mstep: Class 19 contains 5372 members Mstep: Class 20 contains 629 members Mstep: Class 21 contains 13053 members Mstep: Class 22 contains 3594 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4407 members Mstep: Class 25 contains 23934 members Mstep: Class 26 contains 1173 members Mstep: Class 27 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -22254730.000000 Penalty: 52184.582031 Iteration 59Q: 27 clusters Score -2.225473e+07 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 56085 members Mstep: Class 4 contains 5390 members Mstep: Class 5 contains 12492 members Mstep: Class 6 contains 8363 members Mstep: Class 7 contains 513 members Mstep: Class 8 contains 3538 members Mstep: Class 9 contains 2140 members Mstep: Class 10 contains 18862 members Mstep: Class 11 contains 2118 members Mstep: Class 12 contains 2353 members Mstep: Class 13 contains 1198 members Mstep: Class 14 contains 2119 members Mstep: Class 15 contains 42095 members Mstep: Class 16 contains 5508 members Mstep: Class 17 contains 5654 members Mstep: Class 18 contains 9710 members Mstep: Class 19 contains 5380 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13078 members Mstep: Class 22 contains 3594 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4416 members Mstep: Class 25 contains 23571 members Mstep: Class 26 contains 1170 members Mstep: Class 27 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -22255056.000000 Penalty: 52184.582031 Iteration 60F: 27 clusters Score -2.225506e+07 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 56854 members Mstep: Class 4 contains 5374 members Mstep: Class 5 contains 12489 members Mstep: Class 6 contains 8278 members Mstep: Class 7 contains 522 members Mstep: Class 8 contains 3531 members Mstep: Class 9 contains 2134 members Mstep: Class 10 contains 18833 members Mstep: Class 11 contains 2105 members Mstep: Class 12 contains 2351 members Mstep: Class 13 contains 1198 members Mstep: Class 14 contains 2120 members Mstep: Class 15 contains 42097 members Mstep: Class 16 contains 5551 members Mstep: Class 17 contains 5584 members Mstep: Class 18 contains 9457 members Mstep: Class 19 contains 5393 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13104 members Mstep: Class 22 contains 3594 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4429 members Mstep: Class 25 contains 23180 members Mstep: Class 26 contains 1168 members Mstep: Class 27 contains 842 members Entering Unmasked Estep ConsiderDeletion Score: -22255352.000000 Penalty: 52184.582031 Iteration 61Q: 27 clusters Score -2.225535e+07 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 308 members Mstep: Class 3 contains 57549 members Mstep: Class 4 contains 5364 members Mstep: Class 5 contains 12483 members Mstep: Class 6 contains 8195 members Mstep: Class 7 contains 526 members Mstep: Class 8 contains 3529 members Mstep: Class 9 contains 2131 members Mstep: Class 10 contains 18818 members Mstep: Class 11 contains 2079 members Mstep: Class 12 contains 2353 members Mstep: Class 13 contains 1198 members Mstep: Class 14 contains 2119 members Mstep: Class 15 contains 42098 members Mstep: Class 16 contains 5590 members Mstep: Class 17 contains 5515 members Mstep: Class 18 contains 9227 members Mstep: Class 19 contains 5408 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13128 members Mstep: Class 22 contains 3594 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4440 members Mstep: Class 25 contains 22835 members Mstep: Class 26 contains 1169 members Mstep: Class 27 contains 842 members Entering Unmasked Estep ConsiderDeletion Score: -22255528.000000 Penalty: 52184.582031 Iteration 62Q: 27 clusters Score -2.225553e+07 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 309 members Mstep: Class 3 contains 58180 members Mstep: Class 4 contains 5354 members Mstep: Class 5 contains 12480 members Mstep: Class 6 contains 8120 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 3528 members Mstep: Class 9 contains 2123 members Mstep: Class 10 contains 18804 members Mstep: Class 11 contains 2060 members Mstep: Class 12 contains 2354 members Mstep: Class 13 contains 1199 members Mstep: Class 14 contains 2116 members Mstep: Class 15 contains 42098 members Mstep: Class 16 contains 5629 members Mstep: Class 17 contains 5450 members Mstep: Class 18 contains 8988 members Mstep: Class 19 contains 5420 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13153 members Mstep: Class 22 contains 3596 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4453 members Mstep: Class 25 contains 22542 members Mstep: Class 26 contains 1170 members Mstep: Class 27 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -22255808.000000 Penalty: 52184.582031 Iteration 63Q: 27 clusters Score -2.225581e+07 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 310 members Mstep: Class 3 contains 58770 members Mstep: Class 4 contains 5349 members Mstep: Class 5 contains 12472 members Mstep: Class 6 contains 8060 members Mstep: Class 7 contains 529 members Mstep: Class 8 contains 3525 members Mstep: Class 9 contains 2113 members Mstep: Class 10 contains 18795 members Mstep: Class 11 contains 2042 members Mstep: Class 12 contains 2356 members Mstep: Class 13 contains 1199 members Mstep: Class 14 contains 2111 members Mstep: Class 15 contains 42099 members Mstep: Class 16 contains 5662 members Mstep: Class 17 contains 5401 members Mstep: Class 18 contains 8779 members Mstep: Class 19 contains 5426 members Mstep: Class 20 contains 626 members Mstep: Class 21 contains 13176 members Mstep: Class 22 contains 3596 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4463 members Mstep: Class 25 contains 22254 members Mstep: Class 26 contains 1169 members Mstep: Class 27 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -22255934.000000 Penalty: 52184.582031 Iteration 64Q: 27 clusters Score -2.225593e+07 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 312 members Mstep: Class 3 contains 59329 members Mstep: Class 4 contains 5352 members Mstep: Class 5 contains 12467 members Mstep: Class 6 contains 7995 members Mstep: Class 7 contains 524 members Mstep: Class 8 contains 3523 members Mstep: Class 9 contains 2101 members Mstep: Class 10 contains 18787 members Mstep: Class 11 contains 2020 members Mstep: Class 12 contains 2360 members Mstep: Class 13 contains 1196 members Mstep: Class 14 contains 2111 members Mstep: Class 15 contains 42099 members Mstep: Class 16 contains 5698 members Mstep: Class 17 contains 5364 members Mstep: Class 18 contains 8584 members Mstep: Class 19 contains 5437 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13189 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4471 members Mstep: Class 25 contains 21969 members Mstep: Class 26 contains 1170 members Mstep: Class 27 contains 843 members Entering Unmasked Estep ConsiderDeletion Score: -22256090.000000 Penalty: 52184.582031 Iteration 65Q: 27 clusters Score -2.225609e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 59891 members Mstep: Class 4 contains 5363 members Mstep: Class 5 contains 12458 members Mstep: Class 6 contains 7934 members Mstep: Class 7 contains 522 members Mstep: Class 8 contains 3517 members Mstep: Class 9 contains 2093 members Mstep: Class 10 contains 18790 members Mstep: Class 11 contains 2005 members Mstep: Class 12 contains 2358 members Mstep: Class 13 contains 1196 members Mstep: Class 14 contains 2105 members Mstep: Class 15 contains 42102 members Mstep: Class 16 contains 5725 members Mstep: Class 17 contains 5333 members Mstep: Class 18 contains 8358 members Mstep: Class 19 contains 5445 members Mstep: Class 20 contains 629 members Mstep: Class 21 contains 13204 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4476 members Mstep: Class 25 contains 21702 members Mstep: Class 26 contains 1170 members Mstep: Class 27 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -22256220.000000 Penalty: 52184.582031 Iteration 66Q: 27 clusters Score -2.225622e+07 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 60456 members Mstep: Class 4 contains 5366 members Mstep: Class 5 contains 12450 members Mstep: Class 6 contains 7862 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3511 members Mstep: Class 9 contains 2084 members Mstep: Class 10 contains 18790 members Mstep: Class 11 contains 1991 members Mstep: Class 12 contains 2360 members Mstep: Class 13 contains 1196 members Mstep: Class 14 contains 2103 members Mstep: Class 15 contains 42108 members Mstep: Class 16 contains 5747 members Mstep: Class 17 contains 5303 members Mstep: Class 18 contains 8128 members Mstep: Class 19 contains 5448 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13219 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4484 members Mstep: Class 25 contains 21448 members Mstep: Class 26 contains 1172 members Mstep: Class 27 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -22256330.000000 Penalty: 52184.582031 Iteration 67Q: 27 clusters Score -2.225633e+07 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 60990 members Mstep: Class 4 contains 5375 members Mstep: Class 5 contains 12440 members Mstep: Class 6 contains 7800 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 3511 members Mstep: Class 9 contains 2074 members Mstep: Class 10 contains 18786 members Mstep: Class 11 contains 1980 members Mstep: Class 12 contains 2360 members Mstep: Class 13 contains 1196 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 42117 members Mstep: Class 16 contains 5765 members Mstep: Class 17 contains 5281 members Mstep: Class 18 contains 7920 members Mstep: Class 19 contains 5451 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13233 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4484 members Mstep: Class 25 contains 21187 members Mstep: Class 26 contains 1173 members Mstep: Class 27 contains 843 members Entering Unmasked Estep ConsiderDeletion Score: -22256420.000000 Penalty: 52184.582031 Iteration 68Q: 27 clusters Score -2.225642e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 61525 members Mstep: Class 4 contains 5379 members Mstep: Class 5 contains 12432 members Mstep: Class 6 contains 7730 members Mstep: Class 7 contains 519 members Mstep: Class 8 contains 3511 members Mstep: Class 9 contains 2058 members Mstep: Class 10 contains 18786 members Mstep: Class 11 contains 1967 members Mstep: Class 12 contains 2360 members Mstep: Class 13 contains 1196 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 42122 members Mstep: Class 16 contains 5784 members Mstep: Class 17 contains 5262 members Mstep: Class 18 contains 7712 members Mstep: Class 19 contains 5453 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13252 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4491 members Mstep: Class 25 contains 20929 members Mstep: Class 26 contains 1173 members Mstep: Class 27 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -22256484.000000 Penalty: 52184.582031 Iteration 69Q: 27 clusters Score -2.225648e+07 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 62022 members Mstep: Class 4 contains 5382 members Mstep: Class 5 contains 12425 members Mstep: Class 6 contains 7675 members Mstep: Class 7 contains 519 members Mstep: Class 8 contains 3510 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 18782 members Mstep: Class 11 contains 1954 members Mstep: Class 12 contains 2358 members Mstep: Class 13 contains 1195 members Mstep: Class 14 contains 2099 members Mstep: Class 15 contains 42127 members Mstep: Class 16 contains 5800 members Mstep: Class 17 contains 5250 members Mstep: Class 18 contains 7516 members Mstep: Class 19 contains 5458 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13269 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4496 members Mstep: Class 25 contains 20681 members Mstep: Class 26 contains 1174 members Mstep: Class 27 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -22256600.000000 Penalty: 52184.582031 Iteration 70Q: 27 clusters Score -2.22566e+07 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 62506 members Mstep: Class 4 contains 5383 members Mstep: Class 5 contains 12421 members Mstep: Class 6 contains 7614 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3509 members Mstep: Class 9 contains 2046 members Mstep: Class 10 contains 18781 members Mstep: Class 11 contains 1947 members Mstep: Class 12 contains 2357 members Mstep: Class 13 contains 1193 members Mstep: Class 14 contains 2099 members Mstep: Class 15 contains 42132 members Mstep: Class 16 contains 5817 members Mstep: Class 17 contains 5239 members Mstep: Class 18 contains 7326 members Mstep: Class 19 contains 5463 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13285 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4497 members Mstep: Class 25 contains 20432 members Mstep: Class 26 contains 1173 members Mstep: Class 27 contains 847 members Entering Unmasked Estep ConsiderDeletion Score: -22256764.000000 Penalty: 52184.582031 Iteration 71Q: 27 clusters Score -2.225676e+07 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 62995 members Mstep: Class 4 contains 5379 members Mstep: Class 5 contains 12418 members Mstep: Class 6 contains 7550 members Mstep: Class 7 contains 522 members Mstep: Class 8 contains 3506 members Mstep: Class 9 contains 2042 members Mstep: Class 10 contains 18780 members Mstep: Class 11 contains 1930 members Mstep: Class 12 contains 2356 members Mstep: Class 13 contains 1193 members Mstep: Class 14 contains 2098 members Mstep: Class 15 contains 42135 members Mstep: Class 16 contains 5840 members Mstep: Class 17 contains 5225 members Mstep: Class 18 contains 7147 members Mstep: Class 19 contains 5466 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13303 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4501 members Mstep: Class 25 contains 20182 members Mstep: Class 26 contains 1173 members Mstep: Class 27 contains 847 members Entering Unmasked Estep ConsiderDeletion Score: -22257048.000000 Penalty: 52184.582031 Iteration 72Q: 27 clusters Score -2.225705e+07 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 63458 members Mstep: Class 4 contains 5379 members Mstep: Class 5 contains 12417 members Mstep: Class 6 contains 7495 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3505 members Mstep: Class 9 contains 2040 members Mstep: Class 10 contains 18780 members Mstep: Class 11 contains 1912 members Mstep: Class 12 contains 2356 members Mstep: Class 13 contains 1192 members Mstep: Class 14 contains 2097 members Mstep: Class 15 contains 42137 members Mstep: Class 16 contains 5857 members Mstep: Class 17 contains 5210 members Mstep: Class 18 contains 6973 members Mstep: Class 19 contains 5468 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13315 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4496 members Mstep: Class 25 contains 19962 members Mstep: Class 26 contains 1172 members Mstep: Class 27 contains 846 members Entering Unmasked Estep ConsiderDeletion Score: -22257214.000000 Penalty: 52184.582031 Iteration 73Q: 27 clusters Score -2.225721e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 63856 members Mstep: Class 4 contains 5376 members Mstep: Class 5 contains 12415 members Mstep: Class 6 contains 7445 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3502 members Mstep: Class 9 contains 2039 members Mstep: Class 10 contains 18790 members Mstep: Class 11 contains 1906 members Mstep: Class 12 contains 2355 members Mstep: Class 13 contains 1191 members Mstep: Class 14 contains 2097 members Mstep: Class 15 contains 42139 members Mstep: Class 16 contains 5861 members Mstep: Class 17 contains 5201 members Mstep: Class 18 contains 6822 members Mstep: Class 19 contains 5473 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13325 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4496 members Mstep: Class 25 contains 19760 members Mstep: Class 26 contains 1172 members Mstep: Class 27 contains 846 members Entering Unmasked Estep ConsiderDeletion Score: -22257290.000000 Penalty: 52184.582031 Iteration 74Q: 27 clusters Score -2.225729e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 64196 members Mstep: Class 4 contains 5377 members Mstep: Class 5 contains 12413 members Mstep: Class 6 contains 7399 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3503 members Mstep: Class 9 contains 2035 members Mstep: Class 10 contains 18794 members Mstep: Class 11 contains 1894 members Mstep: Class 12 contains 2355 members Mstep: Class 13 contains 1190 members Mstep: Class 14 contains 2101 members Mstep: Class 15 contains 42142 members Mstep: Class 16 contains 5870 members Mstep: Class 17 contains 5198 members Mstep: Class 18 contains 6699 members Mstep: Class 19 contains 5483 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13332 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4497 members Mstep: Class 25 contains 19569 members Mstep: Class 26 contains 1173 members Mstep: Class 27 contains 847 members Entering Unmasked Estep ConsiderDeletion Score: -22257402.000000 Penalty: 52184.582031 Iteration 75Q: 27 clusters Score -2.22574e+07 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 64511 members Mstep: Class 4 contains 5381 members Mstep: Class 5 contains 12414 members Mstep: Class 6 contains 7354 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3504 members Mstep: Class 9 contains 2036 members Mstep: Class 10 contains 18796 members Mstep: Class 11 contains 1878 members Mstep: Class 12 contains 2354 members Mstep: Class 13 contains 1190 members Mstep: Class 14 contains 2101 members Mstep: Class 15 contains 42144 members Mstep: Class 16 contains 5883 members Mstep: Class 17 contains 5194 members Mstep: Class 18 contains 6583 members Mstep: Class 19 contains 5489 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13338 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4499 members Mstep: Class 25 contains 19399 members Mstep: Class 26 contains 1172 members Mstep: Class 27 contains 847 members Entering Unmasked Estep ConsiderDeletion Score: -22257424.000000 Penalty: 52184.582031 Iteration 76Q: 27 clusters Score -2.225742e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 64821 members Mstep: Class 4 contains 5376 members Mstep: Class 5 contains 12414 members Mstep: Class 6 contains 7322 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3503 members Mstep: Class 9 contains 2034 members Mstep: Class 10 contains 18800 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 2352 members Mstep: Class 13 contains 1190 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 42146 members Mstep: Class 16 contains 5903 members Mstep: Class 17 contains 5192 members Mstep: Class 18 contains 6478 members Mstep: Class 19 contains 5495 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13353 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4499 members Mstep: Class 25 contains 19206 members Mstep: Class 26 contains 1171 members Mstep: Class 27 contains 847 members Entering Unmasked Estep ConsiderDeletion Score: -22257430.000000 Penalty: 52184.582031 Iteration 77Q: 27 clusters Score -2.225743e+07 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 313 members Mstep: Class 3 contains 65076 members Mstep: Class 4 contains 5370 members Mstep: Class 5 contains 12414 members Mstep: Class 6 contains 7303 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3501 members Mstep: Class 9 contains 2034 members Mstep: Class 10 contains 18805 members Mstep: Class 11 contains 1849 members Mstep: Class 12 contains 2350 members Mstep: Class 13 contains 1190 members Mstep: Class 14 contains 2100 members Mstep: Class 15 contains 42146 members Mstep: Class 16 contains 5914 members Mstep: Class 17 contains 5189 members Mstep: Class 18 contains 6395 members Mstep: Class 19 contains 5500 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13370 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4502 members Mstep: Class 25 contains 19043 members Mstep: Class 26 contains 1169 members Mstep: Class 27 contains 847 members Entering Unmasked Estep ConsiderDeletion Score: -22257504.000000 Penalty: 52184.582031 Iteration 78Q: 27 clusters Score -2.22575e+07 nChanged 394 Entering ConstructFrom: Score: -22257504.000000 Penalty: 52184.582031 Entering ConstructFrom: Trying to split cluster 2 (312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Entering Unmasked Estep Score: -26919.800781 Penalty: 933.238037 Iteration 0F: 2 clusters Score -26919.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -26101.181641 Penalty: 1866.476074 Iteration 0F: 3 clusters Score -26101.18 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -26265.990234 Penalty: 1866.476074 Iteration 1F: 3 clusters Score -26265.99 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -26351.320312 Penalty: 1866.476074 Iteration 2F: 3 clusters Score -26351.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -26379.251953 Penalty: 1866.476074 Iteration 3Q: 3 clusters Score -26379.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -26379.251953 Penalty: 1866.476074 Iteration 4F: 3 clusters Score -26379.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (65333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65333 members Entering Unmasked Estep Score: -6442277.000000 Penalty: 1801.678589 Iteration 0F: 2 clusters Score -6442277 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32704 members Mstep: Class 2 contains 32629 members Entering Unmasked Estep Score: -6398727.000000 Penalty: 3603.357178 Iteration 0F: 3 clusters Score -6398727 nChanged 30919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32225 members Mstep: Class 2 contains 33108 members Entering Unmasked Estep Score: -6417780.000000 Penalty: 3603.357178 Iteration 1F: 3 clusters Score -6417780 nChanged 3340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32183 members Mstep: Class 2 contains 33150 members Entering Unmasked Estep Score: -6419234.500000 Penalty: 3603.357178 Iteration 2F: 3 clusters Score -6419234 nChanged 3624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32333 members Mstep: Class 2 contains 33000 members Entering Unmasked Estep Score: -6421187.500000 Penalty: 3603.357178 Iteration 3F: 3 clusters Score -6421188 nChanged 4034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32849 members Mstep: Class 2 contains 32484 members Entering Unmasked Estep Score: -6423807.500000 Penalty: 3603.357178 Iteration 4F: 3 clusters Score -6423808 nChanged 4280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33793 members Mstep: Class 2 contains 31540 members Entering Unmasked Estep Score: -6426895.500000 Penalty: 3603.357178 Iteration 5F: 3 clusters Score -6426896 nChanged 4051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34880 members Mstep: Class 2 contains 30453 members Entering Unmasked Estep Score: -6429688.500000 Penalty: 3603.357178 Iteration 6F: 3 clusters Score -6429688 nChanged 3390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35900 members Mstep: Class 2 contains 29433 members Entering Unmasked Estep Score: -6431437.000000 Penalty: 3603.357178 Iteration 7F: 3 clusters Score -6431437 nChanged 2433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36739 members Mstep: Class 2 contains 28594 members Entering Unmasked Estep Score: -6432312.000000 Penalty: 3603.357178 Iteration 8Q: 3 clusters Score -6432312 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37506 members Mstep: Class 2 contains 27827 members Entering Unmasked Estep Score: -6432680.000000 Penalty: 3603.357178 Iteration 9Q: 3 clusters Score -6432680 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38256 members Mstep: Class 2 contains 27077 members Entering Unmasked Estep Score: -6432904.000000 Penalty: 3603.357178 Iteration 10Q: 3 clusters Score -6432904 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38950 members Mstep: Class 2 contains 26383 members Entering Unmasked Estep Score: -6433058.000000 Penalty: 3603.357178 Iteration 11Q: 3 clusters Score -6433058 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39648 members Mstep: Class 2 contains 25685 members Entering Unmasked Estep Score: -6433242.000000 Penalty: 3603.357178 Iteration 12Q: 3 clusters Score -6433242 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40412 members Mstep: Class 2 contains 24921 members Entering Unmasked Estep Score: -6433404.000000 Penalty: 3603.357178 Iteration 13Q: 3 clusters Score -6433404 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41180 members Mstep: Class 2 contains 24153 members Entering Unmasked Estep Score: -6433589.000000 Penalty: 3603.357178 Iteration 14Q: 3 clusters Score -6433589 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42000 members Mstep: Class 2 contains 23333 members Entering Unmasked Estep Score: -6433757.500000 Penalty: 3603.357178 Iteration 15Q: 3 clusters Score -6433758 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42856 members Mstep: Class 2 contains 22477 members Entering Unmasked Estep Score: -6433955.000000 Penalty: 3603.357178 Iteration 16Q: 3 clusters Score -6433955 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43753 members Mstep: Class 2 contains 21580 members Entering Unmasked Estep Score: -6434180.000000 Penalty: 3603.357178 Iteration 17Q: 3 clusters Score -6434180 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44706 members Mstep: Class 2 contains 20627 members Entering Unmasked Estep Score: -6434394.000000 Penalty: 3603.357178 Iteration 18Q: 3 clusters Score -6434394 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45739 members Mstep: Class 2 contains 19594 members Entering Unmasked Estep Score: -6434664.500000 Penalty: 3603.357178 Iteration 19Q: 3 clusters Score -6434664 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46734 members Mstep: Class 2 contains 18599 members Entering Unmasked Estep Score: -6434886.000000 Penalty: 3603.357178 Iteration 20F: 3 clusters Score -6434886 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47752 members Mstep: Class 2 contains 17581 members Entering Unmasked Estep Score: -6435177.500000 Penalty: 3603.357178 Iteration 21Q: 3 clusters Score -6435178 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48801 members Mstep: Class 2 contains 16532 members Entering Unmasked Estep Score: -6435442.000000 Penalty: 3603.357178 Iteration 22Q: 3 clusters Score -6435442 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49868 members Mstep: Class 2 contains 15465 members Entering Unmasked Estep Score: -6435706.500000 Penalty: 3603.357178 Iteration 23Q: 3 clusters Score -6435706 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50932 members Mstep: Class 2 contains 14401 members Entering Unmasked Estep Score: -6436000.000000 Penalty: 3603.357178 Iteration 24Q: 3 clusters Score -6436000 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52044 members Mstep: Class 2 contains 13289 members Entering Unmasked Estep Score: -6436390.000000 Penalty: 3603.357178 Iteration 25Q: 3 clusters Score -6436390 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53192 members Mstep: Class 2 contains 12141 members Entering Unmasked Estep Score: -6436833.500000 Penalty: 3603.357178 Iteration 26Q: 3 clusters Score -6436834 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54389 members Mstep: Class 2 contains 10944 members Entering Unmasked Estep Score: -6437259.000000 Penalty: 3603.357178 Iteration 27Q: 3 clusters Score -6437259 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55531 members Mstep: Class 2 contains 9802 members Entering Unmasked Estep Score: -6437708.500000 Penalty: 3603.357178 Iteration 28Q: 3 clusters Score -6437708 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56655 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -6438162.500000 Penalty: 3603.357178 Iteration 29Q: 3 clusters Score -6438162 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57743 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -6438598.500000 Penalty: 3603.357178 Iteration 30Q: 3 clusters Score -6438598 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58744 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -6439049.500000 Penalty: 3603.357178 Iteration 31Q: 3 clusters Score -6439050 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59650 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -6439386.500000 Penalty: 3603.357178 Iteration 32Q: 3 clusters Score -6439386 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60449 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -6439692.000000 Penalty: 3603.357178 Iteration 33Q: 3 clusters Score -6439692 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61114 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -6439977.500000 Penalty: 3603.357178 Iteration 34Q: 3 clusters Score -6439978 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61656 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -6440172.000000 Penalty: 3603.357178 Iteration 35Q: 3 clusters Score -6440172 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62089 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -6440304.000000 Penalty: 3603.357178 Iteration 36Q: 3 clusters Score -6440304 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62449 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -6440450.500000 Penalty: 3603.357178 Iteration 37Q: 3 clusters Score -6440450 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62756 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -6440550.500000 Penalty: 3603.357178 Iteration 38Q: 3 clusters Score -6440550 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63022 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -6440660.500000 Penalty: 3603.357178 Iteration 39Q: 3 clusters Score -6440660 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63215 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -6440764.500000 Penalty: 3603.357178 Iteration 40F: 3 clusters Score -6440764 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63388 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -6440818.500000 Penalty: 3603.357178 Iteration 41Q: 3 clusters Score -6440818 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63529 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -6440878.000000 Penalty: 3603.357178 Iteration 42Q: 3 clusters Score -6440878 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63645 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -6440930.500000 Penalty: 3603.357178 Iteration 43Q: 3 clusters Score -6440930 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63752 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -6440952.000000 Penalty: 3603.357178 Iteration 44Q: 3 clusters Score -6440952 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63843 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -6440983.000000 Penalty: 3603.357178 Iteration 45Q: 3 clusters Score -6440983 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63902 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -6441021.500000 Penalty: 3603.357178 Iteration 46Q: 3 clusters Score -6441022 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63950 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -6441023.500000 Penalty: 3603.357178 Iteration 47Q: 3 clusters Score -6441024 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63987 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -6441049.500000 Penalty: 3603.357178 Iteration 48Q: 3 clusters Score -6441050 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64031 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -6441071.000000 Penalty: 3603.357178 Iteration 49Q: 3 clusters Score -6441071 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64056 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -6441073.000000 Penalty: 3603.357178 Iteration 50Q: 3 clusters Score -6441073 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64077 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -6441081.000000 Penalty: 3603.357178 Iteration 51Q: 3 clusters Score -6441081 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64093 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -6441088.000000 Penalty: 3603.357178 Iteration 52Q: 3 clusters Score -6441088 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64099 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -6441084.000000 Penalty: 3603.357178 Iteration 53Q: 3 clusters Score -6441084 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64104 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -6441081.000000 Penalty: 3603.357178 Iteration 54Q: 3 clusters Score -6441081 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64109 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -6441085.000000 Penalty: 3603.357178 Iteration 55Q: 3 clusters Score -6441085 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64114 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -6441084.500000 Penalty: 3603.357178 Iteration 56Q: 3 clusters Score -6441084 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64120 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -6441088.000000 Penalty: 3603.357178 Iteration 57Q: 3 clusters Score -6441088 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64127 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -6441090.000000 Penalty: 3603.357178 Iteration 58Q: 3 clusters Score -6441090 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64131 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -6441089.500000 Penalty: 3603.357178 Iteration 59Q: 3 clusters Score -6441090 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64135 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -6441093.500000 Penalty: 3603.357178 Iteration 60F: 3 clusters Score -6441094 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64138 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -6441098.000000 Penalty: 3603.357178 Iteration 61Q: 3 clusters Score -6441098 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64141 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -6441099.500000 Penalty: 3603.357178 Iteration 62Q: 3 clusters Score -6441100 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64143 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -6441102.000000 Penalty: 3603.357178 Iteration 63Q: 3 clusters Score -6441102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64143 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -6441104.000000 Penalty: 3603.357178 Iteration 64Q: 3 clusters Score -6441104 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64144 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -6441103.500000 Penalty: 3603.357178 Iteration 65Q: 3 clusters Score -6441104 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64144 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -6441103.500000 Penalty: 3603.357178 Iteration 66F: 3 clusters Score -6441104 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Entering Unmasked Estep Score: -540206.000000 Penalty: 1395.432739 Iteration 0F: 2 clusters Score -540206 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -536028.750000 Penalty: 2790.865479 Iteration 0F: 3 clusters Score -536028.8 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -537176.875000 Penalty: 2790.865479 Iteration 1F: 3 clusters Score -537176.9 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -537366.562500 Penalty: 2790.865479 Iteration 2F: 3 clusters Score -537366.6 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -537486.437500 Penalty: 2790.865479 Iteration 3F: 3 clusters Score -537486.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -537578.750000 Penalty: 2790.865479 Iteration 4Q: 3 clusters Score -537578.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -537644.812500 Penalty: 2790.865479 Iteration 5Q: 3 clusters Score -537644.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -537701.437500 Penalty: 2790.865479 Iteration 6Q: 3 clusters Score -537701.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -537737.562500 Penalty: 2790.865479 Iteration 7Q: 3 clusters Score -537737.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -537769.750000 Penalty: 2790.865479 Iteration 8Q: 3 clusters Score -537769.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -537802.187500 Penalty: 2790.865479 Iteration 9Q: 3 clusters Score -537802.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -537838.437500 Penalty: 2790.865479 Iteration 10Q: 3 clusters Score -537838.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -537881.437500 Penalty: 2790.865479 Iteration 11Q: 3 clusters Score -537881.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -537933.875000 Penalty: 2790.865479 Iteration 12Q: 3 clusters Score -537933.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -537979.062500 Penalty: 2790.865479 Iteration 13Q: 3 clusters Score -537979.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -538027.125000 Penalty: 2790.865479 Iteration 14Q: 3 clusters Score -538027.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -538084.375000 Penalty: 2790.865479 Iteration 15Q: 3 clusters Score -538084.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -538132.500000 Penalty: 2790.865479 Iteration 16Q: 3 clusters Score -538132.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -538185.125000 Penalty: 2790.865479 Iteration 17Q: 3 clusters Score -538185.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -538255.250000 Penalty: 2790.865479 Iteration 18Q: 3 clusters Score -538255.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -538325.375000 Penalty: 2790.865479 Iteration 19Q: 3 clusters Score -538325.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -538392.000000 Penalty: 2790.865479 Iteration 20F: 3 clusters Score -538392 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -538463.625000 Penalty: 2790.865479 Iteration 21Q: 3 clusters Score -538463.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -538515.562500 Penalty: 2790.865479 Iteration 22Q: 3 clusters Score -538515.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -538570.687500 Penalty: 2790.865479 Iteration 23Q: 3 clusters Score -538570.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -538611.812500 Penalty: 2790.865479 Iteration 24Q: 3 clusters Score -538611.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -538646.500000 Penalty: 2790.865479 Iteration 25Q: 3 clusters Score -538646.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -538688.500000 Penalty: 2790.865479 Iteration 26Q: 3 clusters Score -538688.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -538727.750000 Penalty: 2790.865479 Iteration 27Q: 3 clusters Score -538727.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -538772.562500 Penalty: 2790.865479 Iteration 28Q: 3 clusters Score -538772.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -538807.312500 Penalty: 2790.865479 Iteration 29Q: 3 clusters Score -538807.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -538830.125000 Penalty: 2790.865479 Iteration 30Q: 3 clusters Score -538830.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -538847.375000 Penalty: 2790.865479 Iteration 31Q: 3 clusters Score -538847.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -538860.187500 Penalty: 2790.865479 Iteration 32Q: 3 clusters Score -538860.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -538868.687500 Penalty: 2790.865479 Iteration 33Q: 3 clusters Score -538868.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -538877.437500 Penalty: 2790.865479 Iteration 34Q: 3 clusters Score -538877.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -538891.312500 Penalty: 2790.865479 Iteration 35Q: 3 clusters Score -538891.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -538913.687500 Penalty: 2790.865479 Iteration 36Q: 3 clusters Score -538913.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -538928.562500 Penalty: 2790.865479 Iteration 37Q: 3 clusters Score -538928.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -538939.625000 Penalty: 2790.865479 Iteration 38Q: 3 clusters Score -538939.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -538949.062500 Penalty: 2790.865479 Iteration 39Q: 3 clusters Score -538949.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -538955.625000 Penalty: 2790.865479 Iteration 40F: 3 clusters Score -538955.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -538961.437500 Penalty: 2790.865479 Iteration 41Q: 3 clusters Score -538961.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -538968.437500 Penalty: 2790.865479 Iteration 42Q: 3 clusters Score -538968.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -538978.312500 Penalty: 2790.865479 Iteration 43Q: 3 clusters Score -538978.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -538984.187500 Penalty: 2790.865479 Iteration 44Q: 3 clusters Score -538984.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -538987.750000 Penalty: 2790.865479 Iteration 45Q: 3 clusters Score -538987.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -538989.875000 Penalty: 2790.865479 Iteration 46Q: 3 clusters Score -538989.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -538991.562500 Penalty: 2790.865479 Iteration 47Q: 3 clusters Score -538991.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -538993.000000 Penalty: 2790.865479 Iteration 48Q: 3 clusters Score -538993 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -538994.625000 Penalty: 2790.865479 Iteration 49Q: 3 clusters Score -538994.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -538995.937500 Penalty: 2790.865479 Iteration 50Q: 3 clusters Score -538995.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -538999.625000 Penalty: 2790.865479 Iteration 51Q: 3 clusters Score -538999.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -539003.000000 Penalty: 2790.865479 Iteration 52Q: 3 clusters Score -539003 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -539005.437500 Penalty: 2790.865479 Iteration 53Q: 3 clusters Score -539005.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -539007.312500 Penalty: 2790.865479 Iteration 54Q: 3 clusters Score -539007.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -539008.312500 Penalty: 2790.865479 Iteration 55Q: 3 clusters Score -539008.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -539009.687500 Penalty: 2790.865479 Iteration 56Q: 3 clusters Score -539009.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -539012.000000 Penalty: 2790.865479 Iteration 57Q: 3 clusters Score -539012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -539014.312500 Penalty: 2790.865479 Iteration 58Q: 3 clusters Score -539014.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -539017.000000 Penalty: 2790.865479 Iteration 59Q: 3 clusters Score -539017 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -539017.687500 Penalty: 2790.865479 Iteration 60F: 3 clusters Score -539017.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -539017.875000 Penalty: 2790.865479 Iteration 61Q: 3 clusters Score -539017.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -539020.687500 Penalty: 2790.865479 Iteration 62Q: 3 clusters Score -539020.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -539021.000000 Penalty: 2790.865479 Iteration 63Q: 3 clusters Score -539021 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -539023.812500 Penalty: 2790.865479 Iteration 64Q: 3 clusters Score -539023.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -539025.312500 Penalty: 2790.865479 Iteration 65Q: 3 clusters Score -539025.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -539026.312500 Penalty: 2790.865479 Iteration 66Q: 3 clusters Score -539026.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -539027.187500 Penalty: 2790.865479 Iteration 67Q: 3 clusters Score -539027.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -539027.187500 Penalty: 2790.865479 Iteration 68Q: 3 clusters Score -539027.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -539028.062500 Penalty: 2790.865479 Iteration 69Q: 3 clusters Score -539028.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -539029.125000 Penalty: 2790.865479 Iteration 70Q: 3 clusters Score -539029.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -539029.875000 Penalty: 2790.865479 Iteration 71Q: 3 clusters Score -539029.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -539031.125000 Penalty: 2790.865479 Iteration 72Q: 3 clusters Score -539031.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -539031.375000 Penalty: 2790.865479 Iteration 73Q: 3 clusters Score -539031.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -539031.812500 Penalty: 2790.865479 Iteration 74Q: 3 clusters Score -539031.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -539031.937500 Penalty: 2790.865479 Iteration 75Q: 3 clusters Score -539031.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -539031.937500 Penalty: 2790.865479 Iteration 76F: 3 clusters Score -539031.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12413 members Entering Unmasked Estep Score: -1242796.875000 Penalty: 1531.806152 Iteration 0F: 2 clusters Score -1242797 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -1234096.875000 Penalty: 3063.612305 Iteration 0F: 3 clusters Score -1234097 nChanged 5368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6722 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -1237097.250000 Penalty: 3063.612305 Iteration 1F: 3 clusters Score -1237097 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -1237469.625000 Penalty: 3063.612305 Iteration 2F: 3 clusters Score -1237470 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -1237874.375000 Penalty: 3063.612305 Iteration 3F: 3 clusters Score -1237874 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1238373.875000 Penalty: 3063.612305 Iteration 4F: 3 clusters Score -1238374 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1239018.000000 Penalty: 3063.612305 Iteration 5F: 3 clusters Score -1239018 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9225 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1239689.500000 Penalty: 3063.612305 Iteration 6F: 3 clusters Score -1239690 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -1240314.000000 Penalty: 3063.612305 Iteration 7F: 3 clusters Score -1240314 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10241 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1240827.500000 Penalty: 3063.612305 Iteration 8F: 3 clusters Score -1240828 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10527 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -1241159.750000 Penalty: 3063.612305 Iteration 9Q: 3 clusters Score -1241160 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10785 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1241422.125000 Penalty: 3063.612305 Iteration 10Q: 3 clusters Score -1241422 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -1241587.625000 Penalty: 3063.612305 Iteration 11Q: 3 clusters Score -1241588 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1241666.375000 Penalty: 3063.612305 Iteration 12Q: 3 clusters Score -1241666 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11214 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1241723.250000 Penalty: 3063.612305 Iteration 13Q: 3 clusters Score -1241723 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11292 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -1241764.625000 Penalty: 3063.612305 Iteration 14Q: 3 clusters Score -1241765 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1241797.250000 Penalty: 3063.612305 Iteration 15Q: 3 clusters Score -1241797 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11417 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1241820.000000 Penalty: 3063.612305 Iteration 16Q: 3 clusters Score -1241820 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11464 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -1241843.375000 Penalty: 3063.612305 Iteration 17Q: 3 clusters Score -1241843 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -1241854.250000 Penalty: 3063.612305 Iteration 18Q: 3 clusters Score -1241854 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11525 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -1241868.125000 Penalty: 3063.612305 Iteration 19Q: 3 clusters Score -1241868 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11553 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1241881.500000 Penalty: 3063.612305 Iteration 20F: 3 clusters Score -1241882 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11569 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1241887.875000 Penalty: 3063.612305 Iteration 21Q: 3 clusters Score -1241888 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1241895.750000 Penalty: 3063.612305 Iteration 22Q: 3 clusters Score -1241896 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1241903.250000 Penalty: 3063.612305 Iteration 23Q: 3 clusters Score -1241903 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1241903.875000 Penalty: 3063.612305 Iteration 24Q: 3 clusters Score -1241904 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11609 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1241908.750000 Penalty: 3063.612305 Iteration 25Q: 3 clusters Score -1241909 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -1241909.125000 Penalty: 3063.612305 Iteration 26Q: 3 clusters Score -1241909 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11618 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1241913.125000 Penalty: 3063.612305 Iteration 27Q: 3 clusters Score -1241913 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11627 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1241916.250000 Penalty: 3063.612305 Iteration 28Q: 3 clusters Score -1241916 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11635 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1241920.625000 Penalty: 3063.612305 Iteration 29Q: 3 clusters Score -1241921 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -1241920.625000 Penalty: 3063.612305 Iteration 30Q: 3 clusters Score -1241921 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11642 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1241920.000000 Penalty: 3063.612305 Iteration 31Q: 3 clusters Score -1241920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1241920.750000 Penalty: 3063.612305 Iteration 32Q: 3 clusters Score -1241921 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1241920.750000 Penalty: 3063.612305 Iteration 33F: 3 clusters Score -1241921 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Entering Unmasked Estep Score: -668032.812500 Penalty: 1445.160889 Iteration 0F: 2 clusters Score -668032.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -662520.812500 Penalty: 2890.321777 Iteration 0F: 3 clusters Score -662520.8 nChanged 3144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -664311.250000 Penalty: 2890.321777 Iteration 1F: 3 clusters Score -664311.2 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -664637.625000 Penalty: 2890.321777 Iteration 2F: 3 clusters Score -664637.6 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -664969.875000 Penalty: 2890.321777 Iteration 3F: 3 clusters Score -664969.9 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -665274.312500 Penalty: 2890.321777 Iteration 4F: 3 clusters Score -665274.3 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -665625.937500 Penalty: 2890.321777 Iteration 5F: 3 clusters Score -665625.9 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -665967.500000 Penalty: 2890.321777 Iteration 6F: 3 clusters Score -665967.5 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -666254.875000 Penalty: 2890.321777 Iteration 7F: 3 clusters Score -666254.9 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -666481.187500 Penalty: 2890.321777 Iteration 8Q: 3 clusters Score -666481.2 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -666657.125000 Penalty: 2890.321777 Iteration 9Q: 3 clusters Score -666657.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -666796.687500 Penalty: 2890.321777 Iteration 10Q: 3 clusters Score -666796.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -666893.437500 Penalty: 2890.321777 Iteration 11Q: 3 clusters Score -666893.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -666987.375000 Penalty: 2890.321777 Iteration 12Q: 3 clusters Score -666987.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -667074.687500 Penalty: 2890.321777 Iteration 13Q: 3 clusters Score -667074.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -667164.000000 Penalty: 2890.321777 Iteration 14Q: 3 clusters Score -667164 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -667239.875000 Penalty: 2890.321777 Iteration 15Q: 3 clusters Score -667239.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -667288.625000 Penalty: 2890.321777 Iteration 16Q: 3 clusters Score -667288.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -667320.437500 Penalty: 2890.321777 Iteration 17Q: 3 clusters Score -667320.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -667346.437500 Penalty: 2890.321777 Iteration 18Q: 3 clusters Score -667346.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -667368.687500 Penalty: 2890.321777 Iteration 19Q: 3 clusters Score -667368.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -667378.625000 Penalty: 2890.321777 Iteration 20F: 3 clusters Score -667378.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -667383.625000 Penalty: 2890.321777 Iteration 21Q: 3 clusters Score -667383.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -667386.500000 Penalty: 2890.321777 Iteration 22Q: 3 clusters Score -667386.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -667392.875000 Penalty: 2890.321777 Iteration 23Q: 3 clusters Score -667392.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -667398.437500 Penalty: 2890.321777 Iteration 24Q: 3 clusters Score -667398.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -667400.937500 Penalty: 2890.321777 Iteration 25Q: 3 clusters Score -667400.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -667404.375000 Penalty: 2890.321777 Iteration 26Q: 3 clusters Score -667404.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -667408.500000 Penalty: 2890.321777 Iteration 27Q: 3 clusters Score -667408.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -667413.750000 Penalty: 2890.321777 Iteration 28Q: 3 clusters Score -667413.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -667421.000000 Penalty: 2890.321777 Iteration 29Q: 3 clusters Score -667421 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -667428.187500 Penalty: 2890.321777 Iteration 30Q: 3 clusters Score -667428.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -667446.937500 Penalty: 2890.321777 Iteration 31Q: 3 clusters Score -667446.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -667462.562500 Penalty: 2890.321777 Iteration 32Q: 3 clusters Score -667462.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -667476.937500 Penalty: 2890.321777 Iteration 33Q: 3 clusters Score -667476.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -667483.937500 Penalty: 2890.321777 Iteration 34Q: 3 clusters Score -667483.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -667489.062500 Penalty: 2890.321777 Iteration 35Q: 3 clusters Score -667489.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -667493.750000 Penalty: 2890.321777 Iteration 36Q: 3 clusters Score -667493.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -667495.500000 Penalty: 2890.321777 Iteration 37Q: 3 clusters Score -667495.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -667499.312500 Penalty: 2890.321777 Iteration 38Q: 3 clusters Score -667499.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -667500.062500 Penalty: 2890.321777 Iteration 39Q: 3 clusters Score -667500.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -667501.000000 Penalty: 2890.321777 Iteration 40F: 3 clusters Score -667501 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -667506.187500 Penalty: 2890.321777 Iteration 41Q: 3 clusters Score -667506.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -667507.000000 Penalty: 2890.321777 Iteration 42Q: 3 clusters Score -667507 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -667507.625000 Penalty: 2890.321777 Iteration 43Q: 3 clusters Score -667507.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -667511.187500 Penalty: 2890.321777 Iteration 44Q: 3 clusters Score -667511.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -667515.125000 Penalty: 2890.321777 Iteration 45Q: 3 clusters Score -667515.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -667518.375000 Penalty: 2890.321777 Iteration 46Q: 3 clusters Score -667518.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -667519.500000 Penalty: 2890.321777 Iteration 47Q: 3 clusters Score -667519.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -667520.250000 Penalty: 2890.321777 Iteration 48Q: 3 clusters Score -667520.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -667522.687500 Penalty: 2890.321777 Iteration 49Q: 3 clusters Score -667522.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -667526.437500 Penalty: 2890.321777 Iteration 50Q: 3 clusters Score -667526.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -667528.375000 Penalty: 2890.321777 Iteration 51Q: 3 clusters Score -667528.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -667528.812500 Penalty: 2890.321777 Iteration 52Q: 3 clusters Score -667528.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -667530.125000 Penalty: 2890.321777 Iteration 53Q: 3 clusters Score -667530.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -667529.625000 Penalty: 2890.321777 Iteration 54Q: 3 clusters Score -667529.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -667532.500000 Penalty: 2890.321777 Iteration 55Q: 3 clusters Score -667532.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -667531.937500 Penalty: 2890.321777 Iteration 56Q: 3 clusters Score -667531.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -667535.312500 Penalty: 2890.321777 Iteration 57Q: 3 clusters Score -667535.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -667533.437500 Penalty: 2890.321777 Iteration 58Q: 3 clusters Score -667533.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -667534.500000 Penalty: 2890.321777 Iteration 59Q: 3 clusters Score -667534.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -667533.750000 Penalty: 2890.321777 Iteration 60F: 3 clusters Score -667533.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -667535.375000 Penalty: 2890.321777 Iteration 61Q: 3 clusters Score -667535.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -667534.250000 Penalty: 2890.321777 Iteration 62Q: 3 clusters Score -667534.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -667534.250000 Penalty: 2890.321777 Iteration 63F: 3 clusters Score -667534.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -43466.597656 Penalty: 1016.559387 Iteration 0F: 2 clusters Score -43466.6 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 265 members Entering Unmasked Estep Score: -42437.863281 Penalty: 2033.118774 Iteration 0F: 3 clusters Score -42437.86 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -42640.937500 Penalty: 2033.118774 Iteration 1F: 3 clusters Score -42640.94 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -42699.937500 Penalty: 2033.118774 Iteration 2F: 3 clusters Score -42699.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -42735.316406 Penalty: 2033.118774 Iteration 3Q: 3 clusters Score -42735.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -42766.734375 Penalty: 2033.118774 Iteration 4Q: 3 clusters Score -42766.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -42781.773438 Penalty: 2033.118774 Iteration 5Q: 3 clusters Score -42781.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -42797.000000 Penalty: 2033.118774 Iteration 6Q: 3 clusters Score -42797 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -42801.281250 Penalty: 2033.118774 Iteration 7Q: 3 clusters Score -42801.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -42803.332031 Penalty: 2033.118774 Iteration 8Q: 3 clusters Score -42803.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -42806.148438 Penalty: 2033.118774 Iteration 9Q: 3 clusters Score -42806.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -42808.894531 Penalty: 2033.118774 Iteration 10Q: 3 clusters Score -42808.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -42811.753906 Penalty: 2033.118774 Iteration 11F: 3 clusters Score -42811.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -42835.679688 Penalty: 2033.118774 Iteration 12Q: 3 clusters Score -42835.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -42860.722656 Penalty: 2033.118774 Iteration 13Q: 3 clusters Score -42860.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -42871.921875 Penalty: 2033.118774 Iteration 14Q: 3 clusters Score -42871.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -42878.312500 Penalty: 2033.118774 Iteration 15Q: 3 clusters Score -42878.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -42886.378906 Penalty: 2033.118774 Iteration 16Q: 3 clusters Score -42886.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -42892.300781 Penalty: 2033.118774 Iteration 17Q: 3 clusters Score -42892.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -42896.558594 Penalty: 2033.118774 Iteration 18Q: 3 clusters Score -42896.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -42905.554688 Penalty: 2033.118774 Iteration 19Q: 3 clusters Score -42905.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -42905.554688 Penalty: 2033.118774 Iteration 20F: 3 clusters Score -42905.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Entering Unmasked Estep Score: -337633.656250 Penalty: 1326.223389 Iteration 0F: 2 clusters Score -337633.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -334699.031250 Penalty: 2652.446777 Iteration 0F: 3 clusters Score -334699 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -335517.562500 Penalty: 2652.446777 Iteration 1F: 3 clusters Score -335517.6 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -335803.875000 Penalty: 2652.446777 Iteration 2F: 3 clusters Score -335803.9 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -336036.687500 Penalty: 2652.446777 Iteration 3F: 3 clusters Score -336036.7 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -336260.656250 Penalty: 2652.446777 Iteration 4F: 3 clusters Score -336260.7 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -336455.781250 Penalty: 2652.446777 Iteration 5F: 3 clusters Score -336455.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -336600.718750 Penalty: 2652.446777 Iteration 6Q: 3 clusters Score -336600.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -336697.718750 Penalty: 2652.446777 Iteration 7Q: 3 clusters Score -336697.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -336746.968750 Penalty: 2652.446777 Iteration 8Q: 3 clusters Score -336747 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -336775.968750 Penalty: 2652.446777 Iteration 9Q: 3 clusters Score -336776 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -336798.281250 Penalty: 2652.446777 Iteration 10Q: 3 clusters Score -336798.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -336822.718750 Penalty: 2652.446777 Iteration 11Q: 3 clusters Score -336822.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -336836.187500 Penalty: 2652.446777 Iteration 12Q: 3 clusters Score -336836.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -336844.656250 Penalty: 2652.446777 Iteration 13Q: 3 clusters Score -336844.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -336849.687500 Penalty: 2652.446777 Iteration 14Q: 3 clusters Score -336849.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -336854.875000 Penalty: 2652.446777 Iteration 15Q: 3 clusters Score -336854.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -336859.875000 Penalty: 2652.446777 Iteration 16Q: 3 clusters Score -336859.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -336865.000000 Penalty: 2652.446777 Iteration 17Q: 3 clusters Score -336865 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -336868.375000 Penalty: 2652.446777 Iteration 18Q: 3 clusters Score -336868.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -336871.218750 Penalty: 2652.446777 Iteration 19Q: 3 clusters Score -336871.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -336873.968750 Penalty: 2652.446777 Iteration 20F: 3 clusters Score -336874 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -336877.000000 Penalty: 2652.446777 Iteration 21Q: 3 clusters Score -336877 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -336880.843750 Penalty: 2652.446777 Iteration 22Q: 3 clusters Score -336880.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -336884.875000 Penalty: 2652.446777 Iteration 23Q: 3 clusters Score -336884.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -336889.937500 Penalty: 2652.446777 Iteration 24Q: 3 clusters Score -336889.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -336892.531250 Penalty: 2652.446777 Iteration 25Q: 3 clusters Score -336892.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -336895.375000 Penalty: 2652.446777 Iteration 26Q: 3 clusters Score -336895.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -336897.812500 Penalty: 2652.446777 Iteration 27Q: 3 clusters Score -336897.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -336903.125000 Penalty: 2652.446777 Iteration 28Q: 3 clusters Score -336903.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -336908.062500 Penalty: 2652.446777 Iteration 29Q: 3 clusters Score -336908.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -336913.500000 Penalty: 2652.446777 Iteration 30Q: 3 clusters Score -336913.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -336917.312500 Penalty: 2652.446777 Iteration 31Q: 3 clusters Score -336917.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -336918.562500 Penalty: 2652.446777 Iteration 32Q: 3 clusters Score -336918.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -336921.875000 Penalty: 2652.446777 Iteration 33Q: 3 clusters Score -336921.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -336926.687500 Penalty: 2652.446777 Iteration 34Q: 3 clusters Score -336926.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -336930.031250 Penalty: 2652.446777 Iteration 35Q: 3 clusters Score -336930 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -336932.812500 Penalty: 2652.446777 Iteration 36Q: 3 clusters Score -336932.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -336933.656250 Penalty: 2652.446777 Iteration 37Q: 3 clusters Score -336933.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -336934.593750 Penalty: 2652.446777 Iteration 38Q: 3 clusters Score -336934.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -336934.781250 Penalty: 2652.446777 Iteration 39Q: 3 clusters Score -336934.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -336936.000000 Penalty: 2652.446777 Iteration 40F: 3 clusters Score -336936 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -336937.625000 Penalty: 2652.446777 Iteration 41Q: 3 clusters Score -336937.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -336941.343750 Penalty: 2652.446777 Iteration 42Q: 3 clusters Score -336941.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -336944.406250 Penalty: 2652.446777 Iteration 43Q: 3 clusters Score -336944.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -336947.281250 Penalty: 2652.446777 Iteration 44Q: 3 clusters Score -336947.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -336952.093750 Penalty: 2652.446777 Iteration 45Q: 3 clusters Score -336952.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -336954.875000 Penalty: 2652.446777 Iteration 46Q: 3 clusters Score -336954.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -336957.500000 Penalty: 2652.446777 Iteration 47Q: 3 clusters Score -336957.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -336959.562500 Penalty: 2652.446777 Iteration 48Q: 3 clusters Score -336959.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -336962.906250 Penalty: 2652.446777 Iteration 49Q: 3 clusters Score -336962.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -336966.968750 Penalty: 2652.446777 Iteration 50Q: 3 clusters Score -336967 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -336971.000000 Penalty: 2652.446777 Iteration 51Q: 3 clusters Score -336971 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -336975.812500 Penalty: 2652.446777 Iteration 52Q: 3 clusters Score -336975.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -336977.437500 Penalty: 2652.446777 Iteration 53Q: 3 clusters Score -336977.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -336978.968750 Penalty: 2652.446777 Iteration 54Q: 3 clusters Score -336979 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -336981.218750 Penalty: 2652.446777 Iteration 55Q: 3 clusters Score -336981.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -336984.718750 Penalty: 2652.446777 Iteration 56Q: 3 clusters Score -336984.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -336989.906250 Penalty: 2652.446777 Iteration 57Q: 3 clusters Score -336989.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -336993.406250 Penalty: 2652.446777 Iteration 58Q: 3 clusters Score -336993.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -336996.500000 Penalty: 2652.446777 Iteration 59Q: 3 clusters Score -336996.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -336999.187500 Penalty: 2652.446777 Iteration 60F: 3 clusters Score -336999.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -336999.750000 Penalty: 2652.446777 Iteration 61Q: 3 clusters Score -336999.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -337000.343750 Penalty: 2652.446777 Iteration 62Q: 3 clusters Score -337000.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -337000.781250 Penalty: 2652.446777 Iteration 63Q: 3 clusters Score -337000.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -337000.781250 Penalty: 2652.446777 Iteration 64F: 3 clusters Score -337000.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Entering Unmasked Estep Score: -198414.921875 Penalty: 1237.405884 Iteration 0F: 2 clusters Score -198414.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -196318.703125 Penalty: 2474.811768 Iteration 0F: 3 clusters Score -196318.7 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -196870.359375 Penalty: 2474.811768 Iteration 1F: 3 clusters Score -196870.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -197067.984375 Penalty: 2474.811768 Iteration 2F: 3 clusters Score -197068 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -197313.593750 Penalty: 2474.811768 Iteration 3F: 3 clusters Score -197313.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -197745.515625 Penalty: 2474.811768 Iteration 4F: 3 clusters Score -197745.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -198258.921875 Penalty: 2474.811768 Iteration 5F: 3 clusters Score -198258.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -198407.046875 Penalty: 2474.811768 Iteration 6F: 3 clusters Score -198407 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -198476.265625 Penalty: 2474.811768 Iteration 7Q: 3 clusters Score -198476.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -198506.312500 Penalty: 2474.811768 Iteration 8Q: 3 clusters Score -198506.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -198519.421875 Penalty: 2474.811768 Iteration 9Q: 3 clusters Score -198519.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -198524.750000 Penalty: 2474.811768 Iteration 10Q: 3 clusters Score -198524.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -198527.953125 Penalty: 2474.811768 Iteration 11Q: 3 clusters Score -198528 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -198531.406250 Penalty: 2474.811768 Iteration 12Q: 3 clusters Score -198531.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -198534.515625 Penalty: 2474.811768 Iteration 13Q: 3 clusters Score -198534.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -198535.953125 Penalty: 2474.811768 Iteration 14Q: 3 clusters Score -198536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -198536.250000 Penalty: 2474.811768 Iteration 15Q: 3 clusters Score -198536.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -198536.250000 Penalty: 2474.811768 Iteration 16F: 3 clusters Score -198536.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 312 members Mstep: Class 3 contains 65333 members Mstep: Class 4 contains 5363 members Mstep: Class 5 contains 12413 members Mstep: Class 6 contains 7283 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3503 members Mstep: Class 9 contains 546 members Mstep: Class 10 contains 18815 members Mstep: Class 11 contains 1838 members Mstep: Class 12 contains 2350 members Mstep: Class 13 contains 1190 members Mstep: Class 14 contains 2101 members Mstep: Class 15 contains 42148 members Mstep: Class 16 contains 5920 members Mstep: Class 17 contains 5187 members Mstep: Class 18 contains 6311 members Mstep: Class 19 contains 5498 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13387 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4505 members Mstep: Class 25 contains 18880 members Mstep: Class 26 contains 1168 members Mstep: Class 27 contains 847 members Entering Unmasked Estep Score: -22256930.000000 Penalty: 54191.679688 Splitting cluster 9 changes total score from -22257504.000000 to -22256930.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (18815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18815 members Entering Unmasked Estep Score: -1890584.250000 Penalty: 1599.391602 Iteration 0F: 2 clusters Score -1890584 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -1877706.500000 Penalty: 3198.783203 Iteration 0F: 3 clusters Score -1877706 nChanged 8496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 9600 members Entering Unmasked Estep Score: -1882426.875000 Penalty: 3198.783203 Iteration 1F: 3 clusters Score -1882427 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 9782 members Entering Unmasked Estep Score: -1882866.125000 Penalty: 3198.783203 Iteration 2F: 3 clusters Score -1882866 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8781 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -1883414.625000 Penalty: 3198.783203 Iteration 3F: 3 clusters Score -1883415 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 10368 members Entering Unmasked Estep Score: -1884103.000000 Penalty: 3198.783203 Iteration 4F: 3 clusters Score -1884103 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8028 members Mstep: Class 2 contains 10787 members Entering Unmasked Estep Score: -1885010.625000 Penalty: 3198.783203 Iteration 5F: 3 clusters Score -1885011 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 11325 members Entering Unmasked Estep Score: -1886004.500000 Penalty: 3198.783203 Iteration 6F: 3 clusters Score -1886004 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -1886838.875000 Penalty: 3198.783203 Iteration 7F: 3 clusters Score -1886839 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 12182 members Entering Unmasked Estep Score: -1887434.750000 Penalty: 3198.783203 Iteration 8F: 3 clusters Score -1887435 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 12520 members Entering Unmasked Estep Score: -1887823.750000 Penalty: 3198.783203 Iteration 9Q: 3 clusters Score -1887824 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 12868 members Entering Unmasked Estep Score: -1888109.250000 Penalty: 3198.783203 Iteration 10Q: 3 clusters Score -1888109 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 13164 members Entering Unmasked Estep Score: -1888289.750000 Penalty: 3198.783203 Iteration 11Q: 3 clusters Score -1888290 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 13417 members Entering Unmasked Estep Score: -1888418.500000 Penalty: 3198.783203 Iteration 12Q: 3 clusters Score -1888418 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 13659 members Entering Unmasked Estep Score: -1888542.000000 Penalty: 3198.783203 Iteration 13Q: 3 clusters Score -1888542 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 13893 members Entering Unmasked Estep Score: -1888650.375000 Penalty: 3198.783203 Iteration 14Q: 3 clusters Score -1888650 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 14143 members Entering Unmasked Estep Score: -1888766.500000 Penalty: 3198.783203 Iteration 15Q: 3 clusters Score -1888766 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 14357 members Entering Unmasked Estep Score: -1888864.625000 Penalty: 3198.783203 Iteration 16Q: 3 clusters Score -1888865 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 14560 members Entering Unmasked Estep Score: -1888954.500000 Penalty: 3198.783203 Iteration 17Q: 3 clusters Score -1888954 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 14743 members Entering Unmasked Estep Score: -1889037.000000 Penalty: 3198.783203 Iteration 18Q: 3 clusters Score -1889037 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 14913 members Entering Unmasked Estep Score: -1889099.750000 Penalty: 3198.783203 Iteration 19Q: 3 clusters Score -1889100 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 15071 members Entering Unmasked Estep Score: -1889150.875000 Penalty: 3198.783203 Iteration 20F: 3 clusters Score -1889151 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 15197 members Entering Unmasked Estep Score: -1889183.875000 Penalty: 3198.783203 Iteration 21Q: 3 clusters Score -1889184 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 15298 members Entering Unmasked Estep Score: -1889222.625000 Penalty: 3198.783203 Iteration 22Q: 3 clusters Score -1889223 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 15400 members Entering Unmasked Estep Score: -1889257.875000 Penalty: 3198.783203 Iteration 23Q: 3 clusters Score -1889258 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 15494 members Entering Unmasked Estep Score: -1889285.875000 Penalty: 3198.783203 Iteration 24Q: 3 clusters Score -1889286 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 15579 members Entering Unmasked Estep Score: -1889318.625000 Penalty: 3198.783203 Iteration 25Q: 3 clusters Score -1889319 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 15676 members Entering Unmasked Estep Score: -1889352.750000 Penalty: 3198.783203 Iteration 26Q: 3 clusters Score -1889353 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 15752 members Entering Unmasked Estep Score: -1889378.375000 Penalty: 3198.783203 Iteration 27Q: 3 clusters Score -1889378 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 15827 members Entering Unmasked Estep Score: -1889404.375000 Penalty: 3198.783203 Iteration 28Q: 3 clusters Score -1889404 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 15896 members Entering Unmasked Estep Score: -1889419.500000 Penalty: 3198.783203 Iteration 29Q: 3 clusters Score -1889420 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 15955 members Entering Unmasked Estep Score: -1889434.375000 Penalty: 3198.783203 Iteration 30Q: 3 clusters Score -1889434 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 16011 members Entering Unmasked Estep Score: -1889452.500000 Penalty: 3198.783203 Iteration 31Q: 3 clusters Score -1889452 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 16068 members Entering Unmasked Estep Score: -1889459.500000 Penalty: 3198.783203 Iteration 32Q: 3 clusters Score -1889460 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 16106 members Entering Unmasked Estep Score: -1889476.125000 Penalty: 3198.783203 Iteration 33Q: 3 clusters Score -1889476 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 16136 members Entering Unmasked Estep Score: -1889491.375000 Penalty: 3198.783203 Iteration 34Q: 3 clusters Score -1889491 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 16169 members Entering Unmasked Estep Score: -1889502.750000 Penalty: 3198.783203 Iteration 35Q: 3 clusters Score -1889503 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 16211 members Entering Unmasked Estep Score: -1889511.000000 Penalty: 3198.783203 Iteration 36Q: 3 clusters Score -1889511 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 16253 members Entering Unmasked Estep Score: -1889519.125000 Penalty: 3198.783203 Iteration 37Q: 3 clusters Score -1889519 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 16294 members Entering Unmasked Estep Score: -1889533.000000 Penalty: 3198.783203 Iteration 38Q: 3 clusters Score -1889533 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 16337 members Entering Unmasked Estep Score: -1889541.875000 Penalty: 3198.783203 Iteration 39Q: 3 clusters Score -1889542 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 16380 members Entering Unmasked Estep Score: -1889557.000000 Penalty: 3198.783203 Iteration 40F: 3 clusters Score -1889557 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 16423 members Entering Unmasked Estep Score: -1889570.000000 Penalty: 3198.783203 Iteration 41Q: 3 clusters Score -1889570 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 16477 members Entering Unmasked Estep Score: -1889583.750000 Penalty: 3198.783203 Iteration 42Q: 3 clusters Score -1889584 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 16523 members Entering Unmasked Estep Score: -1889591.625000 Penalty: 3198.783203 Iteration 43Q: 3 clusters Score -1889592 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 16559 members Entering Unmasked Estep Score: -1889603.625000 Penalty: 3198.783203 Iteration 44Q: 3 clusters Score -1889604 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 16582 members Entering Unmasked Estep Score: -1889610.250000 Penalty: 3198.783203 Iteration 45Q: 3 clusters Score -1889610 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 16614 members Entering Unmasked Estep Score: -1889613.375000 Penalty: 3198.783203 Iteration 46Q: 3 clusters Score -1889613 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 16636 members Entering Unmasked Estep Score: -1889616.750000 Penalty: 3198.783203 Iteration 47Q: 3 clusters Score -1889617 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 16658 members Entering Unmasked Estep Score: -1889622.250000 Penalty: 3198.783203 Iteration 48Q: 3 clusters Score -1889622 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 16678 members Entering Unmasked Estep Score: -1889625.125000 Penalty: 3198.783203 Iteration 49Q: 3 clusters Score -1889625 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 16696 members Entering Unmasked Estep Score: -1889626.875000 Penalty: 3198.783203 Iteration 50Q: 3 clusters Score -1889627 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 16717 members Entering Unmasked Estep Score: -1889634.375000 Penalty: 3198.783203 Iteration 51Q: 3 clusters Score -1889634 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 16736 members Entering Unmasked Estep Score: -1889651.875000 Penalty: 3198.783203 Iteration 52Q: 3 clusters Score -1889652 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 16766 members Entering Unmasked Estep Score: -1889658.625000 Penalty: 3198.783203 Iteration 53Q: 3 clusters Score -1889659 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 16802 members Entering Unmasked Estep Score: -1889665.625000 Penalty: 3198.783203 Iteration 54Q: 3 clusters Score -1889666 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 16835 members Entering Unmasked Estep Score: -1889672.750000 Penalty: 3198.783203 Iteration 55Q: 3 clusters Score -1889673 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 16863 members Entering Unmasked Estep Score: -1889683.375000 Penalty: 3198.783203 Iteration 56Q: 3 clusters Score -1889683 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 16877 members Entering Unmasked Estep Score: -1889690.125000 Penalty: 3198.783203 Iteration 57Q: 3 clusters Score -1889690 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 16893 members Entering Unmasked Estep Score: -1889689.500000 Penalty: 3198.783203 Iteration 58Q: 3 clusters Score -1889690 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 16901 members Entering Unmasked Estep Score: -1889691.375000 Penalty: 3198.783203 Iteration 59Q: 3 clusters Score -1889691 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 16912 members Entering Unmasked Estep Score: -1889698.500000 Penalty: 3198.783203 Iteration 60F: 3 clusters Score -1889698 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 16929 members Entering Unmasked Estep Score: -1889699.250000 Penalty: 3198.783203 Iteration 61Q: 3 clusters Score -1889699 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 16946 members Entering Unmasked Estep Score: -1889702.375000 Penalty: 3198.783203 Iteration 62Q: 3 clusters Score -1889702 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 16962 members Entering Unmasked Estep Score: -1889701.625000 Penalty: 3198.783203 Iteration 63Q: 3 clusters Score -1889702 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 16975 members Entering Unmasked Estep Score: -1889709.375000 Penalty: 3198.783203 Iteration 64Q: 3 clusters Score -1889709 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 16995 members Entering Unmasked Estep Score: -1889713.750000 Penalty: 3198.783203 Iteration 65Q: 3 clusters Score -1889714 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 17008 members Entering Unmasked Estep Score: -1889717.375000 Penalty: 3198.783203 Iteration 66Q: 3 clusters Score -1889717 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 17026 members Entering Unmasked Estep Score: -1889725.500000 Penalty: 3198.783203 Iteration 67Q: 3 clusters Score -1889726 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 17037 members Entering Unmasked Estep Score: -1889727.250000 Penalty: 3198.783203 Iteration 68Q: 3 clusters Score -1889727 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 17046 members Entering Unmasked Estep Score: -1889728.750000 Penalty: 3198.783203 Iteration 69Q: 3 clusters Score -1889729 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 17051 members Entering Unmasked Estep Score: -1889728.875000 Penalty: 3198.783203 Iteration 70Q: 3 clusters Score -1889729 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 17056 members Entering Unmasked Estep Score: -1889730.625000 Penalty: 3198.783203 Iteration 71Q: 3 clusters Score -1889731 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 17063 members Entering Unmasked Estep Score: -1889733.625000 Penalty: 3198.783203 Iteration 72Q: 3 clusters Score -1889734 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 17068 members Entering Unmasked Estep Score: -1889736.000000 Penalty: 3198.783203 Iteration 73Q: 3 clusters Score -1889736 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 17074 members Entering Unmasked Estep Score: -1889737.375000 Penalty: 3198.783203 Iteration 74Q: 3 clusters Score -1889737 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 17076 members Entering Unmasked Estep Score: -1889737.125000 Penalty: 3198.783203 Iteration 75Q: 3 clusters Score -1889737 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 17079 members Entering Unmasked Estep Score: -1889736.750000 Penalty: 3198.783203 Iteration 76Q: 3 clusters Score -1889737 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 17080 members Entering Unmasked Estep Score: -1889736.250000 Penalty: 3198.783203 Iteration 77Q: 3 clusters Score -1889736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 17081 members Entering Unmasked Estep Score: -1889736.500000 Penalty: 3198.783203 Iteration 78Q: 3 clusters Score -1889736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 17082 members Entering Unmasked Estep Score: -1889735.875000 Penalty: 3198.783203 Iteration 79Q: 3 clusters Score -1889736 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 17082 members Entering Unmasked Estep Score: -1889735.875000 Penalty: 3198.783203 Iteration 80F: 3 clusters Score -1889736 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Entering Unmasked Estep Score: -189615.328125 Penalty: 1221.420410 Iteration 0F: 2 clusters Score -189615.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -187644.781250 Penalty: 2442.840820 Iteration 0F: 3 clusters Score -187644.8 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -188013.171875 Penalty: 2442.840820 Iteration 1F: 3 clusters Score -188013.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -188113.046875 Penalty: 2442.840820 Iteration 2F: 3 clusters Score -188113 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -188165.218750 Penalty: 2442.840820 Iteration 3Q: 3 clusters Score -188165.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -188199.562500 Penalty: 2442.840820 Iteration 4Q: 3 clusters Score -188199.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -188216.421875 Penalty: 2442.840820 Iteration 5Q: 3 clusters Score -188216.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -188229.484375 Penalty: 2442.840820 Iteration 6Q: 3 clusters Score -188229.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -188238.453125 Penalty: 2442.840820 Iteration 7Q: 3 clusters Score -188238.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -188243.828125 Penalty: 2442.840820 Iteration 8Q: 3 clusters Score -188243.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -188245.187500 Penalty: 2442.840820 Iteration 9Q: 3 clusters Score -188245.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -188246.609375 Penalty: 2442.840820 Iteration 10Q: 3 clusters Score -188246.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -188246.875000 Penalty: 2442.840820 Iteration 11Q: 3 clusters Score -188246.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -188248.500000 Penalty: 2442.840820 Iteration 12Q: 3 clusters Score -188248.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -188249.875000 Penalty: 2442.840820 Iteration 13Q: 3 clusters Score -188249.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -188251.578125 Penalty: 2442.840820 Iteration 14Q: 3 clusters Score -188251.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -188251.843750 Penalty: 2442.840820 Iteration 15Q: 3 clusters Score -188251.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -188252.140625 Penalty: 2442.840820 Iteration 16Q: 3 clusters Score -188252.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -188252.484375 Penalty: 2442.840820 Iteration 17Q: 3 clusters Score -188252.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -188252.484375 Penalty: 2442.840820 Iteration 18F: 3 clusters Score -188252.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Entering Unmasked Estep Score: -231922.312500 Penalty: 1261.352783 Iteration 0F: 2 clusters Score -231922.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -229612.437500 Penalty: 2522.705566 Iteration 0F: 3 clusters Score -229612.4 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -230184.984375 Penalty: 2522.705566 Iteration 1F: 3 clusters Score -230185 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -230345.656250 Penalty: 2522.705566 Iteration 2F: 3 clusters Score -230345.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -230468.625000 Penalty: 2522.705566 Iteration 3F: 3 clusters Score -230468.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -230567.031250 Penalty: 2522.705566 Iteration 4Q: 3 clusters Score -230567 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -230656.828125 Penalty: 2522.705566 Iteration 5Q: 3 clusters Score -230656.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -230731.718750 Penalty: 2522.705566 Iteration 6Q: 3 clusters Score -230731.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -230781.359375 Penalty: 2522.705566 Iteration 7Q: 3 clusters Score -230781.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -230820.125000 Penalty: 2522.705566 Iteration 8Q: 3 clusters Score -230820.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -230846.546875 Penalty: 2522.705566 Iteration 9Q: 3 clusters Score -230846.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -230862.578125 Penalty: 2522.705566 Iteration 10Q: 3 clusters Score -230862.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -230870.453125 Penalty: 2522.705566 Iteration 11Q: 3 clusters Score -230870.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -230879.265625 Penalty: 2522.705566 Iteration 12Q: 3 clusters Score -230879.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -230888.187500 Penalty: 2522.705566 Iteration 13Q: 3 clusters Score -230888.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -230899.406250 Penalty: 2522.705566 Iteration 14Q: 3 clusters Score -230899.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -230909.703125 Penalty: 2522.705566 Iteration 15Q: 3 clusters Score -230909.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -230916.593750 Penalty: 2522.705566 Iteration 16Q: 3 clusters Score -230916.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -230921.609375 Penalty: 2522.705566 Iteration 17Q: 3 clusters Score -230921.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -230925.812500 Penalty: 2522.705566 Iteration 18Q: 3 clusters Score -230925.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -230930.546875 Penalty: 2522.705566 Iteration 19Q: 3 clusters Score -230930.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -230935.343750 Penalty: 2522.705566 Iteration 20F: 3 clusters Score -230935.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -230939.734375 Penalty: 2522.705566 Iteration 21Q: 3 clusters Score -230939.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -230941.296875 Penalty: 2522.705566 Iteration 22Q: 3 clusters Score -230941.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -230943.640625 Penalty: 2522.705566 Iteration 23Q: 3 clusters Score -230943.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -230947.937500 Penalty: 2522.705566 Iteration 24Q: 3 clusters Score -230947.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -230950.125000 Penalty: 2522.705566 Iteration 25Q: 3 clusters Score -230950.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -230958.218750 Penalty: 2522.705566 Iteration 26Q: 3 clusters Score -230958.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -230965.843750 Penalty: 2522.705566 Iteration 27Q: 3 clusters Score -230965.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -230969.781250 Penalty: 2522.705566 Iteration 28Q: 3 clusters Score -230969.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -230972.421875 Penalty: 2522.705566 Iteration 29Q: 3 clusters Score -230972.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -230973.000000 Penalty: 2522.705566 Iteration 30Q: 3 clusters Score -230973 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -230973.734375 Penalty: 2522.705566 Iteration 31Q: 3 clusters Score -230973.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -230974.453125 Penalty: 2522.705566 Iteration 32Q: 3 clusters Score -230974.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -230974.453125 Penalty: 2522.705566 Iteration 33Q: 3 clusters Score -230974.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -230975.921875 Penalty: 2522.705566 Iteration 34Q: 3 clusters Score -230975.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -230975.921875 Penalty: 2522.705566 Iteration 35F: 3 clusters Score -230975.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Entering Unmasked Estep Score: -116058.890625 Penalty: 1150.777588 Iteration 0F: 2 clusters Score -116058.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -114474.960938 Penalty: 2301.555176 Iteration 0F: 3 clusters Score -114475 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -114758.789062 Penalty: 2301.555176 Iteration 1F: 3 clusters Score -114758.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -114829.109375 Penalty: 2301.555176 Iteration 2F: 3 clusters Score -114829.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -114863.804688 Penalty: 2301.555176 Iteration 3Q: 3 clusters Score -114863.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -114885.820312 Penalty: 2301.555176 Iteration 4Q: 3 clusters Score -114885.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -114903.476562 Penalty: 2301.555176 Iteration 5Q: 3 clusters Score -114903.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -114914.093750 Penalty: 2301.555176 Iteration 6Q: 3 clusters Score -114914.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -114921.070312 Penalty: 2301.555176 Iteration 7Q: 3 clusters Score -114921.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -114925.664062 Penalty: 2301.555176 Iteration 8Q: 3 clusters Score -114925.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -114929.742188 Penalty: 2301.555176 Iteration 9Q: 3 clusters Score -114929.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -114935.968750 Penalty: 2301.555176 Iteration 10Q: 3 clusters Score -114936 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -114937.867188 Penalty: 2301.555176 Iteration 11Q: 3 clusters Score -114937.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -114939.460938 Penalty: 2301.555176 Iteration 12Q: 3 clusters Score -114939.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -114940.851562 Penalty: 2301.555176 Iteration 13Q: 3 clusters Score -114940.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -114941.375000 Penalty: 2301.555176 Iteration 14Q: 3 clusters Score -114941.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -114941.710938 Penalty: 2301.555176 Iteration 15Q: 3 clusters Score -114941.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -114942.484375 Penalty: 2301.555176 Iteration 16Q: 3 clusters Score -114942.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -114943.484375 Penalty: 2301.555176 Iteration 17Q: 3 clusters Score -114943.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -114943.484375 Penalty: 2301.555176 Iteration 18F: 3 clusters Score -114943.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Entering Unmasked Estep Score: -204206.781250 Penalty: 1243.152466 Iteration 0F: 2 clusters Score -204206.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -202070.531250 Penalty: 2486.304932 Iteration 0F: 3 clusters Score -202070.5 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -202548.875000 Penalty: 2486.304932 Iteration 1F: 3 clusters Score -202548.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -202649.093750 Penalty: 2486.304932 Iteration 2F: 3 clusters Score -202649.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -202716.343750 Penalty: 2486.304932 Iteration 3Q: 3 clusters Score -202716.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -202763.718750 Penalty: 2486.304932 Iteration 4Q: 3 clusters Score -202763.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -202806.750000 Penalty: 2486.304932 Iteration 5Q: 3 clusters Score -202806.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -202840.562500 Penalty: 2486.304932 Iteration 6Q: 3 clusters Score -202840.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -202866.265625 Penalty: 2486.304932 Iteration 7Q: 3 clusters Score -202866.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -202886.531250 Penalty: 2486.304932 Iteration 8Q: 3 clusters Score -202886.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -202899.937500 Penalty: 2486.304932 Iteration 9Q: 3 clusters Score -202899.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -202907.031250 Penalty: 2486.304932 Iteration 10Q: 3 clusters Score -202907 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -202915.484375 Penalty: 2486.304932 Iteration 11Q: 3 clusters Score -202915.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -202920.687500 Penalty: 2486.304932 Iteration 12Q: 3 clusters Score -202920.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -202924.453125 Penalty: 2486.304932 Iteration 13Q: 3 clusters Score -202924.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -202929.312500 Penalty: 2486.304932 Iteration 14Q: 3 clusters Score -202929.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -202934.140625 Penalty: 2486.304932 Iteration 15Q: 3 clusters Score -202934.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -202942.718750 Penalty: 2486.304932 Iteration 16Q: 3 clusters Score -202942.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -202951.000000 Penalty: 2486.304932 Iteration 17Q: 3 clusters Score -202951 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -202959.421875 Penalty: 2486.304932 Iteration 18Q: 3 clusters Score -202959.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -202968.171875 Penalty: 2486.304932 Iteration 19Q: 3 clusters Score -202968.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -202975.328125 Penalty: 2486.304932 Iteration 20F: 3 clusters Score -202975.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -202990.359375 Penalty: 2486.304932 Iteration 21Q: 3 clusters Score -202990.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -202997.656250 Penalty: 2486.304932 Iteration 22Q: 3 clusters Score -202997.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -203007.093750 Penalty: 2486.304932 Iteration 23Q: 3 clusters Score -203007.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -203013.921875 Penalty: 2486.304932 Iteration 24Q: 3 clusters Score -203013.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -203021.859375 Penalty: 2486.304932 Iteration 25Q: 3 clusters Score -203021.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -203030.390625 Penalty: 2486.304932 Iteration 26Q: 3 clusters Score -203030.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -203037.062500 Penalty: 2486.304932 Iteration 27Q: 3 clusters Score -203037.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -203042.312500 Penalty: 2486.304932 Iteration 28Q: 3 clusters Score -203042.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -203047.359375 Penalty: 2486.304932 Iteration 29Q: 3 clusters Score -203047.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -203054.531250 Penalty: 2486.304932 Iteration 30Q: 3 clusters Score -203054.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -203061.375000 Penalty: 2486.304932 Iteration 31Q: 3 clusters Score -203061.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -203063.187500 Penalty: 2486.304932 Iteration 32Q: 3 clusters Score -203063.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -203065.031250 Penalty: 2486.304932 Iteration 33Q: 3 clusters Score -203065 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -203066.734375 Penalty: 2486.304932 Iteration 34Q: 3 clusters Score -203066.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -203069.437500 Penalty: 2486.304932 Iteration 35Q: 3 clusters Score -203069.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -203071.703125 Penalty: 2486.304932 Iteration 36Q: 3 clusters Score -203071.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -203073.312500 Penalty: 2486.304932 Iteration 37Q: 3 clusters Score -203073.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -203076.921875 Penalty: 2486.304932 Iteration 38Q: 3 clusters Score -203076.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -203078.953125 Penalty: 2486.304932 Iteration 39Q: 3 clusters Score -203079 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -203082.140625 Penalty: 2486.304932 Iteration 40F: 3 clusters Score -203082.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -203086.640625 Penalty: 2486.304932 Iteration 41Q: 3 clusters Score -203086.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -203090.546875 Penalty: 2486.304932 Iteration 42Q: 3 clusters Score -203090.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -203093.140625 Penalty: 2486.304932 Iteration 43Q: 3 clusters Score -203093.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -203096.812500 Penalty: 2486.304932 Iteration 44Q: 3 clusters Score -203096.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -203101.718750 Penalty: 2486.304932 Iteration 45Q: 3 clusters Score -203101.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -203105.281250 Penalty: 2486.304932 Iteration 46Q: 3 clusters Score -203105.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -203106.765625 Penalty: 2486.304932 Iteration 47Q: 3 clusters Score -203106.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -203107.875000 Penalty: 2486.304932 Iteration 48Q: 3 clusters Score -203107.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -203109.359375 Penalty: 2486.304932 Iteration 49Q: 3 clusters Score -203109.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -203110.921875 Penalty: 2486.304932 Iteration 50Q: 3 clusters Score -203110.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -203112.406250 Penalty: 2486.304932 Iteration 51Q: 3 clusters Score -203112.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -203113.203125 Penalty: 2486.304932 Iteration 52Q: 3 clusters Score -203113.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -203113.968750 Penalty: 2486.304932 Iteration 53Q: 3 clusters Score -203114 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -203115.578125 Penalty: 2486.304932 Iteration 54Q: 3 clusters Score -203115.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -203117.718750 Penalty: 2486.304932 Iteration 55Q: 3 clusters Score -203117.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -203119.453125 Penalty: 2486.304932 Iteration 56Q: 3 clusters Score -203119.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -203121.828125 Penalty: 2486.304932 Iteration 57Q: 3 clusters Score -203121.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -203125.359375 Penalty: 2486.304932 Iteration 58Q: 3 clusters Score -203125.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -203127.531250 Penalty: 2486.304932 Iteration 59Q: 3 clusters Score -203127.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -203129.328125 Penalty: 2486.304932 Iteration 60F: 3 clusters Score -203129.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -203131.531250 Penalty: 2486.304932 Iteration 61Q: 3 clusters Score -203131.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -203133.640625 Penalty: 2486.304932 Iteration 62Q: 3 clusters Score -203133.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -203135.906250 Penalty: 2486.304932 Iteration 63Q: 3 clusters Score -203135.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -203140.593750 Penalty: 2486.304932 Iteration 64Q: 3 clusters Score -203140.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -203143.156250 Penalty: 2486.304932 Iteration 65Q: 3 clusters Score -203143.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -203145.593750 Penalty: 2486.304932 Iteration 66Q: 3 clusters Score -203145.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -203148.421875 Penalty: 2486.304932 Iteration 67Q: 3 clusters Score -203148.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -203153.593750 Penalty: 2486.304932 Iteration 68Q: 3 clusters Score -203153.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -203163.281250 Penalty: 2486.304932 Iteration 69Q: 3 clusters Score -203163.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -203172.343750 Penalty: 2486.304932 Iteration 70Q: 3 clusters Score -203172.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -203180.593750 Penalty: 2486.304932 Iteration 71Q: 3 clusters Score -203180.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -203187.578125 Penalty: 2486.304932 Iteration 72Q: 3 clusters Score -203187.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -203193.156250 Penalty: 2486.304932 Iteration 73Q: 3 clusters Score -203193.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -203196.625000 Penalty: 2486.304932 Iteration 74Q: 3 clusters Score -203196.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -203198.265625 Penalty: 2486.304932 Iteration 75Q: 3 clusters Score -203198.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -203200.375000 Penalty: 2486.304932 Iteration 76Q: 3 clusters Score -203200.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -203203.312500 Penalty: 2486.304932 Iteration 77Q: 3 clusters Score -203203.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -203205.765625 Penalty: 2486.304932 Iteration 78Q: 3 clusters Score -203205.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -203208.593750 Penalty: 2486.304932 Iteration 79Q: 3 clusters Score -203208.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -203213.671875 Penalty: 2486.304932 Iteration 80F: 3 clusters Score -203213.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -203219.328125 Penalty: 2486.304932 Iteration 81Q: 3 clusters Score -203219.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -203222.078125 Penalty: 2486.304932 Iteration 82Q: 3 clusters Score -203222.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -203224.765625 Penalty: 2486.304932 Iteration 83Q: 3 clusters Score -203224.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -203228.625000 Penalty: 2486.304932 Iteration 84Q: 3 clusters Score -203228.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -203231.046875 Penalty: 2486.304932 Iteration 85Q: 3 clusters Score -203231 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -203234.078125 Penalty: 2486.304932 Iteration 86Q: 3 clusters Score -203234.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -203237.875000 Penalty: 2486.304932 Iteration 87Q: 3 clusters Score -203237.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -203241.812500 Penalty: 2486.304932 Iteration 88Q: 3 clusters Score -203241.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -203245.890625 Penalty: 2486.304932 Iteration 89Q: 3 clusters Score -203245.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -203247.593750 Penalty: 2486.304932 Iteration 90Q: 3 clusters Score -203247.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -203249.578125 Penalty: 2486.304932 Iteration 91Q: 3 clusters Score -203249.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -203252.859375 Penalty: 2486.304932 Iteration 92Q: 3 clusters Score -203252.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -203255.968750 Penalty: 2486.304932 Iteration 93Q: 3 clusters Score -203256 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -203255.968750 Penalty: 2486.304932 Iteration 94F: 3 clusters Score -203256 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (42148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42148 members Entering Unmasked Estep Score: -4141799.500000 Penalty: 1730.453247 Iteration 0F: 2 clusters Score -4141800 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21129 members Mstep: Class 2 contains 21019 members Entering Unmasked Estep Score: -4113410.250000 Penalty: 3460.906494 Iteration 0F: 3 clusters Score -4113410 nChanged 19829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21686 members Mstep: Class 2 contains 20462 members Entering Unmasked Estep Score: -4124856.500000 Penalty: 3460.906494 Iteration 1F: 3 clusters Score -4124856 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22100 members Mstep: Class 2 contains 20048 members Entering Unmasked Estep Score: -4125932.000000 Penalty: 3460.906494 Iteration 2F: 3 clusters Score -4125932 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22671 members Mstep: Class 2 contains 19477 members Entering Unmasked Estep Score: -4127558.250000 Penalty: 3460.906494 Iteration 3F: 3 clusters Score -4127558 nChanged 2913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23244 members Mstep: Class 2 contains 18904 members Entering Unmasked Estep Score: -4129628.000000 Penalty: 3460.906494 Iteration 4F: 3 clusters Score -4129628 nChanged 3052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23614 members Mstep: Class 2 contains 18534 members Entering Unmasked Estep Score: -4131987.750000 Penalty: 3460.906494 Iteration 5F: 3 clusters Score -4131988 nChanged 3112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23752 members Mstep: Class 2 contains 18396 members Entering Unmasked Estep Score: -4134567.000000 Penalty: 3460.906494 Iteration 6F: 3 clusters Score -4134567 nChanged 2785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23639 members Mstep: Class 2 contains 18509 members Entering Unmasked Estep Score: -4136578.500000 Penalty: 3460.906494 Iteration 7F: 3 clusters Score -4136578 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23206 members Mstep: Class 2 contains 18942 members Entering Unmasked Estep Score: -4137943.250000 Penalty: 3460.906494 Iteration 8F: 3 clusters Score -4137943 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22596 members Mstep: Class 2 contains 19552 members Entering Unmasked Estep Score: -4138757.000000 Penalty: 3460.906494 Iteration 9Q: 3 clusters Score -4138757 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22013 members Mstep: Class 2 contains 20135 members Entering Unmasked Estep Score: -4139249.250000 Penalty: 3460.906494 Iteration 10Q: 3 clusters Score -4139249 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21449 members Mstep: Class 2 contains 20699 members Entering Unmasked Estep Score: -4139611.000000 Penalty: 3460.906494 Iteration 11Q: 3 clusters Score -4139611 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20917 members Mstep: Class 2 contains 21231 members Entering Unmasked Estep Score: -4139890.750000 Penalty: 3460.906494 Iteration 12Q: 3 clusters Score -4139891 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20383 members Mstep: Class 2 contains 21765 members Entering Unmasked Estep Score: -4140143.250000 Penalty: 3460.906494 Iteration 13Q: 3 clusters Score -4140143 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19865 members Mstep: Class 2 contains 22283 members Entering Unmasked Estep Score: -4140345.000000 Penalty: 3460.906494 Iteration 14Q: 3 clusters Score -4140345 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19409 members Mstep: Class 2 contains 22739 members Entering Unmasked Estep Score: -4140464.750000 Penalty: 3460.906494 Iteration 15Q: 3 clusters Score -4140465 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18972 members Mstep: Class 2 contains 23176 members Entering Unmasked Estep Score: -4140599.500000 Penalty: 3460.906494 Iteration 16Q: 3 clusters Score -4140600 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18580 members Mstep: Class 2 contains 23568 members Entering Unmasked Estep Score: -4140686.250000 Penalty: 3460.906494 Iteration 17Q: 3 clusters Score -4140686 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18191 members Mstep: Class 2 contains 23957 members Entering Unmasked Estep Score: -4140781.250000 Penalty: 3460.906494 Iteration 18Q: 3 clusters Score -4140781 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17798 members Mstep: Class 2 contains 24350 members Entering Unmasked Estep Score: -4140896.000000 Penalty: 3460.906494 Iteration 19Q: 3 clusters Score -4140896 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17388 members Mstep: Class 2 contains 24760 members Entering Unmasked Estep Score: -4140964.250000 Penalty: 3460.906494 Iteration 20F: 3 clusters Score -4140964 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16992 members Mstep: Class 2 contains 25156 members Entering Unmasked Estep Score: -4141028.750000 Penalty: 3460.906494 Iteration 21Q: 3 clusters Score -4141029 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16634 members Mstep: Class 2 contains 25514 members Entering Unmasked Estep Score: -4141113.250000 Penalty: 3460.906494 Iteration 22Q: 3 clusters Score -4141113 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16295 members Mstep: Class 2 contains 25853 members Entering Unmasked Estep Score: -4141177.750000 Penalty: 3460.906494 Iteration 23Q: 3 clusters Score -4141178 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15945 members Mstep: Class 2 contains 26203 members Entering Unmasked Estep Score: -4141249.750000 Penalty: 3460.906494 Iteration 24Q: 3 clusters Score -4141250 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15623 members Mstep: Class 2 contains 26525 members Entering Unmasked Estep Score: -4141288.750000 Penalty: 3460.906494 Iteration 25Q: 3 clusters Score -4141289 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15312 members Mstep: Class 2 contains 26836 members Entering Unmasked Estep Score: -4141333.000000 Penalty: 3460.906494 Iteration 26Q: 3 clusters Score -4141333 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15015 members Mstep: Class 2 contains 27133 members Entering Unmasked Estep Score: -4141378.750000 Penalty: 3460.906494 Iteration 27Q: 3 clusters Score -4141379 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14739 members Mstep: Class 2 contains 27409 members Entering Unmasked Estep Score: -4141423.500000 Penalty: 3460.906494 Iteration 28Q: 3 clusters Score -4141424 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 27690 members Entering Unmasked Estep Score: -4141464.500000 Penalty: 3460.906494 Iteration 29Q: 3 clusters Score -4141464 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14204 members Mstep: Class 2 contains 27944 members Entering Unmasked Estep Score: -4141507.000000 Penalty: 3460.906494 Iteration 30Q: 3 clusters Score -4141507 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13973 members Mstep: Class 2 contains 28175 members Entering Unmasked Estep Score: -4141532.750000 Penalty: 3460.906494 Iteration 31Q: 3 clusters Score -4141533 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 28381 members Entering Unmasked Estep Score: -4141554.750000 Penalty: 3460.906494 Iteration 32Q: 3 clusters Score -4141555 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13571 members Mstep: Class 2 contains 28577 members Entering Unmasked Estep Score: -4141561.750000 Penalty: 3460.906494 Iteration 33Q: 3 clusters Score -4141562 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13343 members Mstep: Class 2 contains 28805 members Entering Unmasked Estep Score: -4141582.500000 Penalty: 3460.906494 Iteration 34Q: 3 clusters Score -4141582 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13129 members Mstep: Class 2 contains 29019 members Entering Unmasked Estep Score: -4141631.750000 Penalty: 3460.906494 Iteration 35Q: 3 clusters Score -4141632 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12926 members Mstep: Class 2 contains 29222 members Entering Unmasked Estep Score: -4141664.750000 Penalty: 3460.906494 Iteration 36Q: 3 clusters Score -4141665 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12729 members Mstep: Class 2 contains 29419 members Entering Unmasked Estep Score: -4141673.250000 Penalty: 3460.906494 Iteration 37Q: 3 clusters Score -4141673 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12542 members Mstep: Class 2 contains 29606 members Entering Unmasked Estep Score: -4141703.000000 Penalty: 3460.906494 Iteration 38Q: 3 clusters Score -4141703 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12377 members Mstep: Class 2 contains 29771 members Entering Unmasked Estep Score: -4141721.750000 Penalty: 3460.906494 Iteration 39Q: 3 clusters Score -4141722 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 29948 members Entering Unmasked Estep Score: -4141745.000000 Penalty: 3460.906494 Iteration 40F: 3 clusters Score -4141745 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 30093 members Entering Unmasked Estep Score: -4141751.250000 Penalty: 3460.906494 Iteration 41Q: 3 clusters Score -4141751 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11913 members Mstep: Class 2 contains 30235 members Entering Unmasked Estep Score: -4141759.750000 Penalty: 3460.906494 Iteration 42Q: 3 clusters Score -4141760 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11766 members Mstep: Class 2 contains 30382 members Entering Unmasked Estep Score: -4141785.750000 Penalty: 3460.906494 Iteration 43Q: 3 clusters Score -4141786 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11619 members Mstep: Class 2 contains 30529 members Entering Unmasked Estep Score: -4141797.500000 Penalty: 3460.906494 Iteration 44Q: 3 clusters Score -4141798 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11470 members Mstep: Class 2 contains 30678 members Entering Unmasked Estep Score: -4141803.250000 Penalty: 3460.906494 Iteration 45Q: 3 clusters Score -4141803 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11319 members Mstep: Class 2 contains 30829 members Entering Unmasked Estep Score: -4141823.750000 Penalty: 3460.906494 Iteration 46Q: 3 clusters Score -4141824 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 30957 members Entering Unmasked Estep Score: -4141848.500000 Penalty: 3460.906494 Iteration 47Q: 3 clusters Score -4141848 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11068 members Mstep: Class 2 contains 31080 members Entering Unmasked Estep Score: -4141835.750000 Penalty: 3460.906494 Iteration 48Q: 3 clusters Score -4141836 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10945 members Mstep: Class 2 contains 31203 members Entering Unmasked Estep Score: -4141852.000000 Penalty: 3460.906494 Iteration 49Q: 3 clusters Score -4141852 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10839 members Mstep: Class 2 contains 31309 members Entering Unmasked Estep Score: -4141855.500000 Penalty: 3460.906494 Iteration 50Q: 3 clusters Score -4141856 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 31407 members Entering Unmasked Estep Score: -4141881.250000 Penalty: 3460.906494 Iteration 51Q: 3 clusters Score -4141881 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10641 members Mstep: Class 2 contains 31507 members Entering Unmasked Estep Score: -4141899.250000 Penalty: 3460.906494 Iteration 52Q: 3 clusters Score -4141899 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10535 members Mstep: Class 2 contains 31613 members Entering Unmasked Estep Score: -4141902.750000 Penalty: 3460.906494 Iteration 53Q: 3 clusters Score -4141903 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10432 members Mstep: Class 2 contains 31716 members Entering Unmasked Estep Score: -4141901.500000 Penalty: 3460.906494 Iteration 54Q: 3 clusters Score -4141902 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 31824 members Entering Unmasked Estep Score: -4141902.000000 Penalty: 3460.906494 Iteration 55Q: 3 clusters Score -4141902 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10210 members Mstep: Class 2 contains 31938 members Entering Unmasked Estep Score: -4141918.250000 Penalty: 3460.906494 Iteration 56Q: 3 clusters Score -4141918 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10095 members Mstep: Class 2 contains 32053 members Entering Unmasked Estep Score: -4141929.750000 Penalty: 3460.906494 Iteration 57Q: 3 clusters Score -4141930 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9973 members Mstep: Class 2 contains 32175 members Entering Unmasked Estep Score: -4141949.750000 Penalty: 3460.906494 Iteration 58Q: 3 clusters Score -4141950 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9844 members Mstep: Class 2 contains 32304 members Entering Unmasked Estep Score: -4141984.500000 Penalty: 3460.906494 Iteration 59Q: 3 clusters Score -4141984 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 32435 members Entering Unmasked Estep Score: -4141993.000000 Penalty: 3460.906494 Iteration 60F: 3 clusters Score -4141993 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9573 members Mstep: Class 2 contains 32575 members Entering Unmasked Estep Score: -4142019.500000 Penalty: 3460.906494 Iteration 61Q: 3 clusters Score -4142020 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 32728 members Entering Unmasked Estep Score: -4142051.750000 Penalty: 3460.906494 Iteration 62Q: 3 clusters Score -4142052 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 32879 members Entering Unmasked Estep Score: -4142080.000000 Penalty: 3460.906494 Iteration 63Q: 3 clusters Score -4142080 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Mstep: Class 2 contains 33041 members Entering Unmasked Estep Score: -4142126.250000 Penalty: 3460.906494 Iteration 64Q: 3 clusters Score -4142126 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 33214 members Entering Unmasked Estep Score: -4142182.500000 Penalty: 3460.906494 Iteration 65Q: 3 clusters Score -4142182 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 33404 members Entering Unmasked Estep Score: -4142256.000000 Penalty: 3460.906494 Iteration 66Q: 3 clusters Score -4142256 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 33592 members Entering Unmasked Estep Score: -4142365.750000 Penalty: 3460.906494 Iteration 67Q: 3 clusters Score -4142366 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 33797 members Entering Unmasked Estep Score: -4142486.000000 Penalty: 3460.906494 Iteration 68Q: 3 clusters Score -4142486 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 34008 members Entering Unmasked Estep Score: -4142598.500000 Penalty: 3460.906494 Iteration 69Q: 3 clusters Score -4142598 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 34196 members Entering Unmasked Estep Score: -4142706.250000 Penalty: 3460.906494 Iteration 70Q: 3 clusters Score -4142706 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 34379 members Entering Unmasked Estep Score: -4142787.000000 Penalty: 3460.906494 Iteration 71Q: 3 clusters Score -4142787 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7569 members Mstep: Class 2 contains 34579 members Entering Unmasked Estep Score: -4142841.250000 Penalty: 3460.906494 Iteration 72Q: 3 clusters Score -4142841 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 34776 members Entering Unmasked Estep Score: -4142907.250000 Penalty: 3460.906494 Iteration 73Q: 3 clusters Score -4142907 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 34933 members Entering Unmasked Estep Score: -4142960.750000 Penalty: 3460.906494 Iteration 74Q: 3 clusters Score -4142961 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 35098 members Entering Unmasked Estep Score: -4143019.750000 Penalty: 3460.906494 Iteration 75Q: 3 clusters Score -4143020 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 35269 members Entering Unmasked Estep Score: -4143084.250000 Penalty: 3460.906494 Iteration 76Q: 3 clusters Score -4143084 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 35448 members Entering Unmasked Estep Score: -4143182.000000 Penalty: 3460.906494 Iteration 77Q: 3 clusters Score -4143182 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 35599 members Entering Unmasked Estep Score: -4143257.500000 Penalty: 3460.906494 Iteration 78Q: 3 clusters Score -4143258 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 35739 members Entering Unmasked Estep Score: -4143336.500000 Penalty: 3460.906494 Iteration 79Q: 3 clusters Score -4143336 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 35841 members Entering Unmasked Estep Score: -4143397.500000 Penalty: 3460.906494 Iteration 80F: 3 clusters Score -4143398 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 35931 members Entering Unmasked Estep Score: -4143430.000000 Penalty: 3460.906494 Iteration 81Q: 3 clusters Score -4143430 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 36012 members Entering Unmasked Estep Score: -4143467.250000 Penalty: 3460.906494 Iteration 82Q: 3 clusters Score -4143467 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 36086 members Entering Unmasked Estep Score: -4143481.500000 Penalty: 3460.906494 Iteration 83Q: 3 clusters Score -4143482 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 36140 members Entering Unmasked Estep Score: -4143498.750000 Penalty: 3460.906494 Iteration 84Q: 3 clusters Score -4143499 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 36181 members Entering Unmasked Estep Score: -4143500.750000 Penalty: 3460.906494 Iteration 85Q: 3 clusters Score -4143501 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 36204 members Entering Unmasked Estep Score: -4143492.000000 Penalty: 3460.906494 Iteration 86Q: 3 clusters Score -4143492 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 36223 members Entering Unmasked Estep Score: -4143498.500000 Penalty: 3460.906494 Iteration 87Q: 3 clusters Score -4143498 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 36234 members Entering Unmasked Estep Score: -4143498.500000 Penalty: 3460.906494 Iteration 88Q: 3 clusters Score -4143498 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 36249 members Entering Unmasked Estep Score: -4143503.500000 Penalty: 3460.906494 Iteration 89Q: 3 clusters Score -4143504 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 36258 members Entering Unmasked Estep Score: -4143507.750000 Penalty: 3460.906494 Iteration 90Q: 3 clusters Score -4143508 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 36269 members Entering Unmasked Estep Score: -4143507.750000 Penalty: 3460.906494 Iteration 91Q: 3 clusters Score -4143508 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 36281 members Entering Unmasked Estep Score: -4143506.250000 Penalty: 3460.906494 Iteration 92Q: 3 clusters Score -4143506 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 36288 members Entering Unmasked Estep Score: -4143507.500000 Penalty: 3460.906494 Iteration 93Q: 3 clusters Score -4143508 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 36292 members Entering Unmasked Estep Score: -4143511.750000 Penalty: 3460.906494 Iteration 94Q: 3 clusters Score -4143512 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 36298 members Entering Unmasked Estep Score: -4143516.000000 Penalty: 3460.906494 Iteration 95Q: 3 clusters Score -4143516 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 36302 members Entering Unmasked Estep Score: -4143511.000000 Penalty: 3460.906494 Iteration 96Q: 3 clusters Score -4143511 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 36306 members Entering Unmasked Estep Score: -4143514.000000 Penalty: 3460.906494 Iteration 97Q: 3 clusters Score -4143514 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 36306 members Entering Unmasked Estep Score: -4143514.000000 Penalty: 3460.906494 Iteration 98F: 3 clusters Score -4143514 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 36306 members Mstep: Class 2 contains 312 members Mstep: Class 3 contains 65333 members Mstep: Class 4 contains 5363 members Mstep: Class 5 contains 12413 members Mstep: Class 6 contains 7283 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3503 members Mstep: Class 9 contains 2028 members Mstep: Class 10 contains 18815 members Mstep: Class 11 contains 1838 members Mstep: Class 12 contains 2350 members Mstep: Class 13 contains 1190 members Mstep: Class 14 contains 2101 members Mstep: Class 15 contains 5842 members Mstep: Class 16 contains 5920 members Mstep: Class 17 contains 5187 members Mstep: Class 18 contains 6311 members Mstep: Class 19 contains 5498 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13387 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4505 members Mstep: Class 25 contains 18880 members Mstep: Class 26 contains 1168 members Mstep: Class 27 contains 847 members Entering Unmasked Estep Score: -22258992.000000 Penalty: 54191.679688 Splitting cluster 15 changes total score from -22257504.000000 to -22258992.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 16 (5920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Entering Unmasked Estep Score: -605651.000000 Penalty: 1411.489868 Iteration 0F: 2 clusters Score -605651 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -601060.000000 Penalty: 2822.979736 Iteration 0F: 3 clusters Score -601060 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -602325.562500 Penalty: 2822.979736 Iteration 1F: 3 clusters Score -602325.6 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -602531.125000 Penalty: 2822.979736 Iteration 2F: 3 clusters Score -602531.1 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -602704.125000 Penalty: 2822.979736 Iteration 3F: 3 clusters Score -602704.1 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -602862.937500 Penalty: 2822.979736 Iteration 4Q: 3 clusters Score -602862.9 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -603061.562500 Penalty: 2822.979736 Iteration 5F: 3 clusters Score -603061.6 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -603261.812500 Penalty: 2822.979736 Iteration 6F: 3 clusters Score -603261.8 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -603470.000000 Penalty: 2822.979736 Iteration 7Q: 3 clusters Score -603470 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -603663.375000 Penalty: 2822.979736 Iteration 8Q: 3 clusters Score -603663.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -603861.937500 Penalty: 2822.979736 Iteration 9Q: 3 clusters Score -603861.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -604015.437500 Penalty: 2822.979736 Iteration 10Q: 3 clusters Score -604015.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -604135.937500 Penalty: 2822.979736 Iteration 11Q: 3 clusters Score -604135.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -604222.937500 Penalty: 2822.979736 Iteration 12Q: 3 clusters Score -604222.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -604274.625000 Penalty: 2822.979736 Iteration 13Q: 3 clusters Score -604274.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -604304.250000 Penalty: 2822.979736 Iteration 14Q: 3 clusters Score -604304.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -604325.062500 Penalty: 2822.979736 Iteration 15Q: 3 clusters Score -604325.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -604339.375000 Penalty: 2822.979736 Iteration 16Q: 3 clusters Score -604339.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -604352.125000 Penalty: 2822.979736 Iteration 17Q: 3 clusters Score -604352.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -604363.500000 Penalty: 2822.979736 Iteration 18Q: 3 clusters Score -604363.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -604369.875000 Penalty: 2822.979736 Iteration 19Q: 3 clusters Score -604369.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -604378.250000 Penalty: 2822.979736 Iteration 20F: 3 clusters Score -604378.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -604383.375000 Penalty: 2822.979736 Iteration 21Q: 3 clusters Score -604383.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -604388.062500 Penalty: 2822.979736 Iteration 22Q: 3 clusters Score -604388.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -604389.812500 Penalty: 2822.979736 Iteration 23Q: 3 clusters Score -604389.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -604390.500000 Penalty: 2822.979736 Iteration 24Q: 3 clusters Score -604390.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -604393.062500 Penalty: 2822.979736 Iteration 25Q: 3 clusters Score -604393.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -604394.875000 Penalty: 2822.979736 Iteration 26Q: 3 clusters Score -604394.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -604393.750000 Penalty: 2822.979736 Iteration 27Q: 3 clusters Score -604393.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -604395.625000 Penalty: 2822.979736 Iteration 28Q: 3 clusters Score -604395.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -604398.312500 Penalty: 2822.979736 Iteration 29Q: 3 clusters Score -604398.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -604399.937500 Penalty: 2822.979736 Iteration 30Q: 3 clusters Score -604399.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -604399.937500 Penalty: 2822.979736 Iteration 31F: 3 clusters Score -604399.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5187 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Entering Unmasked Estep Score: -522961.125000 Penalty: 1390.010620 Iteration 0F: 2 clusters Score -522961.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -518865.500000 Penalty: 2780.021240 Iteration 0F: 3 clusters Score -518865.5 nChanged 2080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -519967.250000 Penalty: 2780.021240 Iteration 1F: 3 clusters Score -519967.2 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -520152.843750 Penalty: 2780.021240 Iteration 2F: 3 clusters Score -520152.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -520287.031250 Penalty: 2780.021240 Iteration 3F: 3 clusters Score -520287 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -520402.500000 Penalty: 2780.021240 Iteration 4Q: 3 clusters Score -520402.5 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -520510.750000 Penalty: 2780.021240 Iteration 5Q: 3 clusters Score -520510.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -520615.718750 Penalty: 2780.021240 Iteration 6Q: 3 clusters Score -520615.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -520696.687500 Penalty: 2780.021240 Iteration 7Q: 3 clusters Score -520696.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -520767.593750 Penalty: 2780.021240 Iteration 8Q: 3 clusters Score -520767.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -520857.687500 Penalty: 2780.021240 Iteration 9Q: 3 clusters Score -520857.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -520965.687500 Penalty: 2780.021240 Iteration 10Q: 3 clusters Score -520965.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -521092.687500 Penalty: 2780.021240 Iteration 11Q: 3 clusters Score -521092.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -521196.875000 Penalty: 2780.021240 Iteration 12Q: 3 clusters Score -521196.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -521295.000000 Penalty: 2780.021240 Iteration 13Q: 3 clusters Score -521295 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -521361.375000 Penalty: 2780.021240 Iteration 14Q: 3 clusters Score -521361.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -521401.062500 Penalty: 2780.021240 Iteration 15Q: 3 clusters Score -521401.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -521432.125000 Penalty: 2780.021240 Iteration 16Q: 3 clusters Score -521432.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -521453.875000 Penalty: 2780.021240 Iteration 17Q: 3 clusters Score -521453.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -521474.843750 Penalty: 2780.021240 Iteration 18Q: 3 clusters Score -521474.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -521486.343750 Penalty: 2780.021240 Iteration 19Q: 3 clusters Score -521486.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -521498.375000 Penalty: 2780.021240 Iteration 20F: 3 clusters Score -521498.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -521512.375000 Penalty: 2780.021240 Iteration 21Q: 3 clusters Score -521512.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -521527.937500 Penalty: 2780.021240 Iteration 22Q: 3 clusters Score -521527.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -521543.906250 Penalty: 2780.021240 Iteration 23Q: 3 clusters Score -521543.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -521560.500000 Penalty: 2780.021240 Iteration 24Q: 3 clusters Score -521560.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -521573.656250 Penalty: 2780.021240 Iteration 25Q: 3 clusters Score -521573.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -521581.718750 Penalty: 2780.021240 Iteration 26Q: 3 clusters Score -521581.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -521596.593750 Penalty: 2780.021240 Iteration 27Q: 3 clusters Score -521596.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -521604.062500 Penalty: 2780.021240 Iteration 28Q: 3 clusters Score -521604.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -521613.875000 Penalty: 2780.021240 Iteration 29Q: 3 clusters Score -521613.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -521624.000000 Penalty: 2780.021240 Iteration 30Q: 3 clusters Score -521624 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -521632.687500 Penalty: 2780.021240 Iteration 31Q: 3 clusters Score -521632.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -521640.843750 Penalty: 2780.021240 Iteration 32Q: 3 clusters Score -521640.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -521648.375000 Penalty: 2780.021240 Iteration 33Q: 3 clusters Score -521648.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -521652.187500 Penalty: 2780.021240 Iteration 34Q: 3 clusters Score -521652.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -521657.875000 Penalty: 2780.021240 Iteration 35Q: 3 clusters Score -521657.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -521663.156250 Penalty: 2780.021240 Iteration 36Q: 3 clusters Score -521663.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -521671.281250 Penalty: 2780.021240 Iteration 37Q: 3 clusters Score -521671.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -521678.812500 Penalty: 2780.021240 Iteration 38Q: 3 clusters Score -521678.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -521684.968750 Penalty: 2780.021240 Iteration 39Q: 3 clusters Score -521685 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -521688.593750 Penalty: 2780.021240 Iteration 40F: 3 clusters Score -521688.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -521697.593750 Penalty: 2780.021240 Iteration 41Q: 3 clusters Score -521697.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -521711.625000 Penalty: 2780.021240 Iteration 42Q: 3 clusters Score -521711.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -521717.593750 Penalty: 2780.021240 Iteration 43Q: 3 clusters Score -521717.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -521720.781250 Penalty: 2780.021240 Iteration 44Q: 3 clusters Score -521720.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -521725.093750 Penalty: 2780.021240 Iteration 45Q: 3 clusters Score -521725.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -521729.125000 Penalty: 2780.021240 Iteration 46Q: 3 clusters Score -521729.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -521733.718750 Penalty: 2780.021240 Iteration 47Q: 3 clusters Score -521733.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -521739.843750 Penalty: 2780.021240 Iteration 48Q: 3 clusters Score -521739.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -521744.593750 Penalty: 2780.021240 Iteration 49Q: 3 clusters Score -521744.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -521748.718750 Penalty: 2780.021240 Iteration 50Q: 3 clusters Score -521748.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -521752.406250 Penalty: 2780.021240 Iteration 51Q: 3 clusters Score -521752.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -521753.375000 Penalty: 2780.021240 Iteration 52Q: 3 clusters Score -521753.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -521753.531250 Penalty: 2780.021240 Iteration 53Q: 3 clusters Score -521753.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -521754.906250 Penalty: 2780.021240 Iteration 54Q: 3 clusters Score -521754.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -521756.718750 Penalty: 2780.021240 Iteration 55Q: 3 clusters Score -521756.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -521759.656250 Penalty: 2780.021240 Iteration 56Q: 3 clusters Score -521759.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -521761.937500 Penalty: 2780.021240 Iteration 57Q: 3 clusters Score -521761.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -521766.187500 Penalty: 2780.021240 Iteration 58Q: 3 clusters Score -521766.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -521766.406250 Penalty: 2780.021240 Iteration 59Q: 3 clusters Score -521766.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -521768.562500 Penalty: 2780.021240 Iteration 60F: 3 clusters Score -521768.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -521769.125000 Penalty: 2780.021240 Iteration 61Q: 3 clusters Score -521769.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -521769.062500 Penalty: 2780.021240 Iteration 62Q: 3 clusters Score -521769.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -521771.062500 Penalty: 2780.021240 Iteration 63Q: 3 clusters Score -521771.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -521772.468750 Penalty: 2780.021240 Iteration 64Q: 3 clusters Score -521772.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -521774.625000 Penalty: 2780.021240 Iteration 65Q: 3 clusters Score -521774.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -521775.531250 Penalty: 2780.021240 Iteration 66Q: 3 clusters Score -521775.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -521777.375000 Penalty: 2780.021240 Iteration 67Q: 3 clusters Score -521777.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -521779.281250 Penalty: 2780.021240 Iteration 68Q: 3 clusters Score -521779.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -521781.000000 Penalty: 2780.021240 Iteration 69Q: 3 clusters Score -521781 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -521782.656250 Penalty: 2780.021240 Iteration 70Q: 3 clusters Score -521782.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -521783.218750 Penalty: 2780.021240 Iteration 71Q: 3 clusters Score -521783.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -521785.343750 Penalty: 2780.021240 Iteration 72Q: 3 clusters Score -521785.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -521787.843750 Penalty: 2780.021240 Iteration 73Q: 3 clusters Score -521787.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -521789.500000 Penalty: 2780.021240 Iteration 74Q: 3 clusters Score -521789.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -521792.562500 Penalty: 2780.021240 Iteration 75Q: 3 clusters Score -521792.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -521792.562500 Penalty: 2780.021240 Iteration 76F: 3 clusters Score -521792.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Entering Unmasked Estep Score: -639042.937500 Penalty: 1421.883057 Iteration 0F: 2 clusters Score -639042.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -634245.937500 Penalty: 2843.766113 Iteration 0F: 3 clusters Score -634245.9 nChanged 2624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -635743.250000 Penalty: 2843.766113 Iteration 1F: 3 clusters Score -635743.2 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -635996.500000 Penalty: 2843.766113 Iteration 2F: 3 clusters Score -635996.5 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -636206.812500 Penalty: 2843.766113 Iteration 3F: 3 clusters Score -636206.8 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -636383.625000 Penalty: 2843.766113 Iteration 4Q: 3 clusters Score -636383.6 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -636591.937500 Penalty: 2843.766113 Iteration 5F: 3 clusters Score -636591.9 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -636788.750000 Penalty: 2843.766113 Iteration 6Q: 3 clusters Score -636788.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -636976.062500 Penalty: 2843.766113 Iteration 7Q: 3 clusters Score -636976.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -637154.437500 Penalty: 2843.766113 Iteration 8Q: 3 clusters Score -637154.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -637313.937500 Penalty: 2843.766113 Iteration 9Q: 3 clusters Score -637313.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -637418.687500 Penalty: 2843.766113 Iteration 10Q: 3 clusters Score -637418.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -637514.937500 Penalty: 2843.766113 Iteration 11Q: 3 clusters Score -637514.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -637590.875000 Penalty: 2843.766113 Iteration 12Q: 3 clusters Score -637590.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -637642.812500 Penalty: 2843.766113 Iteration 13Q: 3 clusters Score -637642.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -637677.125000 Penalty: 2843.766113 Iteration 14Q: 3 clusters Score -637677.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -637698.687500 Penalty: 2843.766113 Iteration 15Q: 3 clusters Score -637698.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -637715.375000 Penalty: 2843.766113 Iteration 16Q: 3 clusters Score -637715.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -637725.937500 Penalty: 2843.766113 Iteration 17Q: 3 clusters Score -637725.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -637742.250000 Penalty: 2843.766113 Iteration 18Q: 3 clusters Score -637742.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -637754.062500 Penalty: 2843.766113 Iteration 19Q: 3 clusters Score -637754.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -637762.750000 Penalty: 2843.766113 Iteration 20F: 3 clusters Score -637762.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -637770.812500 Penalty: 2843.766113 Iteration 21Q: 3 clusters Score -637770.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -637780.437500 Penalty: 2843.766113 Iteration 22Q: 3 clusters Score -637780.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -637786.250000 Penalty: 2843.766113 Iteration 23Q: 3 clusters Score -637786.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -637792.187500 Penalty: 2843.766113 Iteration 24Q: 3 clusters Score -637792.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -637797.062500 Penalty: 2843.766113 Iteration 25Q: 3 clusters Score -637797.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -637802.687500 Penalty: 2843.766113 Iteration 26Q: 3 clusters Score -637802.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -637805.937500 Penalty: 2843.766113 Iteration 27Q: 3 clusters Score -637805.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -637808.187500 Penalty: 2843.766113 Iteration 28Q: 3 clusters Score -637808.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -637808.187500 Penalty: 2843.766113 Iteration 29F: 3 clusters Score -637808.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Entering Unmasked Estep Score: -546637.812500 Penalty: 1399.472656 Iteration 0F: 2 clusters Score -546637.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -542306.937500 Penalty: 2798.945312 Iteration 0F: 3 clusters Score -542306.9 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -543640.375000 Penalty: 2798.945312 Iteration 1F: 3 clusters Score -543640.4 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -543948.000000 Penalty: 2798.945312 Iteration 2F: 3 clusters Score -543948 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -544209.812500 Penalty: 2798.945312 Iteration 3F: 3 clusters Score -544209.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -544493.937500 Penalty: 2798.945312 Iteration 4F: 3 clusters Score -544493.9 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -544852.937500 Penalty: 2798.945312 Iteration 5F: 3 clusters Score -544852.9 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -545253.437500 Penalty: 2798.945312 Iteration 6F: 3 clusters Score -545253.4 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -545700.625000 Penalty: 2798.945312 Iteration 7F: 3 clusters Score -545700.6 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -546123.062500 Penalty: 2798.945312 Iteration 8F: 3 clusters Score -546123.1 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -546442.187500 Penalty: 2798.945312 Iteration 9F: 3 clusters Score -546442.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -546676.500000 Penalty: 2798.945312 Iteration 10Q: 3 clusters Score -546676.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -546824.812500 Penalty: 2798.945312 Iteration 11Q: 3 clusters Score -546824.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -546920.062500 Penalty: 2798.945312 Iteration 12Q: 3 clusters Score -546920.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -547002.125000 Penalty: 2798.945312 Iteration 13Q: 3 clusters Score -547002.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -547101.125000 Penalty: 2798.945312 Iteration 14Q: 3 clusters Score -547101.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -547255.562500 Penalty: 2798.945312 Iteration 15Q: 3 clusters Score -547255.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -547330.937500 Penalty: 2798.945312 Iteration 16Q: 3 clusters Score -547330.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -547347.125000 Penalty: 2798.945312 Iteration 17Q: 3 clusters Score -547347.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -547356.375000 Penalty: 2798.945312 Iteration 18Q: 3 clusters Score -547356.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -547365.562500 Penalty: 2798.945312 Iteration 19Q: 3 clusters Score -547365.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -547372.875000 Penalty: 2798.945312 Iteration 20F: 3 clusters Score -547372.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -547376.250000 Penalty: 2798.945312 Iteration 21Q: 3 clusters Score -547376.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -547380.312500 Penalty: 2798.945312 Iteration 22Q: 3 clusters Score -547380.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -547382.875000 Penalty: 2798.945312 Iteration 23Q: 3 clusters Score -547382.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -547384.062500 Penalty: 2798.945312 Iteration 24Q: 3 clusters Score -547384.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -547385.000000 Penalty: 2798.945312 Iteration 25Q: 3 clusters Score -547385 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -547384.375000 Penalty: 2798.945312 Iteration 26Q: 3 clusters Score -547384.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -547385.937500 Penalty: 2798.945312 Iteration 27Q: 3 clusters Score -547385.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -547385.875000 Penalty: 2798.945312 Iteration 28Q: 3 clusters Score -547385.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -547385.875000 Penalty: 2798.945312 Iteration 29F: 3 clusters Score -547385.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 36306 members Mstep: Class 2 contains 312 members Mstep: Class 3 contains 65333 members Mstep: Class 4 contains 5363 members Mstep: Class 5 contains 12413 members Mstep: Class 6 contains 7283 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3503 members Mstep: Class 9 contains 2028 members Mstep: Class 10 contains 18815 members Mstep: Class 11 contains 1838 members Mstep: Class 12 contains 2350 members Mstep: Class 13 contains 1190 members Mstep: Class 14 contains 2101 members Mstep: Class 15 contains 5842 members Mstep: Class 16 contains 5920 members Mstep: Class 17 contains 5187 members Mstep: Class 18 contains 6311 members Mstep: Class 19 contains 1762 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13387 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4505 members Mstep: Class 25 contains 18880 members Mstep: Class 26 contains 1168 members Mstep: Class 27 contains 847 members Mstep: Class 28 contains 3736 members Entering Unmasked Estep Score: -22259196.000000 Penalty: 56198.781250 Splitting cluster 19 changes total score from -22257504.000000 to -22259196.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 20 (628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Entering Unmasked Estep Score: -57174.140625 Penalty: 1046.912720 Iteration 0F: 2 clusters Score -57174.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -56072.875000 Penalty: 2093.825439 Iteration 0F: 3 clusters Score -56072.88 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -56524.867188 Penalty: 2093.825439 Iteration 1F: 3 clusters Score -56524.87 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -56697.394531 Penalty: 2093.825439 Iteration 2F: 3 clusters Score -56697.39 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -56877.472656 Penalty: 2093.825439 Iteration 3F: 3 clusters Score -56877.47 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -57009.132812 Penalty: 2093.825439 Iteration 4F: 3 clusters Score -57009.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -57042.355469 Penalty: 2093.825439 Iteration 5Q: 3 clusters Score -57042.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -57055.734375 Penalty: 2093.825439 Iteration 6Q: 3 clusters Score -57055.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -57064.222656 Penalty: 2093.825439 Iteration 7Q: 3 clusters Score -57064.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -57068.425781 Penalty: 2093.825439 Iteration 8Q: 3 clusters Score -57068.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -57072.921875 Penalty: 2093.825439 Iteration 9Q: 3 clusters Score -57072.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -57078.437500 Penalty: 2093.825439 Iteration 10Q: 3 clusters Score -57078.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -57082.933594 Penalty: 2093.825439 Iteration 11Q: 3 clusters Score -57082.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -57088.554688 Penalty: 2093.825439 Iteration 12Q: 3 clusters Score -57088.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -57089.531250 Penalty: 2093.825439 Iteration 13Q: 3 clusters Score -57089.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -57094.484375 Penalty: 2093.825439 Iteration 14Q: 3 clusters Score -57094.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -57094.484375 Penalty: 2093.825439 Iteration 15F: 3 clusters Score -57094.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (13387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13387 members Entering Unmasked Estep Score: -1371886.250000 Penalty: 1544.081299 Iteration 0F: 2 clusters Score -1371886 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1362650.000000 Penalty: 3088.162598 Iteration 0F: 3 clusters Score -1362650 nChanged 5887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -1365766.375000 Penalty: 3088.162598 Iteration 1F: 3 clusters Score -1365766 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -1366212.500000 Penalty: 3088.162598 Iteration 2F: 3 clusters Score -1366212 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -1366743.000000 Penalty: 3088.162598 Iteration 3F: 3 clusters Score -1366743 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -1367313.625000 Penalty: 3088.162598 Iteration 4F: 3 clusters Score -1367314 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 9675 members Entering Unmasked Estep Score: -1367905.875000 Penalty: 3088.162598 Iteration 5F: 3 clusters Score -1367906 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -1368527.500000 Penalty: 3088.162598 Iteration 6F: 3 clusters Score -1368528 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 11016 members Entering Unmasked Estep Score: -1369058.250000 Penalty: 3088.162598 Iteration 7F: 3 clusters Score -1369058 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -1369479.500000 Penalty: 3088.162598 Iteration 8Q: 3 clusters Score -1369480 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 11982 members Entering Unmasked Estep Score: -1369813.125000 Penalty: 3088.162598 Iteration 9Q: 3 clusters Score -1369813 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 12309 members Entering Unmasked Estep Score: -1370050.375000 Penalty: 3088.162598 Iteration 10Q: 3 clusters Score -1370050 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 12546 members Entering Unmasked Estep Score: -1370225.375000 Penalty: 3088.162598 Iteration 11Q: 3 clusters Score -1370225 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 12716 members Entering Unmasked Estep Score: -1370350.875000 Penalty: 3088.162598 Iteration 12Q: 3 clusters Score -1370351 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 12821 members Entering Unmasked Estep Score: -1370429.125000 Penalty: 3088.162598 Iteration 13Q: 3 clusters Score -1370429 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 12887 members Entering Unmasked Estep Score: -1370474.375000 Penalty: 3088.162598 Iteration 14Q: 3 clusters Score -1370474 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -1370511.500000 Penalty: 3088.162598 Iteration 15Q: 3 clusters Score -1370512 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 12978 members Entering Unmasked Estep Score: -1370535.250000 Penalty: 3088.162598 Iteration 16Q: 3 clusters Score -1370535 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -1370553.125000 Penalty: 3088.162598 Iteration 17Q: 3 clusters Score -1370553 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -1370566.375000 Penalty: 3088.162598 Iteration 18Q: 3 clusters Score -1370566 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 13033 members Entering Unmasked Estep Score: -1370579.625000 Penalty: 3088.162598 Iteration 19Q: 3 clusters Score -1370580 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -1370594.375000 Penalty: 3088.162598 Iteration 20F: 3 clusters Score -1370594 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 13050 members Entering Unmasked Estep Score: -1370599.625000 Penalty: 3088.162598 Iteration 21Q: 3 clusters Score -1370600 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 13061 members Entering Unmasked Estep Score: -1370619.000000 Penalty: 3088.162598 Iteration 22Q: 3 clusters Score -1370619 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 13072 members Entering Unmasked Estep Score: -1370635.375000 Penalty: 3088.162598 Iteration 23Q: 3 clusters Score -1370635 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 13083 members Entering Unmasked Estep Score: -1370646.500000 Penalty: 3088.162598 Iteration 24Q: 3 clusters Score -1370646 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 13093 members Entering Unmasked Estep Score: -1370652.250000 Penalty: 3088.162598 Iteration 25Q: 3 clusters Score -1370652 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 13100 members Entering Unmasked Estep Score: -1370661.875000 Penalty: 3088.162598 Iteration 26Q: 3 clusters Score -1370662 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 13106 members Entering Unmasked Estep Score: -1370666.125000 Penalty: 3088.162598 Iteration 27Q: 3 clusters Score -1370666 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 13108 members Entering Unmasked Estep Score: -1370666.250000 Penalty: 3088.162598 Iteration 28Q: 3 clusters Score -1370666 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 13109 members Entering Unmasked Estep Score: -1370668.250000 Penalty: 3088.162598 Iteration 29Q: 3 clusters Score -1370668 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 13112 members Entering Unmasked Estep Score: -1370669.125000 Penalty: 3088.162598 Iteration 30Q: 3 clusters Score -1370669 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -1370669.250000 Penalty: 3088.162598 Iteration 31Q: 3 clusters Score -1370669 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -1370669.250000 Penalty: 3088.162598 Iteration 32F: 3 clusters Score -1370669 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Entering Unmasked Estep Score: -350974.968750 Penalty: 1330.526611 Iteration 0F: 2 clusters Score -350975 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -347893.000000 Penalty: 2661.053223 Iteration 0F: 3 clusters Score -347893 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -348746.593750 Penalty: 2661.053223 Iteration 1F: 3 clusters Score -348746.6 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -348968.687500 Penalty: 2661.053223 Iteration 2F: 3 clusters Score -348968.7 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -349113.468750 Penalty: 2661.053223 Iteration 3F: 3 clusters Score -349113.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -349214.281250 Penalty: 2661.053223 Iteration 4Q: 3 clusters Score -349214.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -349298.000000 Penalty: 2661.053223 Iteration 5Q: 3 clusters Score -349298 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -349371.968750 Penalty: 2661.053223 Iteration 6Q: 3 clusters Score -349372 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -349454.625000 Penalty: 2661.053223 Iteration 7Q: 3 clusters Score -349454.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -349525.750000 Penalty: 2661.053223 Iteration 8Q: 3 clusters Score -349525.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -349604.656250 Penalty: 2661.053223 Iteration 9Q: 3 clusters Score -349604.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -349668.843750 Penalty: 2661.053223 Iteration 10Q: 3 clusters Score -349668.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -349731.500000 Penalty: 2661.053223 Iteration 11Q: 3 clusters Score -349731.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -349787.843750 Penalty: 2661.053223 Iteration 12Q: 3 clusters Score -349787.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -349836.531250 Penalty: 2661.053223 Iteration 13Q: 3 clusters Score -349836.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -349874.187500 Penalty: 2661.053223 Iteration 14Q: 3 clusters Score -349874.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -349911.031250 Penalty: 2661.053223 Iteration 15Q: 3 clusters Score -349911 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -349936.062500 Penalty: 2661.053223 Iteration 16Q: 3 clusters Score -349936.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -349956.000000 Penalty: 2661.053223 Iteration 17Q: 3 clusters Score -349956 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -349971.937500 Penalty: 2661.053223 Iteration 18Q: 3 clusters Score -349971.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -349978.875000 Penalty: 2661.053223 Iteration 19Q: 3 clusters Score -349978.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -349985.562500 Penalty: 2661.053223 Iteration 20F: 3 clusters Score -349985.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -349993.531250 Penalty: 2661.053223 Iteration 21Q: 3 clusters Score -349993.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -350000.187500 Penalty: 2661.053223 Iteration 22Q: 3 clusters Score -350000.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -350004.531250 Penalty: 2661.053223 Iteration 23Q: 3 clusters Score -350004.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -350005.062500 Penalty: 2661.053223 Iteration 24Q: 3 clusters Score -350005.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -350005.062500 Penalty: 2661.053223 Iteration 25F: 3 clusters Score -350005.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Entering Unmasked Estep Score: -10107.570312 Penalty: 769.632263 Iteration 0F: 2 clusters Score -10107.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -9518.076172 Penalty: 1539.264526 Iteration 0F: 3 clusters Score -9518.076 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -9530.821289 Penalty: 1539.264526 Iteration 1Q: 3 clusters Score -9530.821 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -9536.953125 Penalty: 1539.264526 Iteration 2Q: 3 clusters Score -9536.953 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -9546.263672 Penalty: 1539.264526 Iteration 3Q: 3 clusters Score -9546.264 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -9546.263672 Penalty: 1539.264526 Iteration 4F: 3 clusters Score -9546.264 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Entering Unmasked Estep Score: -452654.125000 Penalty: 1367.103271 Iteration 0F: 2 clusters Score -452654.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -448978.156250 Penalty: 2734.206543 Iteration 0F: 3 clusters Score -448978.2 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -450042.062500 Penalty: 2734.206543 Iteration 1F: 3 clusters Score -450042.1 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -450301.875000 Penalty: 2734.206543 Iteration 2F: 3 clusters Score -450301.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -450477.781250 Penalty: 2734.206543 Iteration 3F: 3 clusters Score -450477.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -450617.406250 Penalty: 2734.206543 Iteration 4Q: 3 clusters Score -450617.4 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -450762.250000 Penalty: 2734.206543 Iteration 5Q: 3 clusters Score -450762.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -450898.781250 Penalty: 2734.206543 Iteration 6Q: 3 clusters Score -450898.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -451010.593750 Penalty: 2734.206543 Iteration 7Q: 3 clusters Score -451010.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -451099.593750 Penalty: 2734.206543 Iteration 8Q: 3 clusters Score -451099.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -451212.125000 Penalty: 2734.206543 Iteration 9Q: 3 clusters Score -451212.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -451329.500000 Penalty: 2734.206543 Iteration 10Q: 3 clusters Score -451329.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -451412.875000 Penalty: 2734.206543 Iteration 11Q: 3 clusters Score -451412.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -451476.156250 Penalty: 2734.206543 Iteration 12Q: 3 clusters Score -451476.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -451515.500000 Penalty: 2734.206543 Iteration 13Q: 3 clusters Score -451515.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -451542.343750 Penalty: 2734.206543 Iteration 14Q: 3 clusters Score -451542.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -451556.468750 Penalty: 2734.206543 Iteration 15Q: 3 clusters Score -451556.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -451566.187500 Penalty: 2734.206543 Iteration 16Q: 3 clusters Score -451566.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -451573.437500 Penalty: 2734.206543 Iteration 17Q: 3 clusters Score -451573.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -451577.875000 Penalty: 2734.206543 Iteration 18Q: 3 clusters Score -451577.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -451580.218750 Penalty: 2734.206543 Iteration 19Q: 3 clusters Score -451580.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -451583.593750 Penalty: 2734.206543 Iteration 20F: 3 clusters Score -451583.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -451583.562500 Penalty: 2734.206543 Iteration 21Q: 3 clusters Score -451583.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -451583.906250 Penalty: 2734.206543 Iteration 22Q: 3 clusters Score -451583.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -451583.906250 Penalty: 2734.206543 Iteration 23F: 3 clusters Score -451583.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (18880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18880 members Entering Unmasked Estep Score: -1819031.375000 Penalty: 1599.952026 Iteration 0F: 2 clusters Score -1819031 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 9375 members Entering Unmasked Estep Score: -1806015.125000 Penalty: 3199.904053 Iteration 0F: 3 clusters Score -1806015 nChanged 8596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -1810836.125000 Penalty: 3199.904053 Iteration 1F: 3 clusters Score -1810836 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10308 members Mstep: Class 2 contains 8572 members Entering Unmasked Estep Score: -1811217.875000 Penalty: 3199.904053 Iteration 2F: 3 clusters Score -1811218 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10738 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -1811669.250000 Penalty: 3199.904053 Iteration 3F: 3 clusters Score -1811669 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11337 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -1812227.500000 Penalty: 3199.904053 Iteration 4F: 3 clusters Score -1812228 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12064 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -1812935.875000 Penalty: 3199.904053 Iteration 5F: 3 clusters Score -1812936 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -1813835.625000 Penalty: 3199.904053 Iteration 6F: 3 clusters Score -1813836 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13574 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1814994.750000 Penalty: 3199.904053 Iteration 7F: 3 clusters Score -1814995 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14129 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -1816230.875000 Penalty: 3199.904053 Iteration 8F: 3 clusters Score -1816231 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14380 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1817368.625000 Penalty: 3199.904053 Iteration 9Q: 3 clusters Score -1817369 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14408 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1817940.500000 Penalty: 3199.904053 Iteration 10Q: 3 clusters Score -1817940 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14409 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -1818129.500000 Penalty: 3199.904053 Iteration 11Q: 3 clusters Score -1818130 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14434 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1818218.375000 Penalty: 3199.904053 Iteration 12Q: 3 clusters Score -1818218 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14453 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -1818256.750000 Penalty: 3199.904053 Iteration 13Q: 3 clusters Score -1818257 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14473 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -1818282.375000 Penalty: 3199.904053 Iteration 14Q: 3 clusters Score -1818282 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14489 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1818301.250000 Penalty: 3199.904053 Iteration 15Q: 3 clusters Score -1818301 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14502 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1818311.750000 Penalty: 3199.904053 Iteration 16Q: 3 clusters Score -1818312 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14519 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1818315.875000 Penalty: 3199.904053 Iteration 17Q: 3 clusters Score -1818316 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14537 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1818319.750000 Penalty: 3199.904053 Iteration 18Q: 3 clusters Score -1818320 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14539 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1818320.250000 Penalty: 3199.904053 Iteration 19Q: 3 clusters Score -1818320 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14543 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -1818319.500000 Penalty: 3199.904053 Iteration 20F: 3 clusters Score -1818320 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14546 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1818322.875000 Penalty: 3199.904053 Iteration 21Q: 3 clusters Score -1818323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14546 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1818320.375000 Penalty: 3199.904053 Iteration 22Q: 3 clusters Score -1818320 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -1818323.000000 Penalty: 3199.904053 Iteration 23Q: 3 clusters Score -1818323 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14551 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1818322.750000 Penalty: 3199.904053 Iteration 24Q: 3 clusters Score -1818323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14553 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1818321.125000 Penalty: 3199.904053 Iteration 25Q: 3 clusters Score -1818321 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14552 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1818318.750000 Penalty: 3199.904053 Iteration 26Q: 3 clusters Score -1818319 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14551 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1818322.000000 Penalty: 3199.904053 Iteration 27Q: 3 clusters Score -1818322 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -1818320.625000 Penalty: 3199.904053 Iteration 28Q: 3 clusters Score -1818321 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -1818320.625000 Penalty: 3199.904053 Iteration 29F: 3 clusters Score -1818321 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (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: -111763.703125 Penalty: 1147.745361 Iteration 0F: 2 clusters Score -111763.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -110205.570312 Penalty: 2295.490723 Iteration 0F: 3 clusters Score -110205.6 nChanged 343 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: -110473.070312 Penalty: 2295.490723 Iteration 1F: 3 clusters Score -110473.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -110557.101562 Penalty: 2295.490723 Iteration 2F: 3 clusters Score -110557.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -110588.562500 Penalty: 2295.490723 Iteration 3Q: 3 clusters Score -110588.6 nChanged 21 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: -110609.679688 Penalty: 2295.490723 Iteration 4Q: 3 clusters Score -110609.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -110624.820312 Penalty: 2295.490723 Iteration 5Q: 3 clusters Score -110624.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -110642.593750 Penalty: 2295.490723 Iteration 6Q: 3 clusters Score -110642.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -110656.125000 Penalty: 2295.490723 Iteration 7Q: 3 clusters Score -110656.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -110664.343750 Penalty: 2295.490723 Iteration 8Q: 3 clusters Score -110664.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -110672.960938 Penalty: 2295.490723 Iteration 9Q: 3 clusters Score -110673 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -110678.437500 Penalty: 2295.490723 Iteration 10Q: 3 clusters Score -110678.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -110685.632812 Penalty: 2295.490723 Iteration 11Q: 3 clusters Score -110685.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -110690.117188 Penalty: 2295.490723 Iteration 12Q: 3 clusters Score -110690.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -110695.046875 Penalty: 2295.490723 Iteration 13Q: 3 clusters Score -110695 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -110696.000000 Penalty: 2295.490723 Iteration 14Q: 3 clusters Score -110696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -110699.320312 Penalty: 2295.490723 Iteration 15Q: 3 clusters Score -110699.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -110701.765625 Penalty: 2295.490723 Iteration 16Q: 3 clusters Score -110701.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -110705.273438 Penalty: 2295.490723 Iteration 17Q: 3 clusters Score -110705.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -110710.234375 Penalty: 2295.490723 Iteration 18Q: 3 clusters Score -110710.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -110713.179688 Penalty: 2295.490723 Iteration 19Q: 3 clusters Score -110713.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -110716.070312 Penalty: 2295.490723 Iteration 20F: 3 clusters Score -110716.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -110720.257812 Penalty: 2295.490723 Iteration 21Q: 3 clusters Score -110720.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -110721.195312 Penalty: 2295.490723 Iteration 22Q: 3 clusters Score -110721.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -110721.757812 Penalty: 2295.490723 Iteration 23Q: 3 clusters Score -110721.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -110721.757812 Penalty: 2295.490723 Iteration 24F: 3 clusters Score -110721.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (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: -80572.617188 Penalty: 1095.526367 Iteration 0F: 2 clusters Score -80572.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -79313.820312 Penalty: 2191.052734 Iteration 0F: 3 clusters Score -79313.82 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -79637.765625 Penalty: 2191.052734 Iteration 1F: 3 clusters Score -79637.77 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -79776.023438 Penalty: 2191.052734 Iteration 2F: 3 clusters Score -79776.02 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -79855.171875 Penalty: 2191.052734 Iteration 3F: 3 clusters Score -79855.17 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -79885.617188 Penalty: 2191.052734 Iteration 4Q: 3 clusters Score -79885.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -79925.835938 Penalty: 2191.052734 Iteration 5Q: 3 clusters Score -79925.84 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -79945.195312 Penalty: 2191.052734 Iteration 6Q: 3 clusters Score -79945.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -79954.562500 Penalty: 2191.052734 Iteration 7Q: 3 clusters Score -79954.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -79968.359375 Penalty: 2191.052734 Iteration 8Q: 3 clusters Score -79968.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -79977.562500 Penalty: 2191.052734 Iteration 9Q: 3 clusters Score -79977.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -79980.515625 Penalty: 2191.052734 Iteration 10Q: 3 clusters Score -79980.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -79986.289062 Penalty: 2191.052734 Iteration 11Q: 3 clusters Score -79986.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -79988.531250 Penalty: 2191.052734 Iteration 12Q: 3 clusters Score -79988.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -79991.289062 Penalty: 2191.052734 Iteration 13Q: 3 clusters Score -79991.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -79991.929688 Penalty: 2191.052734 Iteration 14Q: 3 clusters Score -79991.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -79991.929688 Penalty: 2191.052734 Iteration 15F: 3 clusters Score -79991.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 312 members Mstep: Class 3 contains 65333 members Mstep: Class 4 contains 5363 members Mstep: Class 5 contains 12413 members Mstep: Class 6 contains 7283 members Mstep: Class 7 contains 521 members Mstep: Class 8 contains 3503 members Mstep: Class 9 contains 2028 members Mstep: Class 10 contains 18815 members Mstep: Class 11 contains 1838 members Mstep: Class 12 contains 2350 members Mstep: Class 13 contains 1190 members Mstep: Class 14 contains 2101 members Mstep: Class 15 contains 5842 members Mstep: Class 16 contains 5920 members Mstep: Class 17 contains 5187 members Mstep: Class 18 contains 6311 members Mstep: Class 19 contains 1762 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13387 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4505 members Mstep: Class 25 contains 18880 members Mstep: Class 26 contains 1168 members Mstep: Class 27 contains 847 members Entering Unmasked Estep ConsiderDeletion Score: -22259496.000000 Penalty: 56198.781250 Iteration 79Q: 29 clusters Score -2.22595e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 36223 members Mstep: Class 2 contains 310 members Mstep: Class 3 contains 65594 members Mstep: Class 4 contains 5360 members Mstep: Class 5 contains 12412 members Mstep: Class 6 contains 7335 members Mstep: Class 7 contains 522 members Mstep: Class 8 contains 3488 members Mstep: Class 9 contains 2019 members Mstep: Class 10 contains 18839 members Mstep: Class 11 contains 1833 members Mstep: Class 12 contains 2351 members Mstep: Class 13 contains 1196 members Mstep: Class 14 contains 2106 members Mstep: Class 15 contains 5847 members Mstep: Class 16 contains 5931 members Mstep: Class 17 contains 5188 members Mstep: Class 18 contains 6239 members Mstep: Class 19 contains 1805 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13396 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4521 members Mstep: Class 25 contains 18739 members Mstep: Class 26 contains 1177 members Mstep: Class 27 contains 851 members Mstep: Class 28 contains 3619 members Entering Unmasked Estep ConsiderDeletion Score: -22259898.000000 Penalty: 56198.781250 Iteration 80F: 29 clusters Score -2.22599e+07 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 36360 members Mstep: Class 2 contains 310 members Mstep: Class 3 contains 65497 members Mstep: Class 4 contains 5344 members Mstep: Class 5 contains 12388 members Mstep: Class 6 contains 7210 members Mstep: Class 7 contains 532 members Mstep: Class 8 contains 3476 members Mstep: Class 9 contains 2010 members Mstep: Class 10 contains 18840 members Mstep: Class 11 contains 1823 members Mstep: Class 12 contains 2333 members Mstep: Class 13 contains 1190 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 5844 members Mstep: Class 16 contains 5936 members Mstep: Class 17 contains 5195 members Mstep: Class 18 contains 6166 members Mstep: Class 19 contains 1841 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 13414 members Mstep: Class 22 contains 3597 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4514 members Mstep: Class 25 contains 18594 members Mstep: Class 26 contains 1167 members Mstep: Class 27 contains 848 members Mstep: Class 28 contains 3960 members Entering Unmasked Estep ConsiderDeletion Score: -22260186.000000 Penalty: 56198.781250 Iteration 81Q: 29 clusters Score -2.226019e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36417 members Mstep: Class 2 contains 315 members Mstep: Class 3 contains 65407 members Mstep: Class 4 contains 5342 members Mstep: Class 5 contains 12378 members Mstep: Class 6 contains 7128 members Mstep: Class 7 contains 529 members Mstep: Class 8 contains 3465 members Mstep: Class 9 contains 2009 members Mstep: Class 10 contains 18841 members Mstep: Class 11 contains 1811 members Mstep: Class 12 contains 2330 members Mstep: Class 13 contains 1191 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 5853 members Mstep: Class 16 contains 5940 members Mstep: Class 17 contains 5199 members Mstep: Class 18 contains 6120 members Mstep: Class 19 contains 1875 members Mstep: Class 20 contains 629 members Mstep: Class 21 contains 13421 members Mstep: Class 22 contains 3598 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4511 members Mstep: Class 25 contains 18476 members Mstep: Class 26 contains 1165 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 4220 members Entering Unmasked Estep ConsiderDeletion Score: -22260466.000000 Penalty: 56198.781250 Iteration 82Q: 29 clusters Score -2.226047e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36446 members Mstep: Class 2 contains 316 members Mstep: Class 3 contains 65356 members Mstep: Class 4 contains 5340 members Mstep: Class 5 contains 12372 members Mstep: Class 6 contains 7072 members Mstep: Class 7 contains 524 members Mstep: Class 8 contains 3456 members Mstep: Class 9 contains 2010 members Mstep: Class 10 contains 18846 members Mstep: Class 11 contains 1799 members Mstep: Class 12 contains 2331 members Mstep: Class 13 contains 1192 members Mstep: Class 14 contains 2119 members Mstep: Class 15 contains 5858 members Mstep: Class 16 contains 5950 members Mstep: Class 17 contains 5199 members Mstep: Class 18 contains 6072 members Mstep: Class 19 contains 1903 members Mstep: Class 20 contains 630 members Mstep: Class 21 contains 13430 members Mstep: Class 22 contains 3601 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4512 members Mstep: Class 25 contains 18362 members Mstep: Class 26 contains 1162 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 4429 members Entering Unmasked Estep ConsiderDeletion Score: -22260640.000000 Penalty: 56198.781250 Iteration 83Q: 29 clusters Score -2.226064e+07 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36470 members Mstep: Class 2 contains 317 members Mstep: Class 3 contains 65298 members Mstep: Class 4 contains 5336 members Mstep: Class 5 contains 12370 members Mstep: Class 6 contains 7017 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 3452 members Mstep: Class 9 contains 2008 members Mstep: Class 10 contains 18853 members Mstep: Class 11 contains 1788 members Mstep: Class 12 contains 2331 members Mstep: Class 13 contains 1190 members Mstep: Class 14 contains 2120 members Mstep: Class 15 contains 5862 members Mstep: Class 16 contains 5958 members Mstep: Class 17 contains 5202 members Mstep: Class 18 contains 6033 members Mstep: Class 19 contains 1937 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13446 members Mstep: Class 22 contains 3604 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4512 members Mstep: Class 25 contains 18249 members Mstep: Class 26 contains 1160 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 4628 members Entering Unmasked Estep ConsiderDeletion Score: -22260824.000000 Penalty: 56198.781250 Iteration 84Q: 29 clusters Score -2.226082e+07 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36477 members Mstep: Class 2 contains 318 members Mstep: Class 3 contains 65249 members Mstep: Class 4 contains 5343 members Mstep: Class 5 contains 12369 members Mstep: Class 6 contains 6983 members Mstep: Class 7 contains 510 members Mstep: Class 8 contains 3443 members Mstep: Class 9 contains 2005 members Mstep: Class 10 contains 18857 members Mstep: Class 11 contains 1782 members Mstep: Class 12 contains 2333 members Mstep: Class 13 contains 1188 members Mstep: Class 14 contains 2121 members Mstep: Class 15 contains 5866 members Mstep: Class 16 contains 5960 members Mstep: Class 17 contains 5209 members Mstep: Class 18 contains 5997 members Mstep: Class 19 contains 1972 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13456 members Mstep: Class 22 contains 3604 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4515 members Mstep: Class 25 contains 18156 members Mstep: Class 26 contains 1155 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 4788 members Entering Unmasked Estep ConsiderDeletion Score: -22260936.000000 Penalty: 56198.781250 Iteration 85Q: 29 clusters Score -2.226094e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36477 members Mstep: Class 2 contains 318 members Mstep: Class 3 contains 65247 members Mstep: Class 4 contains 5349 members Mstep: Class 5 contains 12369 members Mstep: Class 6 contains 6956 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 2003 members Mstep: Class 10 contains 18864 members Mstep: Class 11 contains 1777 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 2120 members Mstep: Class 15 contains 5872 members Mstep: Class 16 contains 5961 members Mstep: Class 17 contains 5210 members Mstep: Class 18 contains 5972 members Mstep: Class 19 contains 2003 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13461 members Mstep: Class 22 contains 3605 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4516 members Mstep: Class 25 contains 18049 members Mstep: Class 26 contains 1152 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 4913 members Entering Unmasked Estep ConsiderDeletion Score: -22260970.000000 Penalty: 56198.781250 Iteration 86Q: 29 clusters Score -2.226097e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36479 members Mstep: Class 2 contains 318 members Mstep: Class 3 contains 65248 members Mstep: Class 4 contains 5348 members Mstep: Class 5 contains 12369 members Mstep: Class 6 contains 6931 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 3437 members Mstep: Class 9 contains 2001 members Mstep: Class 10 contains 18866 members Mstep: Class 11 contains 1771 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1181 members Mstep: Class 14 contains 2122 members Mstep: Class 15 contains 5877 members Mstep: Class 16 contains 5963 members Mstep: Class 17 contains 5213 members Mstep: Class 18 contains 5952 members Mstep: Class 19 contains 2034 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13468 members Mstep: Class 22 contains 3605 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4519 members Mstep: Class 25 contains 17952 members Mstep: Class 26 contains 1153 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5012 members Entering Unmasked Estep ConsiderDeletion Score: -22260974.000000 Penalty: 56198.781250 Iteration 87Q: 29 clusters Score -2.226097e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36479 members Mstep: Class 2 contains 318 members Mstep: Class 3 contains 65251 members Mstep: Class 4 contains 5358 members Mstep: Class 5 contains 12365 members Mstep: Class 6 contains 6907 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 3437 members Mstep: Class 9 contains 1999 members Mstep: Class 10 contains 18873 members Mstep: Class 11 contains 1766 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1181 members Mstep: Class 14 contains 2120 members Mstep: Class 15 contains 5879 members Mstep: Class 16 contains 5966 members Mstep: Class 17 contains 5222 members Mstep: Class 18 contains 5928 members Mstep: Class 19 contains 2057 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13473 members Mstep: Class 22 contains 3605 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4522 members Mstep: Class 25 contains 17864 members Mstep: Class 26 contains 1155 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5094 members Entering Unmasked Estep ConsiderDeletion Score: -22261096.000000 Penalty: 56198.781250 Iteration 88Q: 29 clusters Score -2.22611e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36479 members Mstep: Class 2 contains 319 members Mstep: Class 3 contains 65249 members Mstep: Class 4 contains 5367 members Mstep: Class 5 contains 12362 members Mstep: Class 6 contains 6887 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 3437 members Mstep: Class 9 contains 1998 members Mstep: Class 10 contains 18871 members Mstep: Class 11 contains 1761 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1180 members Mstep: Class 14 contains 2119 members Mstep: Class 15 contains 5880 members Mstep: Class 16 contains 5969 members Mstep: Class 17 contains 5222 members Mstep: Class 18 contains 5917 members Mstep: Class 19 contains 2084 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13474 members Mstep: Class 22 contains 3605 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4531 members Mstep: Class 25 contains 17788 members Mstep: Class 26 contains 1154 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5166 members Entering Unmasked Estep ConsiderDeletion Score: -22261078.000000 Penalty: 56198.781250 Iteration 89Q: 29 clusters Score -2.226108e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36484 members Mstep: Class 2 contains 319 members Mstep: Class 3 contains 65263 members Mstep: Class 4 contains 5372 members Mstep: Class 5 contains 12356 members Mstep: Class 6 contains 6855 members Mstep: Class 7 contains 501 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 1995 members Mstep: Class 10 contains 18866 members Mstep: Class 11 contains 1758 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1179 members Mstep: Class 14 contains 2117 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 5973 members Mstep: Class 17 contains 5224 members Mstep: Class 18 contains 5902 members Mstep: Class 19 contains 2108 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13483 members Mstep: Class 22 contains 3605 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4537 members Mstep: Class 25 contains 17725 members Mstep: Class 26 contains 1155 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5225 members Entering Unmasked Estep ConsiderDeletion Score: -22261142.000000 Penalty: 56198.781250 Iteration 90Q: 29 clusters Score -2.226114e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36488 members Mstep: Class 2 contains 319 members Mstep: Class 3 contains 65284 members Mstep: Class 4 contains 5381 members Mstep: Class 5 contains 12354 members Mstep: Class 6 contains 6827 members Mstep: Class 7 contains 500 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 1993 members Mstep: Class 10 contains 18871 members Mstep: Class 11 contains 1758 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 2117 members Mstep: Class 15 contains 5882 members Mstep: Class 16 contains 5972 members Mstep: Class 17 contains 5223 members Mstep: Class 18 contains 5889 members Mstep: Class 19 contains 2122 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13489 members Mstep: Class 22 contains 3606 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4541 members Mstep: Class 25 contains 17664 members Mstep: Class 26 contains 1157 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5269 members Entering Unmasked Estep ConsiderDeletion Score: -22261148.000000 Penalty: 56198.781250 Iteration 91Q: 29 clusters Score -2.226115e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36493 members Mstep: Class 2 contains 319 members Mstep: Class 3 contains 65298 members Mstep: Class 4 contains 5385 members Mstep: Class 5 contains 12350 members Mstep: Class 6 contains 6796 members Mstep: Class 7 contains 499 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 18878 members Mstep: Class 11 contains 1758 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 5882 members Mstep: Class 16 contains 5971 members Mstep: Class 17 contains 5230 members Mstep: Class 18 contains 5876 members Mstep: Class 19 contains 2129 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13495 members Mstep: Class 22 contains 3606 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4551 members Mstep: Class 25 contains 17619 members Mstep: Class 26 contains 1160 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5302 members Entering Unmasked Estep ConsiderDeletion Score: -22261148.000000 Penalty: 56198.781250 Iteration 92Q: 29 clusters Score -2.226115e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36499 members Mstep: Class 2 contains 319 members Mstep: Class 3 contains 65319 members Mstep: Class 4 contains 5389 members Mstep: Class 5 contains 12340 members Mstep: Class 6 contains 6767 members Mstep: Class 7 contains 498 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 1990 members Mstep: Class 10 contains 18878 members Mstep: Class 11 contains 1756 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 2116 members Mstep: Class 15 contains 5882 members Mstep: Class 16 contains 5973 members Mstep: Class 17 contains 5241 members Mstep: Class 18 contains 5868 members Mstep: Class 19 contains 2135 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13498 members Mstep: Class 22 contains 3606 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4557 members Mstep: Class 25 contains 17583 members Mstep: Class 26 contains 1160 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5332 members Entering Unmasked Estep ConsiderDeletion Score: -22261182.000000 Penalty: 56198.781250 Iteration 93Q: 29 clusters Score -2.226118e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36505 members Mstep: Class 2 contains 320 members Mstep: Class 3 contains 65336 members Mstep: Class 4 contains 5398 members Mstep: Class 5 contains 12330 members Mstep: Class 6 contains 6746 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 1990 members Mstep: Class 10 contains 18883 members Mstep: Class 11 contains 1755 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 5974 members Mstep: Class 17 contains 5251 members Mstep: Class 18 contains 5860 members Mstep: Class 19 contains 2141 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13501 members Mstep: Class 22 contains 3606 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4568 members Mstep: Class 25 contains 17535 members Mstep: Class 26 contains 1160 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5355 members Entering Unmasked Estep ConsiderDeletion Score: -22261236.000000 Penalty: 56198.781250 Iteration 94Q: 29 clusters Score -2.226124e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36511 members Mstep: Class 2 contains 320 members Mstep: Class 3 contains 65351 members Mstep: Class 4 contains 5400 members Mstep: Class 5 contains 12324 members Mstep: Class 6 contains 6723 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 1990 members Mstep: Class 10 contains 18890 members Mstep: Class 11 contains 1754 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 2111 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 5975 members Mstep: Class 17 contains 5260 members Mstep: Class 18 contains 5852 members Mstep: Class 19 contains 2146 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13507 members Mstep: Class 22 contains 3606 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4577 members Mstep: Class 25 contains 17494 members Mstep: Class 26 contains 1161 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5376 members Entering Unmasked Estep ConsiderDeletion Score: -22261304.000000 Penalty: 56198.781250 Iteration 95Q: 29 clusters Score -2.22613e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36516 members Mstep: Class 2 contains 320 members Mstep: Class 3 contains 65378 members Mstep: Class 4 contains 5397 members Mstep: Class 5 contains 12319 members Mstep: Class 6 contains 6705 members Mstep: Class 7 contains 495 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 1990 members Mstep: Class 10 contains 18892 members Mstep: Class 11 contains 1750 members Mstep: Class 12 contains 2335 members Mstep: Class 13 contains 1175 members Mstep: Class 14 contains 2111 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 5976 members Mstep: Class 17 contains 5264 members Mstep: Class 18 contains 5846 members Mstep: Class 19 contains 2150 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13514 members Mstep: Class 22 contains 3606 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4584 members Mstep: Class 25 contains 17456 members Mstep: Class 26 contains 1162 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5397 members Entering Unmasked Estep ConsiderDeletion Score: -22261362.000000 Penalty: 56198.781250 Iteration 96Q: 29 clusters Score -2.226136e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36517 members Mstep: Class 2 contains 320 members Mstep: Class 3 contains 65389 members Mstep: Class 4 contains 5398 members Mstep: Class 5 contains 12315 members Mstep: Class 6 contains 6692 members Mstep: Class 7 contains 493 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 1990 members Mstep: Class 10 contains 18898 members Mstep: Class 11 contains 1747 members Mstep: Class 12 contains 2335 members Mstep: Class 13 contains 1173 members Mstep: Class 14 contains 2111 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 5979 members Mstep: Class 17 contains 5271 members Mstep: Class 18 contains 5838 members Mstep: Class 19 contains 2152 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13516 members Mstep: Class 22 contains 3606 members Mstep: Class 23 contains 114 members Mstep: Class 24 contains 4582 members Mstep: Class 25 contains 17427 members Mstep: Class 26 contains 1164 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5425 members Entering Unmasked Estep ConsiderDeletion Score: -22261314.000000 Penalty: 56198.781250 Iteration 97Q: 29 clusters Score -2.226131e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36520 members Mstep: Class 2 contains 320 members Mstep: Class 3 contains 65389 members Mstep: Class 4 contains 5403 members Mstep: Class 5 contains 12309 members Mstep: Class 6 contains 6681 members Mstep: Class 7 contains 492 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 1990 members Mstep: Class 10 contains 18911 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 2335 members Mstep: Class 13 contains 1173 members Mstep: Class 14 contains 2111 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 5984 members Mstep: Class 17 contains 5280 members Mstep: Class 18 contains 5832 members Mstep: Class 19 contains 2153 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13517 members Mstep: Class 22 contains 3606 members Mstep: Class 23 contains 113 members Mstep: Class 24 contains 4585 members Mstep: Class 25 contains 17399 members Mstep: Class 26 contains 1167 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5440 members Entering Unmasked Estep ConsiderDeletion Score: -22261408.000000 Penalty: 56198.781250 Iteration 98Q: 29 clusters Score -2.226141e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36522 members Mstep: Class 2 contains 320 members Mstep: Class 3 contains 65408 members Mstep: Class 4 contains 5404 members Mstep: Class 5 contains 12302 members Mstep: Class 6 contains 6672 members Mstep: Class 7 contains 492 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 18928 members Mstep: Class 11 contains 1737 members Mstep: Class 12 contains 2335 members Mstep: Class 13 contains 1174 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 5987 members Mstep: Class 17 contains 5282 members Mstep: Class 18 contains 5825 members Mstep: Class 19 contains 2154 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13520 members Mstep: Class 22 contains 3606 members Mstep: Class 23 contains 112 members Mstep: Class 24 contains 4585 members Mstep: Class 25 contains 17362 members Mstep: Class 26 contains 1165 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5459 members Entering Unmasked Estep ConsiderDeletion Score: -22261428.000000 Penalty: 56198.781250 Iteration 99Q: 29 clusters Score -2.226143e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 36525 members Mstep: Class 2 contains 320 members Mstep: Class 3 contains 65421 members Mstep: Class 4 contains 5407 members Mstep: Class 5 contains 12296 members Mstep: Class 6 contains 6660 members Mstep: Class 7 contains 494 members Mstep: Class 8 contains 3438 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 18939 members Mstep: Class 11 contains 1733 members Mstep: Class 12 contains 2335 members Mstep: Class 13 contains 1174 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 5991 members Mstep: Class 17 contains 5285 members Mstep: Class 18 contains 5816 members Mstep: Class 19 contains 2156 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13521 members Mstep: Class 22 contains 3606 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4585 members Mstep: Class 25 contains 17336 members Mstep: Class 26 contains 1165 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5476 members Entering Unmasked Estep ConsiderDeletion Score: -22261636.000000 Penalty: 56198.781250 Iteration 100F: 29 clusters Score -2.226164e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36527 members Mstep: Class 2 contains 320 members Mstep: Class 3 contains 65429 members Mstep: Class 4 contains 5408 members Mstep: Class 5 contains 12292 members Mstep: Class 6 contains 6647 members Mstep: Class 7 contains 507 members Mstep: Class 8 contains 3436 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 18949 members Mstep: Class 11 contains 1727 members Mstep: Class 12 contains 2335 members Mstep: Class 13 contains 1173 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 5999 members Mstep: Class 17 contains 5289 members Mstep: Class 18 contains 5811 members Mstep: Class 19 contains 2158 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13522 members Mstep: Class 22 contains 3606 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4587 members Mstep: Class 25 contains 17311 members Mstep: Class 26 contains 1164 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5489 members Entering Unmasked Estep ConsiderDeletion Score: -22261800.000000 Penalty: 56198.781250 Iteration 101Q: 29 clusters Score -2.22618e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36530 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65442 members Mstep: Class 4 contains 5412 members Mstep: Class 5 contains 12298 members Mstep: Class 6 contains 6624 members Mstep: Class 7 contains 499 members Mstep: Class 8 contains 3433 members Mstep: Class 9 contains 1990 members Mstep: Class 10 contains 18954 members Mstep: Class 11 contains 1722 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1172 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6003 members Mstep: Class 17 contains 5292 members Mstep: Class 18 contains 5812 members Mstep: Class 19 contains 2162 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13521 members Mstep: Class 22 contains 3608 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4590 members Mstep: Class 25 contains 17297 members Mstep: Class 26 contains 1163 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5493 members Entering Unmasked Estep ConsiderDeletion Score: -22261824.000000 Penalty: 56198.781250 Iteration 102Q: 29 clusters Score -2.226182e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36533 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65453 members Mstep: Class 4 contains 5415 members Mstep: Class 5 contains 12294 members Mstep: Class 6 contains 6614 members Mstep: Class 7 contains 495 members Mstep: Class 8 contains 3430 members Mstep: Class 9 contains 1989 members Mstep: Class 10 contains 18957 members Mstep: Class 11 contains 1720 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1170 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6006 members Mstep: Class 17 contains 5296 members Mstep: Class 18 contains 5809 members Mstep: Class 19 contains 2162 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13521 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4591 members Mstep: Class 25 contains 17283 members Mstep: Class 26 contains 1164 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5503 members Entering Unmasked Estep ConsiderDeletion Score: -22261838.000000 Penalty: 56198.781250 Iteration 103Q: 29 clusters Score -2.226184e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36530 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65457 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 12288 members Mstep: Class 6 contains 6612 members Mstep: Class 7 contains 492 members Mstep: Class 8 contains 3428 members Mstep: Class 9 contains 1987 members Mstep: Class 10 contains 18957 members Mstep: Class 11 contains 1718 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6008 members Mstep: Class 17 contains 5302 members Mstep: Class 18 contains 5808 members Mstep: Class 19 contains 2164 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13523 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4592 members Mstep: Class 25 contains 17272 members Mstep: Class 26 contains 1165 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5514 members Entering Unmasked Estep ConsiderDeletion Score: -22261838.000000 Penalty: 56198.781250 Iteration 104Q: 29 clusters Score -2.226184e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36531 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65454 members Mstep: Class 4 contains 5425 members Mstep: Class 5 contains 12277 members Mstep: Class 6 contains 6607 members Mstep: Class 7 contains 492 members Mstep: Class 8 contains 3426 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6011 members Mstep: Class 17 contains 5309 members Mstep: Class 18 contains 5808 members Mstep: Class 19 contains 2167 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13525 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4595 members Mstep: Class 25 contains 17262 members Mstep: Class 26 contains 1164 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5524 members Entering Unmasked Estep ConsiderDeletion Score: -22261810.000000 Penalty: 56198.781250 Iteration 105Q: 29 clusters Score -2.226181e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36531 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65468 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 12267 members Mstep: Class 6 contains 6597 members Mstep: Class 7 contains 492 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18960 members Mstep: Class 11 contains 1710 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6017 members Mstep: Class 17 contains 5315 members Mstep: Class 18 contains 5806 members Mstep: Class 19 contains 2172 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13527 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4595 members Mstep: Class 25 contains 17251 members Mstep: Class 26 contains 1164 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5529 members Entering Unmasked Estep ConsiderDeletion Score: -22261806.000000 Penalty: 56198.781250 Iteration 106Q: 29 clusters Score -2.226181e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36531 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65482 members Mstep: Class 4 contains 5426 members Mstep: Class 5 contains 12249 members Mstep: Class 6 contains 6591 members Mstep: Class 7 contains 493 members Mstep: Class 8 contains 3422 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18963 members Mstep: Class 11 contains 1703 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 2108 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6024 members Mstep: Class 17 contains 5334 members Mstep: Class 18 contains 5803 members Mstep: Class 19 contains 2175 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13530 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4595 members Mstep: Class 25 contains 17238 members Mstep: Class 26 contains 1164 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5531 members Entering Unmasked Estep ConsiderDeletion Score: -22261852.000000 Penalty: 56198.781250 Iteration 107Q: 29 clusters Score -2.226185e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36532 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65495 members Mstep: Class 4 contains 5428 members Mstep: Class 5 contains 12234 members Mstep: Class 6 contains 6587 members Mstep: Class 7 contains 495 members Mstep: Class 8 contains 3420 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18963 members Mstep: Class 11 contains 1695 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 2108 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6032 members Mstep: Class 17 contains 5346 members Mstep: Class 18 contains 5799 members Mstep: Class 19 contains 2178 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13531 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4595 members Mstep: Class 25 contains 17229 members Mstep: Class 26 contains 1163 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5532 members Entering Unmasked Estep ConsiderDeletion Score: -22261854.000000 Penalty: 56198.781250 Iteration 108Q: 29 clusters Score -2.226185e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36532 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65503 members Mstep: Class 4 contains 5431 members Mstep: Class 5 contains 12221 members Mstep: Class 6 contains 6581 members Mstep: Class 7 contains 496 members Mstep: Class 8 contains 3418 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18965 members Mstep: Class 11 contains 1690 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 2105 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6039 members Mstep: Class 17 contains 5361 members Mstep: Class 18 contains 5795 members Mstep: Class 19 contains 2178 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13535 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4595 members Mstep: Class 25 contains 17221 members Mstep: Class 26 contains 1163 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5533 members Entering Unmasked Estep ConsiderDeletion Score: -22261870.000000 Penalty: 56198.781250 Iteration 109Q: 29 clusters Score -2.226187e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36533 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65511 members Mstep: Class 4 contains 5434 members Mstep: Class 5 contains 12204 members Mstep: Class 6 contains 6574 members Mstep: Class 7 contains 496 members Mstep: Class 8 contains 3417 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18968 members Mstep: Class 11 contains 1685 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 2105 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6044 members Mstep: Class 17 contains 5378 members Mstep: Class 18 contains 5794 members Mstep: Class 19 contains 2181 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13535 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4595 members Mstep: Class 25 contains 17211 members Mstep: Class 26 contains 1163 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5534 members Entering Unmasked Estep ConsiderDeletion Score: -22261858.000000 Penalty: 56198.781250 Iteration 110Q: 29 clusters Score -2.226186e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36532 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65523 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12190 members Mstep: Class 6 contains 6572 members Mstep: Class 7 contains 495 members Mstep: Class 8 contains 3415 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18973 members Mstep: Class 11 contains 1681 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 2105 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6052 members Mstep: Class 17 contains 5395 members Mstep: Class 18 contains 5786 members Mstep: Class 19 contains 2184 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13535 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4594 members Mstep: Class 25 contains 17198 members Mstep: Class 26 contains 1162 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5534 members Entering Unmasked Estep ConsiderDeletion Score: -22261868.000000 Penalty: 56198.781250 Iteration 111Q: 29 clusters Score -2.226187e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36532 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65541 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12176 members Mstep: Class 6 contains 6565 members Mstep: Class 7 contains 494 members Mstep: Class 8 contains 3415 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18975 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 2105 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5408 members Mstep: Class 18 contains 5785 members Mstep: Class 19 contains 2186 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13535 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4596 members Mstep: Class 25 contains 17182 members Mstep: Class 26 contains 1162 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5534 members Entering Unmasked Estep ConsiderDeletion Score: -22261888.000000 Penalty: 56198.781250 Iteration 112Q: 29 clusters Score -2.226189e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36532 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65554 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12155 members Mstep: Class 6 contains 6563 members Mstep: Class 7 contains 493 members Mstep: Class 8 contains 3414 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18976 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1168 members Mstep: Class 14 contains 2105 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6061 members Mstep: Class 17 contains 5431 members Mstep: Class 18 contains 5782 members Mstep: Class 19 contains 2187 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13535 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4595 members Mstep: Class 25 contains 17172 members Mstep: Class 26 contains 1161 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5537 members Entering Unmasked Estep ConsiderDeletion Score: -22261912.000000 Penalty: 56198.781250 Iteration 113Q: 29 clusters Score -2.226191e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36532 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65569 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12128 members Mstep: Class 6 contains 6563 members Mstep: Class 7 contains 492 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18977 members Mstep: Class 11 contains 1671 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 2105 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6066 members Mstep: Class 17 contains 5455 members Mstep: Class 18 contains 5779 members Mstep: Class 19 contains 2187 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13535 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4595 members Mstep: Class 25 contains 17159 members Mstep: Class 26 contains 1161 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5539 members Entering Unmasked Estep ConsiderDeletion Score: -22261924.000000 Penalty: 56198.781250 Iteration 114Q: 29 clusters Score -2.226192e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36532 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 65580 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12107 members Mstep: Class 6 contains 6563 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18975 members Mstep: Class 11 contains 1668 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1168 members Mstep: Class 14 contains 2104 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6073 members Mstep: Class 17 contains 5476 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 2187 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13535 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4601 members Mstep: Class 25 contains 17149 members Mstep: Class 26 contains 1160 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5539 members Entering Unmasked Estep ConsiderDeletion Score: -22261874.000000 Penalty: 56198.781250 Iteration 115Q: 29 clusters Score -2.226187e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36532 members Mstep: Class 2 contains 322 members Mstep: Class 3 contains 65605 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12088 members Mstep: Class 6 contains 6564 members Mstep: Class 7 contains 490 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18975 members Mstep: Class 11 contains 1666 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1165 members Mstep: Class 14 contains 2100 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6074 members Mstep: Class 17 contains 5491 members Mstep: Class 18 contains 5771 members Mstep: Class 19 contains 2188 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13538 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4603 members Mstep: Class 25 contains 17134 members Mstep: Class 26 contains 1158 members Mstep: Class 27 contains 840 members Mstep: Class 28 contains 5540 members Entering Unmasked Estep ConsiderDeletion Score: -22261916.000000 Penalty: 56198.781250 Iteration 116Q: 29 clusters Score -2.226192e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36533 members Mstep: Class 2 contains 322 members Mstep: Class 3 contains 65622 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12075 members Mstep: Class 6 contains 6561 members Mstep: Class 7 contains 490 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18973 members Mstep: Class 11 contains 1666 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1162 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 5881 members Mstep: Class 16 contains 6075 members Mstep: Class 17 contains 5504 members Mstep: Class 18 contains 5765 members Mstep: Class 19 contains 2192 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13538 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4603 members Mstep: Class 25 contains 17125 members Mstep: Class 26 contains 1154 members Mstep: Class 27 contains 840 members Mstep: Class 28 contains 5542 members Entering Unmasked Estep ConsiderDeletion Score: -22261940.000000 Penalty: 56198.781250 Iteration 117Q: 29 clusters Score -2.226194e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36534 members Mstep: Class 2 contains 322 members Mstep: Class 3 contains 65635 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12066 members Mstep: Class 6 contains 6558 members Mstep: Class 7 contains 490 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18973 members Mstep: Class 11 contains 1666 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1162 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 5880 members Mstep: Class 16 contains 6077 members Mstep: Class 17 contains 5506 members Mstep: Class 18 contains 5763 members Mstep: Class 19 contains 2192 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13538 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4605 members Mstep: Class 25 contains 17121 members Mstep: Class 26 contains 1149 members Mstep: Class 27 contains 840 members Mstep: Class 28 contains 5546 members Entering Unmasked Estep ConsiderDeletion Score: -22261926.000000 Penalty: 56198.781250 Iteration 118Q: 29 clusters Score -2.226193e+07 nChanged 24 Entering ConstructFrom: Score: -22261926.000000 Penalty: 56198.781250 Entering ConstructFrom: Trying to split cluster 1 (36533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36533 members Entering Unmasked Estep Score: -3592407.250000 Penalty: 1707.220337 Iteration 0F: 2 clusters Score -3592407 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18282 members Mstep: Class 2 contains 18251 members Entering Unmasked Estep Score: -3567804.500000 Penalty: 3414.440674 Iteration 0F: 3 clusters Score -3567804 nChanged 16931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18509 members Mstep: Class 2 contains 18024 members Entering Unmasked Estep Score: -3577756.250000 Penalty: 3414.440674 Iteration 1F: 3 clusters Score -3577756 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18626 members Mstep: Class 2 contains 17907 members Entering Unmasked Estep Score: -3578919.750000 Penalty: 3414.440674 Iteration 2F: 3 clusters Score -3578920 nChanged 2232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18752 members Mstep: Class 2 contains 17781 members Entering Unmasked Estep Score: -3580381.000000 Penalty: 3414.440674 Iteration 3F: 3 clusters Score -3580381 nChanged 2434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18838 members Mstep: Class 2 contains 17695 members Entering Unmasked Estep Score: -3582119.500000 Penalty: 3414.440674 Iteration 4F: 3 clusters Score -3582120 nChanged 2602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18832 members Mstep: Class 2 contains 17701 members Entering Unmasked Estep Score: -3584114.000000 Penalty: 3414.440674 Iteration 5F: 3 clusters Score -3584114 nChanged 2639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18741 members Mstep: Class 2 contains 17792 members Entering Unmasked Estep Score: -3586137.750000 Penalty: 3414.440674 Iteration 6F: 3 clusters Score -3586138 nChanged 2215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18572 members Mstep: Class 2 contains 17961 members Entering Unmasked Estep Score: -3587529.750000 Penalty: 3414.440674 Iteration 7F: 3 clusters Score -3587530 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18351 members Mstep: Class 2 contains 18182 members Entering Unmasked Estep Score: -3588230.250000 Penalty: 3414.440674 Iteration 8Q: 3 clusters Score -3588230 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18047 members Mstep: Class 2 contains 18486 members Entering Unmasked Estep Score: -3588611.000000 Penalty: 3414.440674 Iteration 9Q: 3 clusters Score -3588611 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17785 members Mstep: Class 2 contains 18748 members Entering Unmasked Estep Score: -3588849.250000 Penalty: 3414.440674 Iteration 10Q: 3 clusters Score -3588849 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17547 members Mstep: Class 2 contains 18986 members Entering Unmasked Estep Score: -3588992.000000 Penalty: 3414.440674 Iteration 11Q: 3 clusters Score -3588992 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17353 members Mstep: Class 2 contains 19180 members Entering Unmasked Estep Score: -3589088.000000 Penalty: 3414.440674 Iteration 12Q: 3 clusters Score -3589088 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17180 members Mstep: Class 2 contains 19353 members Entering Unmasked Estep Score: -3589183.000000 Penalty: 3414.440674 Iteration 13Q: 3 clusters Score -3589183 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17055 members Mstep: Class 2 contains 19478 members Entering Unmasked Estep Score: -3589249.500000 Penalty: 3414.440674 Iteration 14Q: 3 clusters Score -3589250 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16931 members Mstep: Class 2 contains 19602 members Entering Unmasked Estep Score: -3589311.000000 Penalty: 3414.440674 Iteration 15Q: 3 clusters Score -3589311 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16827 members Mstep: Class 2 contains 19706 members Entering Unmasked Estep Score: -3589368.750000 Penalty: 3414.440674 Iteration 16Q: 3 clusters Score -3589369 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16712 members Mstep: Class 2 contains 19821 members Entering Unmasked Estep Score: -3589437.750000 Penalty: 3414.440674 Iteration 17Q: 3 clusters Score -3589438 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 19925 members Entering Unmasked Estep Score: -3589494.250000 Penalty: 3414.440674 Iteration 18Q: 3 clusters Score -3589494 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16540 members Mstep: Class 2 contains 19993 members Entering Unmasked Estep Score: -3589584.250000 Penalty: 3414.440674 Iteration 19Q: 3 clusters Score -3589584 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16467 members Mstep: Class 2 contains 20066 members Entering Unmasked Estep Score: -3589655.000000 Penalty: 3414.440674 Iteration 20F: 3 clusters Score -3589655 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16399 members Mstep: Class 2 contains 20134 members Entering Unmasked Estep Score: -3589737.250000 Penalty: 3414.440674 Iteration 21Q: 3 clusters Score -3589737 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16376 members Mstep: Class 2 contains 20157 members Entering Unmasked Estep Score: -3589816.000000 Penalty: 3414.440674 Iteration 22Q: 3 clusters Score -3589816 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16330 members Mstep: Class 2 contains 20203 members Entering Unmasked Estep Score: -3589880.750000 Penalty: 3414.440674 Iteration 23Q: 3 clusters Score -3589881 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16298 members Mstep: Class 2 contains 20235 members Entering Unmasked Estep Score: -3590004.250000 Penalty: 3414.440674 Iteration 24Q: 3 clusters Score -3590004 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16245 members Mstep: Class 2 contains 20288 members Entering Unmasked Estep Score: -3590100.750000 Penalty: 3414.440674 Iteration 25Q: 3 clusters Score -3590101 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16203 members Mstep: Class 2 contains 20330 members Entering Unmasked Estep Score: -3590183.250000 Penalty: 3414.440674 Iteration 26Q: 3 clusters Score -3590183 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16185 members Mstep: Class 2 contains 20348 members Entering Unmasked Estep Score: -3590256.750000 Penalty: 3414.440674 Iteration 27Q: 3 clusters Score -3590257 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16173 members Mstep: Class 2 contains 20360 members Entering Unmasked Estep Score: -3590312.000000 Penalty: 3414.440674 Iteration 28Q: 3 clusters Score -3590312 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16194 members Mstep: Class 2 contains 20339 members Entering Unmasked Estep Score: -3590378.500000 Penalty: 3414.440674 Iteration 29Q: 3 clusters Score -3590378 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16232 members Mstep: Class 2 contains 20301 members Entering Unmasked Estep Score: -3590409.000000 Penalty: 3414.440674 Iteration 30Q: 3 clusters Score -3590409 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16283 members Mstep: Class 2 contains 20250 members Entering Unmasked Estep Score: -3590441.000000 Penalty: 3414.440674 Iteration 31Q: 3 clusters Score -3590441 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16324 members Mstep: Class 2 contains 20209 members Entering Unmasked Estep Score: -3590459.500000 Penalty: 3414.440674 Iteration 32Q: 3 clusters Score -3590460 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16385 members Mstep: Class 2 contains 20148 members Entering Unmasked Estep Score: -3590478.500000 Penalty: 3414.440674 Iteration 33Q: 3 clusters Score -3590478 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16433 members Mstep: Class 2 contains 20100 members Entering Unmasked Estep Score: -3590507.000000 Penalty: 3414.440674 Iteration 34Q: 3 clusters Score -3590507 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16477 members Mstep: Class 2 contains 20056 members Entering Unmasked Estep Score: -3590513.250000 Penalty: 3414.440674 Iteration 35Q: 3 clusters Score -3590513 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16521 members Mstep: Class 2 contains 20012 members Entering Unmasked Estep Score: -3590527.500000 Penalty: 3414.440674 Iteration 36Q: 3 clusters Score -3590528 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16563 members Mstep: Class 2 contains 19970 members Entering Unmasked Estep Score: -3590536.250000 Penalty: 3414.440674 Iteration 37Q: 3 clusters Score -3590536 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16595 members Mstep: Class 2 contains 19938 members Entering Unmasked Estep Score: -3590548.500000 Penalty: 3414.440674 Iteration 38Q: 3 clusters Score -3590548 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16634 members Mstep: Class 2 contains 19899 members Entering Unmasked Estep Score: -3590546.500000 Penalty: 3414.440674 Iteration 39Q: 3 clusters Score -3590546 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16660 members Mstep: Class 2 contains 19873 members Entering Unmasked Estep Score: -3590551.000000 Penalty: 3414.440674 Iteration 40F: 3 clusters Score -3590551 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16682 members Mstep: Class 2 contains 19851 members Entering Unmasked Estep Score: -3590554.750000 Penalty: 3414.440674 Iteration 41Q: 3 clusters Score -3590555 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16704 members Mstep: Class 2 contains 19829 members Entering Unmasked Estep Score: -3590562.250000 Penalty: 3414.440674 Iteration 42Q: 3 clusters Score -3590562 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16717 members Mstep: Class 2 contains 19816 members Entering Unmasked Estep Score: -3590569.000000 Penalty: 3414.440674 Iteration 43Q: 3 clusters Score -3590569 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16723 members Mstep: Class 2 contains 19810 members Entering Unmasked Estep Score: -3590560.500000 Penalty: 3414.440674 Iteration 44Q: 3 clusters Score -3590560 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16724 members Mstep: Class 2 contains 19809 members Entering Unmasked Estep Score: -3590554.500000 Penalty: 3414.440674 Iteration 45Q: 3 clusters Score -3590554 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16727 members Mstep: Class 2 contains 19806 members Entering Unmasked Estep Score: -3590561.750000 Penalty: 3414.440674 Iteration 46Q: 3 clusters Score -3590562 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16730 members Mstep: Class 2 contains 19803 members Entering Unmasked Estep Score: -3590564.500000 Penalty: 3414.440674 Iteration 47Q: 3 clusters Score -3590564 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16731 members Mstep: Class 2 contains 19802 members Entering Unmasked Estep Score: -3590566.500000 Penalty: 3414.440674 Iteration 48Q: 3 clusters Score -3590566 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16737 members Mstep: Class 2 contains 19796 members Entering Unmasked Estep Score: -3590563.750000 Penalty: 3414.440674 Iteration 49Q: 3 clusters Score -3590564 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16735 members Mstep: Class 2 contains 19798 members Entering Unmasked Estep Score: -3590565.500000 Penalty: 3414.440674 Iteration 50Q: 3 clusters Score -3590566 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16736 members Mstep: Class 2 contains 19797 members Entering Unmasked Estep Score: -3590559.500000 Penalty: 3414.440674 Iteration 51Q: 3 clusters Score -3590560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16735 members Mstep: Class 2 contains 19798 members Entering Unmasked Estep Score: -3590564.000000 Penalty: 3414.440674 Iteration 52Q: 3 clusters Score -3590564 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16736 members Mstep: Class 2 contains 19797 members Entering Unmasked Estep Score: -3590564.750000 Penalty: 3414.440674 Iteration 53Q: 3 clusters Score -3590565 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 19795 members Entering Unmasked Estep Score: -3590572.750000 Penalty: 3414.440674 Iteration 54Q: 3 clusters Score -3590573 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16737 members Mstep: Class 2 contains 19796 members Entering Unmasked Estep Score: -3590571.000000 Penalty: 3414.440674 Iteration 55Q: 3 clusters Score -3590571 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16737 members Mstep: Class 2 contains 19796 members Entering Unmasked Estep Score: -3590570.250000 Penalty: 3414.440674 Iteration 56Q: 3 clusters Score -3590570 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 19795 members Entering Unmasked Estep Score: -3590568.750000 Penalty: 3414.440674 Iteration 57Q: 3 clusters Score -3590569 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 19795 members Entering Unmasked Estep Score: -3590568.750000 Penalty: 3414.440674 Iteration 58F: 3 clusters Score -3590569 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Entering Unmasked Estep Score: -27751.125000 Penalty: 938.364624 Iteration 0F: 2 clusters Score -27751.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -26908.296875 Penalty: 1876.729248 Iteration 0F: 3 clusters Score -26908.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -27056.470703 Penalty: 1876.729248 Iteration 1F: 3 clusters Score -27056.47 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -27116.480469 Penalty: 1876.729248 Iteration 2F: 3 clusters Score -27116.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -27152.539062 Penalty: 1876.729248 Iteration 3Q: 3 clusters Score -27152.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -27185.654297 Penalty: 1876.729248 Iteration 4Q: 3 clusters Score -27185.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -27209.490234 Penalty: 1876.729248 Iteration 5Q: 3 clusters Score -27209.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -27226.939453 Penalty: 1876.729248 Iteration 6Q: 3 clusters Score -27226.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -27228.242188 Penalty: 1876.729248 Iteration 7Q: 3 clusters Score -27228.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -27228.242188 Penalty: 1876.729248 Iteration 8F: 3 clusters Score -27228.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (65638 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65638 members Entering Unmasked Estep Score: -6465337.500000 Penalty: 1802.435425 Iteration 0F: 2 clusters Score -6465338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33084 members Mstep: Class 2 contains 32554 members Entering Unmasked Estep Score: -6421365.000000 Penalty: 3604.870850 Iteration 0F: 3 clusters Score -6421365 nChanged 31051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36489 members Mstep: Class 2 contains 29149 members Entering Unmasked Estep Score: -6439880.500000 Penalty: 3604.870850 Iteration 1F: 3 clusters Score -6439880 nChanged 3027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38616 members Mstep: Class 2 contains 27022 members Entering Unmasked Estep Score: -6441116.500000 Penalty: 3604.870850 Iteration 2Q: 3 clusters Score -6441116 nChanged 3751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41825 members Mstep: Class 2 contains 23813 members Entering Unmasked Estep Score: -6443190.500000 Penalty: 3604.870850 Iteration 3F: 3 clusters Score -6443190 nChanged 4616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46141 members Mstep: Class 2 contains 19497 members Entering Unmasked Estep Score: -6446340.500000 Penalty: 3604.870850 Iteration 4F: 3 clusters Score -6446340 nChanged 5134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51149 members Mstep: Class 2 contains 14489 members Entering Unmasked Estep Score: -6450607.000000 Penalty: 3604.870850 Iteration 5F: 3 clusters Score -6450607 nChanged 5100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56195 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -6455327.000000 Penalty: 3604.870850 Iteration 6F: 3 clusters Score -6455327 nChanged 4225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60398 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -6459308.500000 Penalty: 3604.870850 Iteration 7F: 3 clusters Score -6459308 nChanged 2672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63062 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -6461804.500000 Penalty: 3604.870850 Iteration 8Q: 3 clusters Score -6461804 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64380 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -6462927.000000 Penalty: 3604.870850 Iteration 9Q: 3 clusters Score -6462927 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64921 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -6463397.000000 Penalty: 3604.870850 Iteration 10Q: 3 clusters Score -6463397 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65134 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -6463593.000000 Penalty: 3604.870850 Iteration 11Q: 3 clusters Score -6463593 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65210 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -6463689.000000 Penalty: 3604.870850 Iteration 12Q: 3 clusters Score -6463689 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65235 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -6463744.000000 Penalty: 3604.870850 Iteration 13Q: 3 clusters Score -6463744 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65250 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -6463816.000000 Penalty: 3604.870850 Iteration 14Q: 3 clusters Score -6463816 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65244 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -6463908.500000 Penalty: 3604.870850 Iteration 15Q: 3 clusters Score -6463908 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65218 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -6463980.000000 Penalty: 3604.870850 Iteration 16Q: 3 clusters Score -6463980 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65199 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -6464050.500000 Penalty: 3604.870850 Iteration 17Q: 3 clusters Score -6464050 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65164 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -6464148.500000 Penalty: 3604.870850 Iteration 18Q: 3 clusters Score -6464148 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65135 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -6464218.000000 Penalty: 3604.870850 Iteration 19Q: 3 clusters Score -6464218 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65083 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -6464278.500000 Penalty: 3604.870850 Iteration 20F: 3 clusters Score -6464278 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65045 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -6464319.500000 Penalty: 3604.870850 Iteration 21Q: 3 clusters Score -6464320 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65015 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -6464345.500000 Penalty: 3604.870850 Iteration 22Q: 3 clusters Score -6464346 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64995 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -6464365.500000 Penalty: 3604.870850 Iteration 23Q: 3 clusters Score -6464366 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64976 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -6464377.000000 Penalty: 3604.870850 Iteration 24Q: 3 clusters Score -6464377 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64960 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -6464382.000000 Penalty: 3604.870850 Iteration 25Q: 3 clusters Score -6464382 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64944 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -6464395.000000 Penalty: 3604.870850 Iteration 26Q: 3 clusters Score -6464395 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64930 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -6464406.000000 Penalty: 3604.870850 Iteration 27Q: 3 clusters Score -6464406 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64911 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -6464428.500000 Penalty: 3604.870850 Iteration 28Q: 3 clusters Score -6464428 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64897 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -6464433.000000 Penalty: 3604.870850 Iteration 29Q: 3 clusters Score -6464433 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64871 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -6464455.500000 Penalty: 3604.870850 Iteration 30Q: 3 clusters Score -6464456 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64839 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -6464457.500000 Penalty: 3604.870850 Iteration 31Q: 3 clusters Score -6464458 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64804 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -6464477.500000 Penalty: 3604.870850 Iteration 32Q: 3 clusters Score -6464478 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64762 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -6464522.500000 Penalty: 3604.870850 Iteration 33Q: 3 clusters Score -6464522 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64718 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -6464535.000000 Penalty: 3604.870850 Iteration 34Q: 3 clusters Score -6464535 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64672 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -6464542.000000 Penalty: 3604.870850 Iteration 35Q: 3 clusters Score -6464542 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64638 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -6464577.500000 Penalty: 3604.870850 Iteration 36Q: 3 clusters Score -6464578 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64613 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -6464585.500000 Penalty: 3604.870850 Iteration 37Q: 3 clusters Score -6464586 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64589 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -6464601.000000 Penalty: 3604.870850 Iteration 38Q: 3 clusters Score -6464601 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64571 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -6464594.500000 Penalty: 3604.870850 Iteration 39Q: 3 clusters Score -6464594 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64562 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -6464603.500000 Penalty: 3604.870850 Iteration 40F: 3 clusters Score -6464604 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64549 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -6464604.000000 Penalty: 3604.870850 Iteration 41Q: 3 clusters Score -6464604 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64534 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -6464611.000000 Penalty: 3604.870850 Iteration 42Q: 3 clusters Score -6464611 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64521 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -6464607.500000 Penalty: 3604.870850 Iteration 43Q: 3 clusters Score -6464608 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64507 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -6464617.000000 Penalty: 3604.870850 Iteration 44Q: 3 clusters Score -6464617 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64488 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -6464623.500000 Penalty: 3604.870850 Iteration 45Q: 3 clusters Score -6464624 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64468 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -6464638.500000 Penalty: 3604.870850 Iteration 46Q: 3 clusters Score -6464638 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64438 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -6464652.000000 Penalty: 3604.870850 Iteration 47Q: 3 clusters Score -6464652 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64410 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -6464652.000000 Penalty: 3604.870850 Iteration 48Q: 3 clusters Score -6464652 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64383 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -6464678.500000 Penalty: 3604.870850 Iteration 49Q: 3 clusters Score -6464678 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64355 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -6464694.500000 Penalty: 3604.870850 Iteration 50Q: 3 clusters Score -6464694 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64326 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -6464703.000000 Penalty: 3604.870850 Iteration 51Q: 3 clusters Score -6464703 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64310 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -6464708.500000 Penalty: 3604.870850 Iteration 52Q: 3 clusters Score -6464708 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64300 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -6464712.500000 Penalty: 3604.870850 Iteration 53Q: 3 clusters Score -6464712 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64293 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -6464715.000000 Penalty: 3604.870850 Iteration 54Q: 3 clusters Score -6464715 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64288 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -6464716.000000 Penalty: 3604.870850 Iteration 55Q: 3 clusters Score -6464716 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64279 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -6464721.500000 Penalty: 3604.870850 Iteration 56Q: 3 clusters Score -6464722 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64271 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -6464726.000000 Penalty: 3604.870850 Iteration 57Q: 3 clusters Score -6464726 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64265 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -6464732.000000 Penalty: 3604.870850 Iteration 58Q: 3 clusters Score -6464732 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64263 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -6464727.500000 Penalty: 3604.870850 Iteration 59Q: 3 clusters Score -6464728 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64262 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -6464735.500000 Penalty: 3604.870850 Iteration 60F: 3 clusters Score -6464736 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64260 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -6464732.000000 Penalty: 3604.870850 Iteration 61Q: 3 clusters Score -6464732 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64258 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -6464730.500000 Penalty: 3604.870850 Iteration 62Q: 3 clusters Score -6464730 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64255 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -6464730.000000 Penalty: 3604.870850 Iteration 63Q: 3 clusters Score -6464730 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64252 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -6464729.000000 Penalty: 3604.870850 Iteration 64Q: 3 clusters Score -6464729 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64250 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -6464728.500000 Penalty: 3604.870850 Iteration 65Q: 3 clusters Score -6464728 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64248 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -6464729.500000 Penalty: 3604.870850 Iteration 66Q: 3 clusters Score -6464730 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64248 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -6464729.500000 Penalty: 3604.870850 Iteration 67F: 3 clusters Score -6464730 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Entering Unmasked Estep Score: -547365.437500 Penalty: 1397.629761 Iteration 0F: 2 clusters Score -547365.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -543080.625000 Penalty: 2795.259521 Iteration 0F: 3 clusters Score -543080.6 nChanged 2226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -544326.562500 Penalty: 2795.259521 Iteration 1F: 3 clusters Score -544326.6 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -544523.062500 Penalty: 2795.259521 Iteration 2F: 3 clusters Score -544523.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -544647.687500 Penalty: 2795.259521 Iteration 3F: 3 clusters Score -544647.7 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -544731.250000 Penalty: 2795.259521 Iteration 4Q: 3 clusters Score -544731.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -544809.250000 Penalty: 2795.259521 Iteration 5Q: 3 clusters Score -544809.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -544891.375000 Penalty: 2795.259521 Iteration 6Q: 3 clusters Score -544891.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -544971.312500 Penalty: 2795.259521 Iteration 7Q: 3 clusters Score -544971.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -545067.375000 Penalty: 2795.259521 Iteration 8Q: 3 clusters Score -545067.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -545170.625000 Penalty: 2795.259521 Iteration 9Q: 3 clusters Score -545170.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -545297.000000 Penalty: 2795.259521 Iteration 10Q: 3 clusters Score -545297 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -545424.250000 Penalty: 2795.259521 Iteration 11Q: 3 clusters Score -545424.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -545545.500000 Penalty: 2795.259521 Iteration 12Q: 3 clusters Score -545545.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -545659.812500 Penalty: 2795.259521 Iteration 13Q: 3 clusters Score -545659.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -545756.500000 Penalty: 2795.259521 Iteration 14Q: 3 clusters Score -545756.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -545834.812500 Penalty: 2795.259521 Iteration 15Q: 3 clusters Score -545834.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -545896.187500 Penalty: 2795.259521 Iteration 16Q: 3 clusters Score -545896.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -545930.750000 Penalty: 2795.259521 Iteration 17Q: 3 clusters Score -545930.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -545959.937500 Penalty: 2795.259521 Iteration 18Q: 3 clusters Score -545959.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -545984.250000 Penalty: 2795.259521 Iteration 19Q: 3 clusters Score -545984.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -546021.375000 Penalty: 2795.259521 Iteration 20F: 3 clusters Score -546021.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -546052.000000 Penalty: 2795.259521 Iteration 21Q: 3 clusters Score -546052 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -546089.875000 Penalty: 2795.259521 Iteration 22Q: 3 clusters Score -546089.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -546120.562500 Penalty: 2795.259521 Iteration 23Q: 3 clusters Score -546120.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -546137.187500 Penalty: 2795.259521 Iteration 24Q: 3 clusters Score -546137.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -546147.750000 Penalty: 2795.259521 Iteration 25Q: 3 clusters Score -546147.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -546158.437500 Penalty: 2795.259521 Iteration 26Q: 3 clusters Score -546158.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -546167.625000 Penalty: 2795.259521 Iteration 27Q: 3 clusters Score -546167.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -546176.750000 Penalty: 2795.259521 Iteration 28Q: 3 clusters Score -546176.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -546180.500000 Penalty: 2795.259521 Iteration 29Q: 3 clusters Score -546180.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -546188.312500 Penalty: 2795.259521 Iteration 30Q: 3 clusters Score -546188.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -546197.750000 Penalty: 2795.259521 Iteration 31Q: 3 clusters Score -546197.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -546212.250000 Penalty: 2795.259521 Iteration 32Q: 3 clusters Score -546212.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -546225.125000 Penalty: 2795.259521 Iteration 33Q: 3 clusters Score -546225.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -546235.875000 Penalty: 2795.259521 Iteration 34Q: 3 clusters Score -546235.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -546247.437500 Penalty: 2795.259521 Iteration 35Q: 3 clusters Score -546247.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -546259.562500 Penalty: 2795.259521 Iteration 36Q: 3 clusters Score -546259.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -546276.562500 Penalty: 2795.259521 Iteration 37Q: 3 clusters Score -546276.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -546287.312500 Penalty: 2795.259521 Iteration 38Q: 3 clusters Score -546287.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -546297.687500 Penalty: 2795.259521 Iteration 39Q: 3 clusters Score -546297.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -546308.687500 Penalty: 2795.259521 Iteration 40F: 3 clusters Score -546308.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -546317.562500 Penalty: 2795.259521 Iteration 41Q: 3 clusters Score -546317.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -546322.625000 Penalty: 2795.259521 Iteration 42Q: 3 clusters Score -546322.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -546328.750000 Penalty: 2795.259521 Iteration 43Q: 3 clusters Score -546328.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -546334.812500 Penalty: 2795.259521 Iteration 44Q: 3 clusters Score -546334.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -546339.750000 Penalty: 2795.259521 Iteration 45Q: 3 clusters Score -546339.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -546344.062500 Penalty: 2795.259521 Iteration 46Q: 3 clusters Score -546344.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -546349.812500 Penalty: 2795.259521 Iteration 47Q: 3 clusters Score -546349.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -546354.500000 Penalty: 2795.259521 Iteration 48Q: 3 clusters Score -546354.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -546355.875000 Penalty: 2795.259521 Iteration 49Q: 3 clusters Score -546355.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -546356.250000 Penalty: 2795.259521 Iteration 50Q: 3 clusters Score -546356.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -546359.500000 Penalty: 2795.259521 Iteration 51Q: 3 clusters Score -546359.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -546360.437500 Penalty: 2795.259521 Iteration 52Q: 3 clusters Score -546360.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -546361.750000 Penalty: 2795.259521 Iteration 53Q: 3 clusters Score -546361.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -546364.875000 Penalty: 2795.259521 Iteration 54Q: 3 clusters Score -546364.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -546366.250000 Penalty: 2795.259521 Iteration 55Q: 3 clusters Score -546366.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -546367.875000 Penalty: 2795.259521 Iteration 56Q: 3 clusters Score -546367.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -546370.812500 Penalty: 2795.259521 Iteration 57Q: 3 clusters Score -546370.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -546373.500000 Penalty: 2795.259521 Iteration 58Q: 3 clusters Score -546373.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -546375.687500 Penalty: 2795.259521 Iteration 59Q: 3 clusters Score -546375.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -546375.687500 Penalty: 2795.259521 Iteration 60F: 3 clusters Score -546375.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -546376.375000 Penalty: 2795.259521 Iteration 61Q: 3 clusters Score -546376.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -546377.187500 Penalty: 2795.259521 Iteration 62Q: 3 clusters Score -546377.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -546379.250000 Penalty: 2795.259521 Iteration 63Q: 3 clusters Score -546379.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -546379.375000 Penalty: 2795.259521 Iteration 64Q: 3 clusters Score -546379.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -546379.125000 Penalty: 2795.259521 Iteration 65Q: 3 clusters Score -546379.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -546380.062500 Penalty: 2795.259521 Iteration 66Q: 3 clusters Score -546380.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -546381.000000 Penalty: 2795.259521 Iteration 67Q: 3 clusters Score -546381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -546384.000000 Penalty: 2795.259521 Iteration 68Q: 3 clusters Score -546384 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -546383.812500 Penalty: 2795.259521 Iteration 69Q: 3 clusters Score -546383.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -546385.687500 Penalty: 2795.259521 Iteration 70Q: 3 clusters Score -546385.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -546384.437500 Penalty: 2795.259521 Iteration 71Q: 3 clusters Score -546384.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -546384.437500 Penalty: 2795.259521 Iteration 72F: 3 clusters Score -546384.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Entering Unmasked Estep Score: -1207579.625000 Penalty: 1527.131592 Iteration 0F: 2 clusters Score -1207580 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -1198962.250000 Penalty: 3054.263184 Iteration 0F: 3 clusters Score -1198962 nChanged 5349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -1202037.875000 Penalty: 3054.263184 Iteration 1F: 3 clusters Score -1202038 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 6490 members Entering Unmasked Estep Score: -1202453.500000 Penalty: 3054.263184 Iteration 2F: 3 clusters Score -1202454 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -1202919.625000 Penalty: 3054.263184 Iteration 3F: 3 clusters Score -1202920 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 6505 members Entering Unmasked Estep Score: -1203565.500000 Penalty: 3054.263184 Iteration 4F: 3 clusters Score -1203566 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 6417 members Entering Unmasked Estep Score: -1204282.375000 Penalty: 3054.263184 Iteration 5F: 3 clusters Score -1204282 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -1204925.750000 Penalty: 3054.263184 Iteration 6F: 3 clusters Score -1204926 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -1205395.125000 Penalty: 3054.263184 Iteration 7F: 3 clusters Score -1205395 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -1205677.375000 Penalty: 3054.263184 Iteration 8Q: 3 clusters Score -1205677 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -1205831.000000 Penalty: 3054.263184 Iteration 9Q: 3 clusters Score -1205831 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -1205912.000000 Penalty: 3054.263184 Iteration 10Q: 3 clusters Score -1205912 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5976 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -1205949.750000 Penalty: 3054.263184 Iteration 11Q: 3 clusters Score -1205950 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -1205969.875000 Penalty: 3054.263184 Iteration 12Q: 3 clusters Score -1205970 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -1205983.375000 Penalty: 3054.263184 Iteration 13Q: 3 clusters Score -1205983 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -1205993.000000 Penalty: 3054.263184 Iteration 14Q: 3 clusters Score -1205993 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -1205996.875000 Penalty: 3054.263184 Iteration 15Q: 3 clusters Score -1205997 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -1206001.250000 Penalty: 3054.263184 Iteration 16Q: 3 clusters Score -1206001 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -1206005.875000 Penalty: 3054.263184 Iteration 17Q: 3 clusters Score -1206006 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -1206008.250000 Penalty: 3054.263184 Iteration 18Q: 3 clusters Score -1206008 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -1206014.500000 Penalty: 3054.263184 Iteration 19Q: 3 clusters Score -1206014 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -1206017.250000 Penalty: 3054.263184 Iteration 20F: 3 clusters Score -1206017 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -1206026.250000 Penalty: 3054.263184 Iteration 21Q: 3 clusters Score -1206026 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -1206029.125000 Penalty: 3054.263184 Iteration 22Q: 3 clusters Score -1206029 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -1206031.625000 Penalty: 3054.263184 Iteration 23Q: 3 clusters Score -1206032 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -1206037.125000 Penalty: 3054.263184 Iteration 24Q: 3 clusters Score -1206037 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -1206039.500000 Penalty: 3054.263184 Iteration 25Q: 3 clusters Score -1206040 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -1206043.250000 Penalty: 3054.263184 Iteration 26Q: 3 clusters Score -1206043 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -1206043.875000 Penalty: 3054.263184 Iteration 27Q: 3 clusters Score -1206044 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -1206046.000000 Penalty: 3054.263184 Iteration 28Q: 3 clusters Score -1206046 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -1206048.500000 Penalty: 3054.263184 Iteration 29Q: 3 clusters Score -1206048 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -1206053.625000 Penalty: 3054.263184 Iteration 30Q: 3 clusters Score -1206054 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -1206056.125000 Penalty: 3054.263184 Iteration 31Q: 3 clusters Score -1206056 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -1206058.250000 Penalty: 3054.263184 Iteration 32Q: 3 clusters Score -1206058 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -1206059.000000 Penalty: 3054.263184 Iteration 33Q: 3 clusters Score -1206059 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -1206065.250000 Penalty: 3054.263184 Iteration 34Q: 3 clusters Score -1206065 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -1206065.250000 Penalty: 3054.263184 Iteration 35Q: 3 clusters Score -1206065 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1206067.625000 Penalty: 3054.263184 Iteration 36Q: 3 clusters Score -1206068 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -1206072.500000 Penalty: 3054.263184 Iteration 37Q: 3 clusters Score -1206072 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -1206076.125000 Penalty: 3054.263184 Iteration 38Q: 3 clusters Score -1206076 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -1206083.750000 Penalty: 3054.263184 Iteration 39Q: 3 clusters Score -1206084 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -1206084.250000 Penalty: 3054.263184 Iteration 40F: 3 clusters Score -1206084 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -1206088.625000 Penalty: 3054.263184 Iteration 41Q: 3 clusters Score -1206089 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -1206095.000000 Penalty: 3054.263184 Iteration 42Q: 3 clusters Score -1206095 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -1206098.625000 Penalty: 3054.263184 Iteration 43Q: 3 clusters Score -1206099 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -1206100.125000 Penalty: 3054.263184 Iteration 44Q: 3 clusters Score -1206100 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -1206105.375000 Penalty: 3054.263184 Iteration 45Q: 3 clusters Score -1206105 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -1206111.625000 Penalty: 3054.263184 Iteration 46Q: 3 clusters Score -1206112 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -1206111.875000 Penalty: 3054.263184 Iteration 47Q: 3 clusters Score -1206112 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -1206121.000000 Penalty: 3054.263184 Iteration 48Q: 3 clusters Score -1206121 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 6625 members Entering Unmasked Estep Score: -1206129.750000 Penalty: 3054.263184 Iteration 49Q: 3 clusters Score -1206130 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -1206133.500000 Penalty: 3054.263184 Iteration 50Q: 3 clusters Score -1206134 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -1206140.625000 Penalty: 3054.263184 Iteration 51Q: 3 clusters Score -1206141 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -1206142.000000 Penalty: 3054.263184 Iteration 52Q: 3 clusters Score -1206142 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -1206144.750000 Penalty: 3054.263184 Iteration 53Q: 3 clusters Score -1206145 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -1206144.000000 Penalty: 3054.263184 Iteration 54Q: 3 clusters Score -1206144 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -1206147.375000 Penalty: 3054.263184 Iteration 55Q: 3 clusters Score -1206147 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 6730 members Entering Unmasked Estep Score: -1206146.625000 Penalty: 3054.263184 Iteration 56Q: 3 clusters Score -1206147 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -1206152.750000 Penalty: 3054.263184 Iteration 57Q: 3 clusters Score -1206153 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -1206153.125000 Penalty: 3054.263184 Iteration 58Q: 3 clusters Score -1206153 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -1206156.625000 Penalty: 3054.263184 Iteration 59Q: 3 clusters Score -1206157 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -1206160.750000 Penalty: 3054.263184 Iteration 60F: 3 clusters Score -1206161 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -1206162.625000 Penalty: 3054.263184 Iteration 61Q: 3 clusters Score -1206163 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -1206163.500000 Penalty: 3054.263184 Iteration 62Q: 3 clusters Score -1206164 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -1206171.000000 Penalty: 3054.263184 Iteration 63Q: 3 clusters Score -1206171 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -1206175.000000 Penalty: 3054.263184 Iteration 64Q: 3 clusters Score -1206175 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -1206180.500000 Penalty: 3054.263184 Iteration 65Q: 3 clusters Score -1206180 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -1206183.625000 Penalty: 3054.263184 Iteration 66Q: 3 clusters Score -1206184 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -1206188.875000 Penalty: 3054.263184 Iteration 67Q: 3 clusters Score -1206189 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -1206193.250000 Penalty: 3054.263184 Iteration 68Q: 3 clusters Score -1206193 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -1206195.625000 Penalty: 3054.263184 Iteration 69Q: 3 clusters Score -1206196 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -1206201.750000 Penalty: 3054.263184 Iteration 70Q: 3 clusters Score -1206202 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -1206207.125000 Penalty: 3054.263184 Iteration 71Q: 3 clusters Score -1206207 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -1206212.125000 Penalty: 3054.263184 Iteration 72Q: 3 clusters Score -1206212 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -1206220.500000 Penalty: 3054.263184 Iteration 73Q: 3 clusters Score -1206220 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -1206224.500000 Penalty: 3054.263184 Iteration 74Q: 3 clusters Score -1206224 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -1206229.625000 Penalty: 3054.263184 Iteration 75Q: 3 clusters Score -1206230 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -1206232.625000 Penalty: 3054.263184 Iteration 76Q: 3 clusters Score -1206233 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 7257 members Entering Unmasked Estep Score: -1206239.500000 Penalty: 3054.263184 Iteration 77Q: 3 clusters Score -1206240 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 7285 members Entering Unmasked Estep Score: -1206244.625000 Penalty: 3054.263184 Iteration 78Q: 3 clusters Score -1206245 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -1206246.125000 Penalty: 3054.263184 Iteration 79Q: 3 clusters Score -1206246 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -1206247.750000 Penalty: 3054.263184 Iteration 80F: 3 clusters Score -1206248 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -1206250.125000 Penalty: 3054.263184 Iteration 81Q: 3 clusters Score -1206250 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -1206253.250000 Penalty: 3054.263184 Iteration 82Q: 3 clusters Score -1206253 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -1206258.500000 Penalty: 3054.263184 Iteration 83Q: 3 clusters Score -1206258 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 7430 members Entering Unmasked Estep Score: -1206261.250000 Penalty: 3054.263184 Iteration 84Q: 3 clusters Score -1206261 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -1206263.500000 Penalty: 3054.263184 Iteration 85Q: 3 clusters Score -1206264 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -1206263.875000 Penalty: 3054.263184 Iteration 86Q: 3 clusters Score -1206264 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -1206267.125000 Penalty: 3054.263184 Iteration 87Q: 3 clusters Score -1206267 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 7504 members Entering Unmasked Estep Score: -1206273.125000 Penalty: 3054.263184 Iteration 88Q: 3 clusters Score -1206273 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -1206273.125000 Penalty: 3054.263184 Iteration 89Q: 3 clusters Score -1206273 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -1206275.750000 Penalty: 3054.263184 Iteration 90Q: 3 clusters Score -1206276 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1206276.750000 Penalty: 3054.263184 Iteration 91Q: 3 clusters Score -1206277 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -1206279.750000 Penalty: 3054.263184 Iteration 92Q: 3 clusters Score -1206280 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -1206281.375000 Penalty: 3054.263184 Iteration 93Q: 3 clusters Score -1206281 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 7605 members Entering Unmasked Estep Score: -1206284.750000 Penalty: 3054.263184 Iteration 94Q: 3 clusters Score -1206285 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -1206286.750000 Penalty: 3054.263184 Iteration 95Q: 3 clusters Score -1206287 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -1206284.625000 Penalty: 3054.263184 Iteration 96Q: 3 clusters Score -1206285 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -1206286.750000 Penalty: 3054.263184 Iteration 97Q: 3 clusters Score -1206287 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -1206289.125000 Penalty: 3054.263184 Iteration 98Q: 3 clusters Score -1206289 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -1206287.000000 Penalty: 3054.263184 Iteration 99Q: 3 clusters Score -1206287 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 7685 members Entering Unmasked Estep Score: -1206289.375000 Penalty: 3054.263184 Iteration 100F: 3 clusters Score -1206289 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -1206290.250000 Penalty: 3054.263184 Iteration 101Q: 3 clusters Score -1206290 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -1206295.625000 Penalty: 3054.263184 Iteration 102Q: 3 clusters Score -1206296 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -1206299.375000 Penalty: 3054.263184 Iteration 103Q: 3 clusters Score -1206299 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 7761 members Entering Unmasked Estep Score: -1206302.625000 Penalty: 3054.263184 Iteration 104Q: 3 clusters Score -1206303 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -1206303.375000 Penalty: 3054.263184 Iteration 105Q: 3 clusters Score -1206303 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -1206304.875000 Penalty: 3054.263184 Iteration 106Q: 3 clusters Score -1206305 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 7814 members Entering Unmasked Estep Score: -1206306.375000 Penalty: 3054.263184 Iteration 107Q: 3 clusters Score -1206306 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -1206309.250000 Penalty: 3054.263184 Iteration 108Q: 3 clusters Score -1206309 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -1206308.875000 Penalty: 3054.263184 Iteration 109Q: 3 clusters Score -1206309 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -1206314.625000 Penalty: 3054.263184 Iteration 110Q: 3 clusters Score -1206315 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -1206316.500000 Penalty: 3054.263184 Iteration 111Q: 3 clusters Score -1206316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -1206316.875000 Penalty: 3054.263184 Iteration 112Q: 3 clusters Score -1206317 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -1206315.625000 Penalty: 3054.263184 Iteration 113Q: 3 clusters Score -1206316 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -1206316.000000 Penalty: 3054.263184 Iteration 114Q: 3 clusters Score -1206316 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -1206315.625000 Penalty: 3054.263184 Iteration 115Q: 3 clusters Score -1206316 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -1206314.000000 Penalty: 3054.263184 Iteration 116Q: 3 clusters Score -1206314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -1206315.000000 Penalty: 3054.263184 Iteration 117Q: 3 clusters Score -1206315 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -1206315.000000 Penalty: 3054.263184 Iteration 118F: 3 clusters Score -1206315 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Entering Unmasked Estep Score: -601965.062500 Penalty: 1428.096802 Iteration 0F: 2 clusters Score -601965.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -597037.375000 Penalty: 2856.193604 Iteration 0F: 3 clusters Score -597037.4 nChanged 2685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -598491.125000 Penalty: 2856.193604 Iteration 1F: 3 clusters Score -598491.1 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -598686.937500 Penalty: 2856.193604 Iteration 2F: 3 clusters Score -598686.9 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -598865.375000 Penalty: 2856.193604 Iteration 3Q: 3 clusters Score -598865.4 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -599053.187500 Penalty: 2856.193604 Iteration 4Q: 3 clusters Score -599053.2 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -599262.375000 Penalty: 2856.193604 Iteration 5Q: 3 clusters Score -599262.4 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -599562.062500 Penalty: 2856.193604 Iteration 6F: 3 clusters Score -599562.1 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -599930.375000 Penalty: 2856.193604 Iteration 7F: 3 clusters Score -599930.4 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -600263.937500 Penalty: 2856.193604 Iteration 8F: 3 clusters Score -600263.9 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -600517.375000 Penalty: 2856.193604 Iteration 9F: 3 clusters Score -600517.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -600679.812500 Penalty: 2856.193604 Iteration 10Q: 3 clusters Score -600679.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -600806.000000 Penalty: 2856.193604 Iteration 11Q: 3 clusters Score -600806 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -600904.000000 Penalty: 2856.193604 Iteration 12Q: 3 clusters Score -600904 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -600989.375000 Penalty: 2856.193604 Iteration 13Q: 3 clusters Score -600989.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -601073.187500 Penalty: 2856.193604 Iteration 14Q: 3 clusters Score -601073.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -601178.875000 Penalty: 2856.193604 Iteration 15Q: 3 clusters Score -601178.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -601286.375000 Penalty: 2856.193604 Iteration 16Q: 3 clusters Score -601286.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -601368.687500 Penalty: 2856.193604 Iteration 17Q: 3 clusters Score -601368.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -601408.937500 Penalty: 2856.193604 Iteration 18Q: 3 clusters Score -601408.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -601445.937500 Penalty: 2856.193604 Iteration 19Q: 3 clusters Score -601445.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -601464.000000 Penalty: 2856.193604 Iteration 20F: 3 clusters Score -601464 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -601471.250000 Penalty: 2856.193604 Iteration 21Q: 3 clusters Score -601471.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -601480.937500 Penalty: 2856.193604 Iteration 22Q: 3 clusters Score -601480.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -601483.187500 Penalty: 2856.193604 Iteration 23Q: 3 clusters Score -601483.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -601485.437500 Penalty: 2856.193604 Iteration 24Q: 3 clusters Score -601485.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -601486.187500 Penalty: 2856.193604 Iteration 25Q: 3 clusters Score -601486.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -601486.500000 Penalty: 2856.193604 Iteration 26Q: 3 clusters Score -601486.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -601487.812500 Penalty: 2856.193604 Iteration 27Q: 3 clusters Score -601487.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -601488.500000 Penalty: 2856.193604 Iteration 28Q: 3 clusters Score -601488.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -601489.187500 Penalty: 2856.193604 Iteration 29Q: 3 clusters Score -601489.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -601489.187500 Penalty: 2856.193604 Iteration 30F: 3 clusters Score -601489.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -39302.367188 Penalty: 1006.590881 Iteration 0F: 2 clusters Score -39302.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -38447.621094 Penalty: 2013.181763 Iteration 0F: 3 clusters Score -38447.62 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -38841.394531 Penalty: 2013.181763 Iteration 1F: 3 clusters Score -38841.39 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -38948.156250 Penalty: 2013.181763 Iteration 2F: 3 clusters Score -38948.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -38978.628906 Penalty: 2013.181763 Iteration 3Q: 3 clusters Score -38978.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -38987.882812 Penalty: 2013.181763 Iteration 4Q: 3 clusters Score -38987.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -38992.253906 Penalty: 2013.181763 Iteration 5Q: 3 clusters Score -38992.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -38992.750000 Penalty: 2013.181763 Iteration 6Q: 3 clusters Score -38992.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -38992.750000 Penalty: 2013.181763 Iteration 7F: 3 clusters Score -38992.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Entering Unmasked Estep Score: -329772.906250 Penalty: 1321.993896 Iteration 0F: 2 clusters Score -329772.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -326826.937500 Penalty: 2643.987793 Iteration 0F: 3 clusters Score -326826.9 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -327638.687500 Penalty: 2643.987793 Iteration 1F: 3 clusters Score -327638.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -327840.250000 Penalty: 2643.987793 Iteration 2F: 3 clusters Score -327840.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -328015.937500 Penalty: 2643.987793 Iteration 3F: 3 clusters Score -328015.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -328172.000000 Penalty: 2643.987793 Iteration 4F: 3 clusters Score -328172 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -328333.250000 Penalty: 2643.987793 Iteration 5F: 3 clusters Score -328333.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -328446.062500 Penalty: 2643.987793 Iteration 6Q: 3 clusters Score -328446.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -328514.062500 Penalty: 2643.987793 Iteration 7Q: 3 clusters Score -328514.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -328574.187500 Penalty: 2643.987793 Iteration 8Q: 3 clusters Score -328574.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -328626.937500 Penalty: 2643.987793 Iteration 9Q: 3 clusters Score -328626.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -328675.250000 Penalty: 2643.987793 Iteration 10Q: 3 clusters Score -328675.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -328724.531250 Penalty: 2643.987793 Iteration 11Q: 3 clusters Score -328724.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -328756.937500 Penalty: 2643.987793 Iteration 12Q: 3 clusters Score -328756.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -328782.187500 Penalty: 2643.987793 Iteration 13Q: 3 clusters Score -328782.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -328807.843750 Penalty: 2643.987793 Iteration 14Q: 3 clusters Score -328807.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -328827.312500 Penalty: 2643.987793 Iteration 15Q: 3 clusters Score -328827.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -328841.500000 Penalty: 2643.987793 Iteration 16Q: 3 clusters Score -328841.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -328851.625000 Penalty: 2643.987793 Iteration 17Q: 3 clusters Score -328851.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -328861.625000 Penalty: 2643.987793 Iteration 18Q: 3 clusters Score -328861.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -328869.750000 Penalty: 2643.987793 Iteration 19Q: 3 clusters Score -328869.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -328873.843750 Penalty: 2643.987793 Iteration 20F: 3 clusters Score -328873.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -328878.218750 Penalty: 2643.987793 Iteration 21Q: 3 clusters Score -328878.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -328880.531250 Penalty: 2643.987793 Iteration 22Q: 3 clusters Score -328880.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -328883.406250 Penalty: 2643.987793 Iteration 23Q: 3 clusters Score -328883.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -328886.562500 Penalty: 2643.987793 Iteration 24Q: 3 clusters Score -328886.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -328889.125000 Penalty: 2643.987793 Iteration 25Q: 3 clusters Score -328889.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -328890.656250 Penalty: 2643.987793 Iteration 26Q: 3 clusters Score -328890.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -328891.906250 Penalty: 2643.987793 Iteration 27Q: 3 clusters Score -328891.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -328892.312500 Penalty: 2643.987793 Iteration 28Q: 3 clusters Score -328892.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -328892.312500 Penalty: 2643.987793 Iteration 29F: 3 clusters Score -328892.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -194659.953125 Penalty: 1234.250488 Iteration 0F: 2 clusters Score -194660 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -192567.437500 Penalty: 2468.500977 Iteration 0F: 3 clusters Score -192567.4 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -192989.343750 Penalty: 2468.500977 Iteration 1F: 3 clusters Score -192989.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -193118.500000 Penalty: 2468.500977 Iteration 2F: 3 clusters Score -193118.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -193206.765625 Penalty: 2468.500977 Iteration 3F: 3 clusters Score -193206.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -193306.468750 Penalty: 2468.500977 Iteration 4Q: 3 clusters Score -193306.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -193401.437500 Penalty: 2468.500977 Iteration 5Q: 3 clusters Score -193401.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -193497.093750 Penalty: 2468.500977 Iteration 6Q: 3 clusters Score -193497.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -193600.125000 Penalty: 2468.500977 Iteration 7Q: 3 clusters Score -193600.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -193711.718750 Penalty: 2468.500977 Iteration 8Q: 3 clusters Score -193711.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -193862.656250 Penalty: 2468.500977 Iteration 9Q: 3 clusters Score -193862.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -194064.531250 Penalty: 2468.500977 Iteration 10Q: 3 clusters Score -194064.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -194390.531250 Penalty: 2468.500977 Iteration 11Q: 3 clusters Score -194390.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -194585.234375 Penalty: 2468.500977 Iteration 12Q: 3 clusters Score -194585.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -194618.875000 Penalty: 2468.500977 Iteration 13Q: 3 clusters Score -194618.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -194630.093750 Penalty: 2468.500977 Iteration 14Q: 3 clusters Score -194630.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -194635.140625 Penalty: 2468.500977 Iteration 15Q: 3 clusters Score -194635.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -194636.375000 Penalty: 2468.500977 Iteration 16Q: 3 clusters Score -194636.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -194637.000000 Penalty: 2468.500977 Iteration 17Q: 3 clusters Score -194637 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -194637.000000 Penalty: 2468.500977 Iteration 18F: 3 clusters Score -194637 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (18971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18971 members Entering Unmasked Estep Score: -1906580.125000 Penalty: 1600.733398 Iteration 0F: 2 clusters Score -1906580 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9470 members Mstep: Class 2 contains 9501 members Entering Unmasked Estep Score: -1893571.750000 Penalty: 3201.466797 Iteration 0F: 3 clusters Score -1893572 nChanged 8567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9285 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -1898198.500000 Penalty: 3201.466797 Iteration 1F: 3 clusters Score -1898198 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9080 members Mstep: Class 2 contains 9891 members Entering Unmasked Estep Score: -1898613.125000 Penalty: 3201.466797 Iteration 2F: 3 clusters Score -1898613 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 10195 members Entering Unmasked Estep Score: -1899047.000000 Penalty: 3201.466797 Iteration 3F: 3 clusters Score -1899047 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8336 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -1899533.500000 Penalty: 3201.466797 Iteration 4F: 3 clusters Score -1899534 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 11183 members Entering Unmasked Estep Score: -1900143.625000 Penalty: 3201.466797 Iteration 5F: 3 clusters Score -1900144 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 11860 members Entering Unmasked Estep Score: -1900939.125000 Penalty: 3201.466797 Iteration 6F: 3 clusters Score -1900939 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 12573 members Entering Unmasked Estep Score: -1901924.875000 Penalty: 3201.466797 Iteration 7F: 3 clusters Score -1901925 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 13242 members Entering Unmasked Estep Score: -1902925.125000 Penalty: 3201.466797 Iteration 8F: 3 clusters Score -1902925 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 13734 members Entering Unmasked Estep Score: -1903716.500000 Penalty: 3201.466797 Iteration 9F: 3 clusters Score -1903716 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 14033 members Entering Unmasked Estep Score: -1904172.500000 Penalty: 3201.466797 Iteration 10Q: 3 clusters Score -1904172 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -1904419.000000 Penalty: 3201.466797 Iteration 11Q: 3 clusters Score -1904419 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 14455 members Entering Unmasked Estep Score: -1904551.750000 Penalty: 3201.466797 Iteration 12Q: 3 clusters Score -1904552 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 14627 members Entering Unmasked Estep Score: -1904635.500000 Penalty: 3201.466797 Iteration 13Q: 3 clusters Score -1904636 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 14769 members Entering Unmasked Estep Score: -1904681.000000 Penalty: 3201.466797 Iteration 14Q: 3 clusters Score -1904681 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 14894 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1904888.625000 Penalty: 3201.466797 Iteration 19Q: 3 clusters Score -1904889 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 15332 members Entering Unmasked Estep Score: -1904907.125000 Penalty: 3201.466797 Iteration 20F: 3 clusters Score -1904907 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 15409 members Entering Unmasked Estep Score: -1904939.375000 Penalty: 3201.466797 Iteration 21Q: 3 clusters Score -1904939 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 15484 members Entering Unmasked Estep Score: -1904957.375000 Penalty: 3201.466797 Iteration 22Q: 3 clusters Score -1904957 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 15567 members Entering Unmasked Estep Score: -1904974.625000 Penalty: 3201.466797 Iteration 23Q: 3 clusters Score -1904975 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 15638 members Entering Unmasked Estep Score: -1905000.250000 Penalty: 3201.466797 Iteration 24Q: 3 clusters Score -1905000 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 15716 members Entering Unmasked Estep Score: -1905028.875000 Penalty: 3201.466797 Iteration 25Q: 3 clusters Score -1905029 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 15802 members Entering Unmasked Estep Score: -1905055.500000 Penalty: 3201.466797 Iteration 26Q: 3 clusters Score -1905056 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 15868 members Entering Unmasked Estep Score: -1905070.750000 Penalty: 3201.466797 Iteration 27Q: 3 clusters Score -1905071 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 15940 members Entering Unmasked Estep Score: -1905091.375000 Penalty: 3201.466797 Iteration 28Q: 3 clusters Score -1905091 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 15998 members Entering Unmasked Estep Score: -1905105.875000 Penalty: 3201.466797 Iteration 29Q: 3 clusters Score -1905106 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 16053 members Entering Unmasked Estep Score: -1905119.750000 Penalty: 3201.466797 Iteration 30Q: 3 clusters Score -1905120 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 16113 members Entering Unmasked Estep Score: -1905128.250000 Penalty: 3201.466797 Iteration 31Q: 3 clusters Score -1905128 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 16178 members Entering Unmasked Estep Score: -1905147.875000 Penalty: 3201.466797 Iteration 32Q: 3 clusters Score -1905148 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 16238 members Entering Unmasked Estep Score: -1905161.000000 Penalty: 3201.466797 Iteration 33Q: 3 clusters Score -1905161 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 16294 members Entering Unmasked Estep Score: -1905176.625000 Penalty: 3201.466797 Iteration 34Q: 3 clusters Score -1905177 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 16349 members Entering Unmasked Estep Score: -1905183.625000 Penalty: 3201.466797 Iteration 35Q: 3 clusters Score -1905184 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 16400 members Entering Unmasked Estep Score: -1905200.875000 Penalty: 3201.466797 Iteration 36Q: 3 clusters Score -1905201 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 16464 members Entering Unmasked Estep Score: -1905222.750000 Penalty: 3201.466797 Iteration 37Q: 3 clusters Score -1905223 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 16521 members Entering Unmasked Estep Score: -1905233.250000 Penalty: 3201.466797 Iteration 38Q: 3 clusters Score -1905233 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 16576 members Entering Unmasked Estep Score: -1905247.125000 Penalty: 3201.466797 Iteration 39Q: 3 clusters Score -1905247 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 16632 members Entering Unmasked Estep Score: -1905266.375000 Penalty: 3201.466797 Iteration 40F: 3 clusters Score -1905266 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 16688 members Entering Unmasked Estep Score: -1905286.875000 Penalty: 3201.466797 Iteration 41Q: 3 clusters Score -1905287 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 16737 members Entering Unmasked Estep Score: -1905302.625000 Penalty: 3201.466797 Iteration 42Q: 3 clusters Score -1905303 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -1905310.625000 Penalty: 3201.466797 Iteration 43Q: 3 clusters Score -1905311 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 16820 members Entering Unmasked Estep Score: -1905326.000000 Penalty: 3201.466797 Iteration 44Q: 3 clusters Score -1905326 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 16849 members Entering Unmasked Estep Score: -1905331.750000 Penalty: 3201.466797 Iteration 45Q: 3 clusters Score -1905332 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 16873 members Entering Unmasked Estep Score: -1905336.125000 Penalty: 3201.466797 Iteration 46Q: 3 clusters Score -1905336 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 16901 members Entering Unmasked Estep Score: -1905336.875000 Penalty: 3201.466797 Iteration 47Q: 3 clusters Score -1905337 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 16932 members Entering Unmasked Estep Score: -1905349.625000 Penalty: 3201.466797 Iteration 48Q: 3 clusters Score -1905350 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 16968 members Entering Unmasked Estep Score: -1905361.500000 Penalty: 3201.466797 Iteration 49Q: 3 clusters Score -1905362 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 17000 members Entering Unmasked Estep Score: -1905366.375000 Penalty: 3201.466797 Iteration 50Q: 3 clusters Score -1905366 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 17027 members Entering Unmasked Estep Score: -1905372.375000 Penalty: 3201.466797 Iteration 51Q: 3 clusters Score -1905372 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 17048 members Entering Unmasked Estep Score: -1905375.625000 Penalty: 3201.466797 Iteration 52Q: 3 clusters Score -1905376 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 17073 members Entering Unmasked Estep Score: -1905395.625000 Penalty: 3201.466797 Iteration 53Q: 3 clusters Score -1905396 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 17109 members Entering Unmasked Estep Score: -1905408.375000 Penalty: 3201.466797 Iteration 54Q: 3 clusters Score -1905408 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 17147 members Entering Unmasked Estep Score: -1905417.250000 Penalty: 3201.466797 Iteration 55Q: 3 clusters Score -1905417 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 17181 members Entering Unmasked Estep Score: -1905432.625000 Penalty: 3201.466797 Iteration 56Q: 3 clusters Score -1905433 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 17213 members Entering Unmasked Estep Score: -1905442.250000 Penalty: 3201.466797 Iteration 57Q: 3 clusters Score -1905442 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 17249 members Entering Unmasked Estep Score: -1905457.875000 Penalty: 3201.466797 Iteration 58Q: 3 clusters Score -1905458 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 17283 members Entering Unmasked Estep Score: -1905471.750000 Penalty: 3201.466797 Iteration 59Q: 3 clusters Score -1905472 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 17316 members Entering Unmasked Estep Score: -1905480.375000 Penalty: 3201.466797 Iteration 60F: 3 clusters Score -1905480 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 17355 members Entering Unmasked Estep Score: -1905501.375000 Penalty: 3201.466797 Iteration 61Q: 3 clusters Score -1905501 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 17397 members Entering Unmasked Estep Score: -1905518.375000 Penalty: 3201.466797 Iteration 62Q: 3 clusters Score -1905518 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 17421 members Entering Unmasked Estep Score: -1905523.750000 Penalty: 3201.466797 Iteration 63Q: 3 clusters Score -1905524 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 17442 members Entering Unmasked Estep Score: -1905531.500000 Penalty: 3201.466797 Iteration 64Q: 3 clusters Score -1905532 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 17463 members Entering Unmasked Estep Score: -1905540.125000 Penalty: 3201.466797 Iteration 65Q: 3 clusters Score -1905540 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 17487 members Entering Unmasked Estep Score: -1905548.250000 Penalty: 3201.466797 Iteration 66Q: 3 clusters Score -1905548 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 17502 members Entering Unmasked Estep Score: -1905551.750000 Penalty: 3201.466797 Iteration 67Q: 3 clusters Score -1905552 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 17518 members Entering Unmasked Estep Score: -1905558.250000 Penalty: 3201.466797 Iteration 68Q: 3 clusters Score -1905558 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 17523 members Entering Unmasked Estep Score: -1905555.875000 Penalty: 3201.466797 Iteration 69Q: 3 clusters Score -1905556 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 17536 members Entering Unmasked Estep Score: -1905563.000000 Penalty: 3201.466797 Iteration 70Q: 3 clusters Score -1905563 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 17546 members Entering Unmasked Estep Score: -1905561.250000 Penalty: 3201.466797 Iteration 71Q: 3 clusters Score -1905561 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 17553 members Entering Unmasked Estep Score: -1905565.625000 Penalty: 3201.466797 Iteration 72Q: 3 clusters Score -1905566 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 17559 members Entering Unmasked Estep Score: -1905569.125000 Penalty: 3201.466797 Iteration 73Q: 3 clusters Score -1905569 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 17563 members Entering Unmasked 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Entering Unmasked Estep Score: -1905572.000000 Penalty: 3201.466797 Iteration 78Q: 3 clusters Score -1905572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 17575 members Entering Unmasked Estep Score: -1905571.875000 Penalty: 3201.466797 Iteration 79Q: 3 clusters Score -1905572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 17577 members Entering Unmasked Estep Score: -1905572.125000 Penalty: 3201.466797 Iteration 80F: 3 clusters Score -1905572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 17577 members Entering Unmasked Estep Score: -1905572.625000 Penalty: 3201.466797 Iteration 81Q: 3 clusters Score -1905573 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 17578 members Entering Unmasked Estep Score: -1905572.375000 Penalty: 3201.466797 Iteration 82Q: 3 clusters Score -1905572 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 17578 members Entering Unmasked Estep Score: -1905572.375000 Penalty: 3201.466797 Iteration 83F: 3 clusters Score -1905572 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Entering Unmasked Estep Score: -171922.296875 Penalty: 1205.454346 Iteration 0F: 2 clusters Score -171922.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -170011.234375 Penalty: 2410.908691 Iteration 0F: 3 clusters Score -170011.2 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -170380.218750 Penalty: 2410.908691 Iteration 1F: 3 clusters Score -170380.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -170470.078125 Penalty: 2410.908691 Iteration 2F: 3 clusters Score -170470.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -170512.640625 Penalty: 2410.908691 Iteration 3Q: 3 clusters Score -170512.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -170545.562500 Penalty: 2410.908691 Iteration 4Q: 3 clusters Score -170545.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -170579.187500 Penalty: 2410.908691 Iteration 5Q: 3 clusters Score -170579.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -170602.578125 Penalty: 2410.908691 Iteration 6Q: 3 clusters Score -170602.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -170611.609375 Penalty: 2410.908691 Iteration 7Q: 3 clusters Score -170611.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -170622.421875 Penalty: 2410.908691 Iteration 8Q: 3 clusters Score -170622.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -170631.093750 Penalty: 2410.908691 Iteration 9Q: 3 clusters Score -170631.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -170637.531250 Penalty: 2410.908691 Iteration 10Q: 3 clusters Score -170637.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -170639.484375 Penalty: 2410.908691 Iteration 11Q: 3 clusters Score -170639.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -170641.953125 Penalty: 2410.908691 Iteration 12Q: 3 clusters Score -170642 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -170643.437500 Penalty: 2410.908691 Iteration 13Q: 3 clusters Score -170643.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -170645.109375 Penalty: 2410.908691 Iteration 14Q: 3 clusters Score -170645.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -170647.125000 Penalty: 2410.908691 Iteration 15Q: 3 clusters Score -170647.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -170648.328125 Penalty: 2410.908691 Iteration 16Q: 3 clusters Score -170648.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -170649.359375 Penalty: 2410.908691 Iteration 17Q: 3 clusters Score -170649.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -170650.046875 Penalty: 2410.908691 Iteration 18Q: 3 clusters Score -170650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -170651.437500 Penalty: 2410.908691 Iteration 19Q: 3 clusters Score -170651.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -170652.390625 Penalty: 2410.908691 Iteration 20F: 3 clusters Score -170652.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -170652.765625 Penalty: 2410.908691 Iteration 21Q: 3 clusters Score -170652.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -170652.765625 Penalty: 2410.908691 Iteration 22F: 3 clusters Score -170652.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Entering Unmasked Estep Score: -230531.546875 Penalty: 1260.520752 Iteration 0F: 2 clusters Score -230531.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -228206.906250 Penalty: 2521.041504 Iteration 0F: 3 clusters Score -228206.9 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -228728.718750 Penalty: 2521.041504 Iteration 1F: 3 clusters Score -228728.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -228866.734375 Penalty: 2521.041504 Iteration 2F: 3 clusters Score -228866.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -228938.859375 Penalty: 2521.041504 Iteration 3Q: 3 clusters Score -228938.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -228989.265625 Penalty: 2521.041504 Iteration 4Q: 3 clusters Score -228989.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -229036.656250 Penalty: 2521.041504 Iteration 5Q: 3 clusters Score -229036.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -229062.125000 Penalty: 2521.041504 Iteration 6Q: 3 clusters Score -229062.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -229085.171875 Penalty: 2521.041504 Iteration 7Q: 3 clusters Score -229085.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -229117.140625 Penalty: 2521.041504 Iteration 8Q: 3 clusters Score -229117.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -229148.765625 Penalty: 2521.041504 Iteration 9Q: 3 clusters Score -229148.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -229175.375000 Penalty: 2521.041504 Iteration 10Q: 3 clusters Score -229175.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -229201.640625 Penalty: 2521.041504 Iteration 11Q: 3 clusters Score -229201.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -229226.562500 Penalty: 2521.041504 Iteration 12Q: 3 clusters Score -229226.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -229254.703125 Penalty: 2521.041504 Iteration 13Q: 3 clusters Score -229254.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -229282.921875 Penalty: 2521.041504 Iteration 14Q: 3 clusters Score -229282.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -229322.500000 Penalty: 2521.041504 Iteration 15Q: 3 clusters Score -229322.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -229354.156250 Penalty: 2521.041504 Iteration 16Q: 3 clusters Score -229354.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -229376.828125 Penalty: 2521.041504 Iteration 17Q: 3 clusters Score -229376.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -229400.890625 Penalty: 2521.041504 Iteration 18Q: 3 clusters Score -229400.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -229428.812500 Penalty: 2521.041504 Iteration 19Q: 3 clusters Score -229428.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -229458.375000 Penalty: 2521.041504 Iteration 20F: 3 clusters Score -229458.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -229490.109375 Penalty: 2521.041504 Iteration 21Q: 3 clusters Score -229490.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -229522.812500 Penalty: 2521.041504 Iteration 22Q: 3 clusters Score -229522.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -229550.468750 Penalty: 2521.041504 Iteration 23Q: 3 clusters Score -229550.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -229569.812500 Penalty: 2521.041504 Iteration 24Q: 3 clusters Score -229569.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -229591.828125 Penalty: 2521.041504 Iteration 25Q: 3 clusters Score -229591.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -229605.359375 Penalty: 2521.041504 Iteration 26Q: 3 clusters Score -229605.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -229615.546875 Penalty: 2521.041504 Iteration 27Q: 3 clusters Score -229615.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -229626.125000 Penalty: 2521.041504 Iteration 28Q: 3 clusters Score -229626.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -229642.671875 Penalty: 2521.041504 Iteration 29Q: 3 clusters Score -229642.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -229651.578125 Penalty: 2521.041504 Iteration 30Q: 3 clusters Score -229651.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -229661.937500 Penalty: 2521.041504 Iteration 31Q: 3 clusters Score -229661.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -229672.046875 Penalty: 2521.041504 Iteration 32Q: 3 clusters Score -229672 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -229681.531250 Penalty: 2521.041504 Iteration 33Q: 3 clusters Score -229681.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -229684.046875 Penalty: 2521.041504 Iteration 34Q: 3 clusters Score -229684 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -229685.359375 Penalty: 2521.041504 Iteration 35Q: 3 clusters Score -229685.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -229686.062500 Penalty: 2521.041504 Iteration 36Q: 3 clusters Score -229686.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -229686.437500 Penalty: 2521.041504 Iteration 37Q: 3 clusters Score -229686.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -229686.937500 Penalty: 2521.041504 Iteration 38Q: 3 clusters Score -229686.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -229688.531250 Penalty: 2521.041504 Iteration 39Q: 3 clusters Score -229688.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -229689.359375 Penalty: 2521.041504 Iteration 40F: 3 clusters Score -229689.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -229691.234375 Penalty: 2521.041504 Iteration 41Q: 3 clusters Score -229691.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -229693.593750 Penalty: 2521.041504 Iteration 42Q: 3 clusters Score -229693.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -229693.921875 Penalty: 2521.041504 Iteration 43Q: 3 clusters Score -229693.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -229693.921875 Penalty: 2521.041504 Iteration 44F: 3 clusters Score -229693.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Entering Unmasked Estep Score: -113353.085938 Penalty: 1146.908447 Iteration 0F: 2 clusters Score -113353.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -111796.585938 Penalty: 2293.816895 Iteration 0F: 3 clusters Score -111796.6 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -112089.046875 Penalty: 2293.816895 Iteration 1F: 3 clusters Score -112089 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -112183.375000 Penalty: 2293.816895 Iteration 2F: 3 clusters Score -112183.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -112257.179688 Penalty: 2293.816895 Iteration 3F: 3 clusters Score -112257.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -112308.492188 Penalty: 2293.816895 Iteration 4Q: 3 clusters Score -112308.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -112342.210938 Penalty: 2293.816895 Iteration 5Q: 3 clusters Score -112342.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -112371.882812 Penalty: 2293.816895 Iteration 6Q: 3 clusters Score -112371.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -112389.351562 Penalty: 2293.816895 Iteration 7Q: 3 clusters Score -112389.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -112400.656250 Penalty: 2293.816895 Iteration 8Q: 3 clusters Score -112400.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -112409.843750 Penalty: 2293.816895 Iteration 9Q: 3 clusters Score -112409.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -112411.492188 Penalty: 2293.816895 Iteration 10Q: 3 clusters Score -112411.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -112413.882812 Penalty: 2293.816895 Iteration 11Q: 3 clusters Score -112413.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -112415.031250 Penalty: 2293.816895 Iteration 12Q: 3 clusters Score -112415 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -112415.031250 Penalty: 2293.816895 Iteration 13F: 3 clusters Score -112415 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Entering Unmasked Estep Score: -203994.171875 Penalty: 1243.229736 Iteration 0F: 2 clusters Score -203994.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -201893.781250 Penalty: 2486.459473 Iteration 0F: 3 clusters Score -201893.8 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -202348.609375 Penalty: 2486.459473 Iteration 1F: 3 clusters Score -202348.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -202454.671875 Penalty: 2486.459473 Iteration 2F: 3 clusters Score -202454.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -202523.328125 Penalty: 2486.459473 Iteration 3Q: 3 clusters Score -202523.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -202575.484375 Penalty: 2486.459473 Iteration 4Q: 3 clusters Score -202575.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -202615.078125 Penalty: 2486.459473 Iteration 5Q: 3 clusters Score -202615.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -202649.234375 Penalty: 2486.459473 Iteration 6Q: 3 clusters Score -202649.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -202696.796875 Penalty: 2486.459473 Iteration 7Q: 3 clusters Score -202696.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -202734.234375 Penalty: 2486.459473 Iteration 8Q: 3 clusters Score -202734.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -202769.109375 Penalty: 2486.459473 Iteration 9Q: 3 clusters Score -202769.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -202795.656250 Penalty: 2486.459473 Iteration 10Q: 3 clusters Score -202795.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -202817.515625 Penalty: 2486.459473 Iteration 11Q: 3 clusters Score -202817.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -202837.875000 Penalty: 2486.459473 Iteration 12Q: 3 clusters Score -202837.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -202850.437500 Penalty: 2486.459473 Iteration 13Q: 3 clusters Score -202850.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -202865.734375 Penalty: 2486.459473 Iteration 14Q: 3 clusters Score -202865.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -202884.187500 Penalty: 2486.459473 Iteration 15Q: 3 clusters Score -202884.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -202903.343750 Penalty: 2486.459473 Iteration 16Q: 3 clusters Score -202903.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -202923.171875 Penalty: 2486.459473 Iteration 17Q: 3 clusters Score -202923.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -202937.171875 Penalty: 2486.459473 Iteration 18Q: 3 clusters Score -202937.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -202947.765625 Penalty: 2486.459473 Iteration 19Q: 3 clusters Score -202947.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -202958.578125 Penalty: 2486.459473 Iteration 20F: 3 clusters Score -202958.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -202973.578125 Penalty: 2486.459473 Iteration 21Q: 3 clusters Score -202973.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -202985.125000 Penalty: 2486.459473 Iteration 22Q: 3 clusters Score -202985.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -202989.765625 Penalty: 2486.459473 Iteration 23Q: 3 clusters Score -202989.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -202995.718750 Penalty: 2486.459473 Iteration 24Q: 3 clusters Score -202995.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -202996.937500 Penalty: 2486.459473 Iteration 25Q: 3 clusters Score -202996.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -202999.015625 Penalty: 2486.459473 Iteration 26Q: 3 clusters Score -202999 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -203001.312500 Penalty: 2486.459473 Iteration 27Q: 3 clusters Score -203001.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -203003.671875 Penalty: 2486.459473 Iteration 28Q: 3 clusters Score -203003.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -203007.062500 Penalty: 2486.459473 Iteration 29Q: 3 clusters Score -203007.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -203009.796875 Penalty: 2486.459473 Iteration 30Q: 3 clusters Score -203009.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -203012.609375 Penalty: 2486.459473 Iteration 31Q: 3 clusters Score -203012.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -203014.093750 Penalty: 2486.459473 Iteration 32Q: 3 clusters Score -203014.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -203017.031250 Penalty: 2486.459473 Iteration 33Q: 3 clusters Score -203017 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -203020.656250 Penalty: 2486.459473 Iteration 34Q: 3 clusters Score -203020.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -203022.484375 Penalty: 2486.459473 Iteration 35Q: 3 clusters Score -203022.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -203025.359375 Penalty: 2486.459473 Iteration 36Q: 3 clusters Score -203025.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -203026.265625 Penalty: 2486.459473 Iteration 37Q: 3 clusters Score -203026.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -203027.187500 Penalty: 2486.459473 Iteration 38Q: 3 clusters Score -203027.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -203027.906250 Penalty: 2486.459473 Iteration 39Q: 3 clusters Score -203027.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -203028.281250 Penalty: 2486.459473 Iteration 40F: 3 clusters Score -203028.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Entering Unmasked Estep Score: -593097.250000 Penalty: 1410.415894 Iteration 0F: 2 clusters Score -593097.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -588572.312500 Penalty: 2820.831787 Iteration 0F: 3 clusters Score -588572.3 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -589845.187500 Penalty: 2820.831787 Iteration 1F: 3 clusters Score -589845.2 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -590072.500000 Penalty: 2820.831787 Iteration 2F: 3 clusters Score -590072.5 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -590234.812500 Penalty: 2820.831787 Iteration 3F: 3 clusters Score -590234.8 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -590383.000000 Penalty: 2820.831787 Iteration 4Q: 3 clusters Score -590383 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -590502.250000 Penalty: 2820.831787 Iteration 5Q: 3 clusters Score -590502.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -590631.937500 Penalty: 2820.831787 Iteration 6Q: 3 clusters Score -590631.9 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -590756.437500 Penalty: 2820.831787 Iteration 7Q: 3 clusters Score -590756.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -590912.187500 Penalty: 2820.831787 Iteration 8Q: 3 clusters Score -590912.2 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -591123.000000 Penalty: 2820.831787 Iteration 9Q: 3 clusters Score -591123 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -591372.750000 Penalty: 2820.831787 Iteration 10Q: 3 clusters Score -591372.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -591735.500000 Penalty: 2820.831787 Iteration 11Q: 3 clusters Score -591735.5 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -592157.562500 Penalty: 2820.831787 Iteration 12F: 3 clusters Score -592157.6 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -592558.875000 Penalty: 2820.831787 Iteration 13Q: 3 clusters Score -592558.9 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -592906.250000 Penalty: 2820.831787 Iteration 14Q: 3 clusters Score -592906.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -593225.937500 Penalty: 2820.831787 Iteration 15Q: 3 clusters Score -593225.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -593471.312500 Penalty: 2820.831787 Iteration 16Q: 3 clusters Score -593471.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -593639.125000 Penalty: 2820.831787 Iteration 17Q: 3 clusters Score -593639.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -593701.812500 Penalty: 2820.831787 Iteration 18Q: 3 clusters Score -593701.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -593732.500000 Penalty: 2820.831787 Iteration 19Q: 3 clusters Score -593732.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -593745.500000 Penalty: 2820.831787 Iteration 20F: 3 clusters Score -593745.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -593754.312500 Penalty: 2820.831787 Iteration 21Q: 3 clusters Score -593754.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -593763.875000 Penalty: 2820.831787 Iteration 22Q: 3 clusters Score -593763.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -593766.500000 Penalty: 2820.831787 Iteration 23Q: 3 clusters Score -593766.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -593769.937500 Penalty: 2820.831787 Iteration 24Q: 3 clusters Score -593769.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -593772.687500 Penalty: 2820.831787 Iteration 25Q: 3 clusters Score -593772.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -593772.312500 Penalty: 2820.831787 Iteration 26Q: 3 clusters Score -593772.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -593773.937500 Penalty: 2820.831787 Iteration 27Q: 3 clusters Score -593773.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -593775.125000 Penalty: 2820.831787 Iteration 28Q: 3 clusters Score -593775.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -593775.250000 Penalty: 2820.831787 Iteration 29Q: 3 clusters Score -593775.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -593775.250000 Penalty: 2820.831787 Iteration 30F: 3 clusters Score -593775.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36533 members Mstep: Class 2 contains 322 members Mstep: Class 3 contains 65638 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12061 members Mstep: Class 6 contains 6557 members Mstep: Class 7 contains 490 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1989 members Mstep: Class 10 contains 18971 members Mstep: Class 11 contains 1666 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1162 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 3064 members Mstep: Class 16 contains 6079 members Mstep: Class 17 contains 5513 members Mstep: Class 18 contains 5762 members Mstep: Class 19 contains 2194 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13538 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4605 members Mstep: Class 25 contains 17115 members Mstep: Class 26 contains 1147 members Mstep: Class 27 contains 840 members Mstep: Class 28 contains 5548 members Mstep: Class 29 contains 2817 members Entering Unmasked Estep Score: -22261988.000000 Penalty: 58205.878906 Splitting cluster 15 changes total score from -22261926.000000 to -22261988.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 16 (6079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Entering Unmasked Estep Score: -621676.000000 Penalty: 1415.796875 Iteration 0F: 2 clusters Score -621676 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -617033.125000 Penalty: 2831.593750 Iteration 0F: 3 clusters Score -617033.1 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -618368.875000 Penalty: 2831.593750 Iteration 1F: 3 clusters Score -618368.9 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -618574.187500 Penalty: 2831.593750 Iteration 2F: 3 clusters Score -618574.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -618704.500000 Penalty: 2831.593750 Iteration 3F: 3 clusters Score -618704.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -618799.562500 Penalty: 2831.593750 Iteration 4Q: 3 clusters Score -618799.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -618870.312500 Penalty: 2831.593750 Iteration 5Q: 3 clusters Score -618870.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -618922.687500 Penalty: 2831.593750 Iteration 6Q: 3 clusters Score -618922.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -618982.625000 Penalty: 2831.593750 Iteration 7Q: 3 clusters Score -618982.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -619034.250000 Penalty: 2831.593750 Iteration 8Q: 3 clusters Score -619034.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -619071.000000 Penalty: 2831.593750 Iteration 9Q: 3 clusters Score -619071 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -619104.937500 Penalty: 2831.593750 Iteration 10Q: 3 clusters Score -619104.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -619144.562500 Penalty: 2831.593750 Iteration 11Q: 3 clusters Score -619144.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -619184.875000 Penalty: 2831.593750 Iteration 12Q: 3 clusters Score -619184.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -619219.937500 Penalty: 2831.593750 Iteration 13Q: 3 clusters Score -619219.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -619246.937500 Penalty: 2831.593750 Iteration 14Q: 3 clusters Score -619246.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -619271.250000 Penalty: 2831.593750 Iteration 15Q: 3 clusters Score -619271.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -619295.500000 Penalty: 2831.593750 Iteration 16Q: 3 clusters Score -619295.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -619315.937500 Penalty: 2831.593750 Iteration 17Q: 3 clusters Score -619315.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -619347.875000 Penalty: 2831.593750 Iteration 18Q: 3 clusters Score -619347.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -619385.000000 Penalty: 2831.593750 Iteration 19Q: 3 clusters Score -619385 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -619427.375000 Penalty: 2831.593750 Iteration 20F: 3 clusters Score -619427.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -619476.375000 Penalty: 2831.593750 Iteration 21Q: 3 clusters Score -619476.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -619522.812500 Penalty: 2831.593750 Iteration 22Q: 3 clusters Score -619522.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -619572.437500 Penalty: 2831.593750 Iteration 23Q: 3 clusters Score -619572.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -619615.562500 Penalty: 2831.593750 Iteration 24Q: 3 clusters Score -619615.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -619653.000000 Penalty: 2831.593750 Iteration 25Q: 3 clusters Score -619653 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -619684.375000 Penalty: 2831.593750 Iteration 26Q: 3 clusters Score -619684.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -619703.125000 Penalty: 2831.593750 Iteration 27Q: 3 clusters Score -619703.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -619720.312500 Penalty: 2831.593750 Iteration 28Q: 3 clusters Score -619720.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -619732.062500 Penalty: 2831.593750 Iteration 29Q: 3 clusters Score -619732.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -619743.062500 Penalty: 2831.593750 Iteration 30Q: 3 clusters Score -619743.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -619753.187500 Penalty: 2831.593750 Iteration 31Q: 3 clusters Score -619753.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -619760.062500 Penalty: 2831.593750 Iteration 32Q: 3 clusters Score -619760.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -619765.437500 Penalty: 2831.593750 Iteration 33Q: 3 clusters Score -619765.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -619771.812500 Penalty: 2831.593750 Iteration 34Q: 3 clusters Score -619771.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -619776.875000 Penalty: 2831.593750 Iteration 35Q: 3 clusters Score -619776.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -619782.937500 Penalty: 2831.593750 Iteration 36Q: 3 clusters Score -619782.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -619793.375000 Penalty: 2831.593750 Iteration 37Q: 3 clusters Score -619793.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -619802.312500 Penalty: 2831.593750 Iteration 38Q: 3 clusters Score -619802.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -619807.625000 Penalty: 2831.593750 Iteration 39Q: 3 clusters Score -619807.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -619816.375000 Penalty: 2831.593750 Iteration 40F: 3 clusters Score -619816.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -619824.375000 Penalty: 2831.593750 Iteration 41Q: 3 clusters Score -619824.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -619830.687500 Penalty: 2831.593750 Iteration 42Q: 3 clusters Score -619830.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -619839.687500 Penalty: 2831.593750 Iteration 43Q: 3 clusters Score -619839.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -619847.750000 Penalty: 2831.593750 Iteration 44Q: 3 clusters Score -619847.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -619855.000000 Penalty: 2831.593750 Iteration 45Q: 3 clusters Score -619855 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -619862.187500 Penalty: 2831.593750 Iteration 46Q: 3 clusters Score -619862.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -619869.937500 Penalty: 2831.593750 Iteration 47Q: 3 clusters Score -619869.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -619876.687500 Penalty: 2831.593750 Iteration 48Q: 3 clusters Score -619876.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -619881.500000 Penalty: 2831.593750 Iteration 49Q: 3 clusters Score -619881.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -619890.750000 Penalty: 2831.593750 Iteration 50Q: 3 clusters Score -619890.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -619895.562500 Penalty: 2831.593750 Iteration 51Q: 3 clusters Score -619895.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -619897.312500 Penalty: 2831.593750 Iteration 52Q: 3 clusters Score -619897.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -619901.062500 Penalty: 2831.593750 Iteration 53Q: 3 clusters Score -619901.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -619909.437500 Penalty: 2831.593750 Iteration 54Q: 3 clusters Score -619909.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -619915.812500 Penalty: 2831.593750 Iteration 55Q: 3 clusters Score -619915.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -619923.375000 Penalty: 2831.593750 Iteration 56Q: 3 clusters Score -619923.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -619936.187500 Penalty: 2831.593750 Iteration 57Q: 3 clusters Score -619936.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -619954.125000 Penalty: 2831.593750 Iteration 58Q: 3 clusters Score -619954.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -619969.375000 Penalty: 2831.593750 Iteration 59Q: 3 clusters Score -619969.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -619985.625000 Penalty: 2831.593750 Iteration 60F: 3 clusters Score -619985.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -619992.562500 Penalty: 2831.593750 Iteration 61Q: 3 clusters Score -619992.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -619998.625000 Penalty: 2831.593750 Iteration 62Q: 3 clusters Score -619998.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -620004.125000 Penalty: 2831.593750 Iteration 63Q: 3 clusters Score -620004.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -620017.500000 Penalty: 2831.593750 Iteration 64Q: 3 clusters Score -620017.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -620036.062500 Penalty: 2831.593750 Iteration 65Q: 3 clusters Score -620036.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -620048.875000 Penalty: 2831.593750 Iteration 66Q: 3 clusters Score -620048.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -620056.500000 Penalty: 2831.593750 Iteration 67Q: 3 clusters Score -620056.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -620064.000000 Penalty: 2831.593750 Iteration 68Q: 3 clusters Score -620064 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -620074.812500 Penalty: 2831.593750 Iteration 69Q: 3 clusters Score -620074.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -620083.687500 Penalty: 2831.593750 Iteration 70Q: 3 clusters Score -620083.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -620094.312500 Penalty: 2831.593750 Iteration 71Q: 3 clusters Score -620094.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -620103.687500 Penalty: 2831.593750 Iteration 72Q: 3 clusters Score -620103.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -620110.500000 Penalty: 2831.593750 Iteration 73Q: 3 clusters Score -620110.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -620114.812500 Penalty: 2831.593750 Iteration 74Q: 3 clusters Score -620114.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -620123.437500 Penalty: 2831.593750 Iteration 75Q: 3 clusters Score -620123.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -620127.125000 Penalty: 2831.593750 Iteration 76Q: 3 clusters Score -620127.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -620132.250000 Penalty: 2831.593750 Iteration 77Q: 3 clusters Score -620132.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -620136.562500 Penalty: 2831.593750 Iteration 78Q: 3 clusters Score -620136.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -620140.625000 Penalty: 2831.593750 Iteration 79Q: 3 clusters Score -620140.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -620148.625000 Penalty: 2831.593750 Iteration 80F: 3 clusters Score -620148.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -620156.312500 Penalty: 2831.593750 Iteration 81Q: 3 clusters Score -620156.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -620162.937500 Penalty: 2831.593750 Iteration 82Q: 3 clusters Score -620162.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -620167.250000 Penalty: 2831.593750 Iteration 83Q: 3 clusters Score -620167.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -620168.812500 Penalty: 2831.593750 Iteration 84Q: 3 clusters Score -620168.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -620170.750000 Penalty: 2831.593750 Iteration 85Q: 3 clusters Score -620170.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -620176.250000 Penalty: 2831.593750 Iteration 86Q: 3 clusters Score -620176.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -620176.687500 Penalty: 2831.593750 Iteration 87Q: 3 clusters Score -620176.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -620180.562500 Penalty: 2831.593750 Iteration 88Q: 3 clusters Score -620180.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -620183.125000 Penalty: 2831.593750 Iteration 89Q: 3 clusters Score -620183.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -620188.000000 Penalty: 2831.593750 Iteration 90Q: 3 clusters Score -620188 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -620187.937500 Penalty: 2831.593750 Iteration 91Q: 3 clusters Score -620187.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -620190.625000 Penalty: 2831.593750 Iteration 92Q: 3 clusters Score -620190.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -620192.125000 Penalty: 2831.593750 Iteration 93Q: 3 clusters Score -620192.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -620193.125000 Penalty: 2831.593750 Iteration 94Q: 3 clusters Score -620193.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -620193.875000 Penalty: 2831.593750 Iteration 95Q: 3 clusters Score -620193.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -620194.250000 Penalty: 2831.593750 Iteration 96Q: 3 clusters Score -620194.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -620195.187500 Penalty: 2831.593750 Iteration 97Q: 3 clusters Score -620195.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -620195.500000 Penalty: 2831.593750 Iteration 98Q: 3 clusters Score -620195.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -620197.250000 Penalty: 2831.593750 Iteration 99Q: 3 clusters Score -620197.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -620196.875000 Penalty: 2831.593750 Iteration 100F: 3 clusters Score -620196.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -620198.500000 Penalty: 2831.593750 Iteration 101Q: 3 clusters Score -620198.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -620198.375000 Penalty: 2831.593750 Iteration 102Q: 3 clusters Score -620198.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -620201.687500 Penalty: 2831.593750 Iteration 103Q: 3 clusters Score -620201.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -620201.812500 Penalty: 2831.593750 Iteration 104Q: 3 clusters Score -620201.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -620202.812500 Penalty: 2831.593750 Iteration 105Q: 3 clusters Score -620202.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -620203.750000 Penalty: 2831.593750 Iteration 106Q: 3 clusters Score -620203.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -620206.812500 Penalty: 2831.593750 Iteration 107Q: 3 clusters Score -620206.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -620209.312500 Penalty: 2831.593750 Iteration 108Q: 3 clusters Score -620209.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -620211.187500 Penalty: 2831.593750 Iteration 109Q: 3 clusters Score -620211.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -620212.812500 Penalty: 2831.593750 Iteration 110Q: 3 clusters Score -620212.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -620216.687500 Penalty: 2831.593750 Iteration 111Q: 3 clusters Score -620216.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -620223.062500 Penalty: 2831.593750 Iteration 112Q: 3 clusters Score -620223.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -620225.875000 Penalty: 2831.593750 Iteration 113Q: 3 clusters Score -620225.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -620229.375000 Penalty: 2831.593750 Iteration 114Q: 3 clusters Score -620229.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -620230.875000 Penalty: 2831.593750 Iteration 115Q: 3 clusters Score -620230.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -620233.375000 Penalty: 2831.593750 Iteration 116Q: 3 clusters Score -620233.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -620235.250000 Penalty: 2831.593750 Iteration 117Q: 3 clusters Score -620235.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -620236.937500 Penalty: 2831.593750 Iteration 118Q: 3 clusters Score -620236.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -620239.812500 Penalty: 2831.593750 Iteration 119Q: 3 clusters Score -620239.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -620244.562500 Penalty: 2831.593750 Iteration 120F: 3 clusters Score -620244.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -620249.687500 Penalty: 2831.593750 Iteration 121Q: 3 clusters Score -620249.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -620255.750000 Penalty: 2831.593750 Iteration 122Q: 3 clusters Score -620255.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -620258.937500 Penalty: 2831.593750 Iteration 123Q: 3 clusters Score -620258.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -620261.312500 Penalty: 2831.593750 Iteration 124Q: 3 clusters Score -620261.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -620263.125000 Penalty: 2831.593750 Iteration 125Q: 3 clusters Score -620263.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -620264.437500 Penalty: 2831.593750 Iteration 126Q: 3 clusters Score -620264.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -620265.375000 Penalty: 2831.593750 Iteration 127Q: 3 clusters Score -620265.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -620266.687500 Penalty: 2831.593750 Iteration 128Q: 3 clusters Score -620266.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -620266.375000 Penalty: 2831.593750 Iteration 129Q: 3 clusters Score -620266.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -620267.125000 Penalty: 2831.593750 Iteration 130Q: 3 clusters Score -620267.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -620267.500000 Penalty: 2831.593750 Iteration 131Q: 3 clusters Score -620267.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -620268.312500 Penalty: 2831.593750 Iteration 132Q: 3 clusters Score -620268.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -620268.500000 Penalty: 2831.593750 Iteration 133Q: 3 clusters Score -620268.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -620268.500000 Penalty: 2831.593750 Iteration 134F: 3 clusters Score -620268.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Entering Unmasked Estep Score: -555595.125000 Penalty: 1399.915405 Iteration 0F: 2 clusters Score -555595.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -551266.812500 Penalty: 2799.830811 Iteration 0F: 3 clusters Score -551266.8 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -552503.625000 Penalty: 2799.830811 Iteration 1F: 3 clusters Score -552503.6 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -552709.500000 Penalty: 2799.830811 Iteration 2F: 3 clusters Score -552709.5 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -552862.000000 Penalty: 2799.830811 Iteration 3F: 3 clusters Score -552862 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -552993.500000 Penalty: 2799.830811 Iteration 4Q: 3 clusters Score -552993.5 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -553115.312500 Penalty: 2799.830811 Iteration 5Q: 3 clusters Score -553115.3 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -553239.062500 Penalty: 2799.830811 Iteration 6Q: 3 clusters Score -553239.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -553363.500000 Penalty: 2799.830811 Iteration 7Q: 3 clusters Score -553363.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -553473.125000 Penalty: 2799.830811 Iteration 8Q: 3 clusters Score -553473.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -553576.125000 Penalty: 2799.830811 Iteration 9Q: 3 clusters Score -553576.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -553677.625000 Penalty: 2799.830811 Iteration 10Q: 3 clusters Score -553677.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -553769.937500 Penalty: 2799.830811 Iteration 11Q: 3 clusters Score -553769.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -553872.687500 Penalty: 2799.830811 Iteration 12Q: 3 clusters Score -553872.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -553984.062500 Penalty: 2799.830811 Iteration 13Q: 3 clusters Score -553984.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -554106.937500 Penalty: 2799.830811 Iteration 14Q: 3 clusters Score -554106.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -554217.000000 Penalty: 2799.830811 Iteration 15Q: 3 clusters Score -554217 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -554316.687500 Penalty: 2799.830811 Iteration 16Q: 3 clusters Score -554316.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -554382.625000 Penalty: 2799.830811 Iteration 17Q: 3 clusters Score -554382.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -554425.062500 Penalty: 2799.830811 Iteration 18Q: 3 clusters Score -554425.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -554447.625000 Penalty: 2799.830811 Iteration 19Q: 3 clusters Score -554447.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -554461.687500 Penalty: 2799.830811 Iteration 20F: 3 clusters Score -554461.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -554470.625000 Penalty: 2799.830811 Iteration 21Q: 3 clusters Score -554470.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -554476.500000 Penalty: 2799.830811 Iteration 22Q: 3 clusters Score -554476.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -554481.000000 Penalty: 2799.830811 Iteration 23Q: 3 clusters Score -554481 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -554484.750000 Penalty: 2799.830811 Iteration 24Q: 3 clusters Score -554484.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -554489.625000 Penalty: 2799.830811 Iteration 25Q: 3 clusters Score -554489.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -554492.750000 Penalty: 2799.830811 Iteration 26Q: 3 clusters Score -554492.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -554495.312500 Penalty: 2799.830811 Iteration 27Q: 3 clusters Score -554495.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -554498.125000 Penalty: 2799.830811 Iteration 28Q: 3 clusters Score -554498.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -554500.000000 Penalty: 2799.830811 Iteration 29Q: 3 clusters Score -554500 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -554501.000000 Penalty: 2799.830811 Iteration 30Q: 3 clusters Score -554501 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -554503.312500 Penalty: 2799.830811 Iteration 31Q: 3 clusters Score -554503.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -554504.062500 Penalty: 2799.830811 Iteration 32Q: 3 clusters Score -554504.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -554503.687500 Penalty: 2799.830811 Iteration 33Q: 3 clusters Score -554503.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -554504.437500 Penalty: 2799.830811 Iteration 34Q: 3 clusters Score -554504.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -554504.812500 Penalty: 2799.830811 Iteration 35Q: 3 clusters Score -554504.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -554507.187500 Penalty: 2799.830811 Iteration 36Q: 3 clusters Score -554507.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -554510.437500 Penalty: 2799.830811 Iteration 37Q: 3 clusters Score -554510.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -554512.437500 Penalty: 2799.830811 Iteration 38Q: 3 clusters Score -554512.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -554516.375000 Penalty: 2799.830811 Iteration 39Q: 3 clusters Score -554516.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -554518.187500 Penalty: 2799.830811 Iteration 40F: 3 clusters Score -554518.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -554520.187500 Penalty: 2799.830811 Iteration 41Q: 3 clusters Score -554520.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -554522.687500 Penalty: 2799.830811 Iteration 42Q: 3 clusters Score -554522.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -554524.875000 Penalty: 2799.830811 Iteration 43Q: 3 clusters Score -554524.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -554524.875000 Penalty: 2799.830811 Iteration 44Q: 3 clusters Score -554524.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -554526.750000 Penalty: 2799.830811 Iteration 45Q: 3 clusters Score -554526.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -554526.937500 Penalty: 2799.830811 Iteration 46Q: 3 clusters Score -554526.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -554527.500000 Penalty: 2799.830811 Iteration 47Q: 3 clusters Score -554527.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -554529.062500 Penalty: 2799.830811 Iteration 48Q: 3 clusters Score -554529.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -554529.937500 Penalty: 2799.830811 Iteration 49Q: 3 clusters Score -554529.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -554531.187500 Penalty: 2799.830811 Iteration 50Q: 3 clusters Score -554531.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -554529.937500 Penalty: 2799.830811 Iteration 51Q: 3 clusters Score -554529.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -554529.937500 Penalty: 2799.830811 Iteration 52F: 3 clusters Score -554529.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Entering Unmasked Estep Score: -584825.812500 Penalty: 1407.093872 Iteration 0F: 2 clusters Score -584825.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -580416.937500 Penalty: 2814.187744 Iteration 0F: 3 clusters Score -580416.9 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -581723.437500 Penalty: 2814.187744 Iteration 1F: 3 clusters Score -581723.4 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -581936.687500 Penalty: 2814.187744 Iteration 2F: 3 clusters Score -581936.7 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -582081.000000 Penalty: 2814.187744 Iteration 3F: 3 clusters Score -582081 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -582199.687500 Penalty: 2814.187744 Iteration 4Q: 3 clusters Score -582199.7 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -582316.500000 Penalty: 2814.187744 Iteration 5Q: 3 clusters Score -582316.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -582427.937500 Penalty: 2814.187744 Iteration 6Q: 3 clusters Score -582427.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -582518.687500 Penalty: 2814.187744 Iteration 7Q: 3 clusters Score -582518.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -582599.312500 Penalty: 2814.187744 Iteration 8Q: 3 clusters Score -582599.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -582670.000000 Penalty: 2814.187744 Iteration 9Q: 3 clusters Score -582670 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -582732.750000 Penalty: 2814.187744 Iteration 10Q: 3 clusters Score -582732.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -582785.750000 Penalty: 2814.187744 Iteration 11Q: 3 clusters Score -582785.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -582837.437500 Penalty: 2814.187744 Iteration 12Q: 3 clusters Score -582837.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -582879.750000 Penalty: 2814.187744 Iteration 13Q: 3 clusters Score -582879.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -582923.812500 Penalty: 2814.187744 Iteration 14Q: 3 clusters Score -582923.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -582970.625000 Penalty: 2814.187744 Iteration 15Q: 3 clusters Score -582970.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -583019.062500 Penalty: 2814.187744 Iteration 16Q: 3 clusters Score -583019.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -583070.937500 Penalty: 2814.187744 Iteration 17Q: 3 clusters Score -583070.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -583116.187500 Penalty: 2814.187744 Iteration 18Q: 3 clusters Score -583116.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -583154.562500 Penalty: 2814.187744 Iteration 19Q: 3 clusters Score -583154.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -583184.562500 Penalty: 2814.187744 Iteration 20F: 3 clusters Score -583184.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -583203.125000 Penalty: 2814.187744 Iteration 21Q: 3 clusters Score -583203.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -583216.562500 Penalty: 2814.187744 Iteration 22Q: 3 clusters Score -583216.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -583230.312500 Penalty: 2814.187744 Iteration 23Q: 3 clusters Score -583230.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -583246.437500 Penalty: 2814.187744 Iteration 24Q: 3 clusters Score -583246.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -583254.000000 Penalty: 2814.187744 Iteration 25Q: 3 clusters Score -583254 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -583266.750000 Penalty: 2814.187744 Iteration 26Q: 3 clusters Score -583266.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -583280.062500 Penalty: 2814.187744 Iteration 27Q: 3 clusters Score -583280.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -583292.000000 Penalty: 2814.187744 Iteration 28Q: 3 clusters Score -583292 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -583303.500000 Penalty: 2814.187744 Iteration 29Q: 3 clusters Score -583303.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -583314.687500 Penalty: 2814.187744 Iteration 30Q: 3 clusters Score -583314.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -583324.437500 Penalty: 2814.187744 Iteration 31Q: 3 clusters Score -583324.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -583331.500000 Penalty: 2814.187744 Iteration 32Q: 3 clusters Score -583331.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -583336.875000 Penalty: 2814.187744 Iteration 33Q: 3 clusters Score -583336.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -583341.750000 Penalty: 2814.187744 Iteration 34Q: 3 clusters Score -583341.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -583345.937500 Penalty: 2814.187744 Iteration 35Q: 3 clusters Score -583345.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -583351.375000 Penalty: 2814.187744 Iteration 36Q: 3 clusters Score -583351.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -583353.312500 Penalty: 2814.187744 Iteration 37Q: 3 clusters Score -583353.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -583356.250000 Penalty: 2814.187744 Iteration 38Q: 3 clusters Score -583356.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -583360.125000 Penalty: 2814.187744 Iteration 39Q: 3 clusters Score -583360.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -583363.812500 Penalty: 2814.187744 Iteration 40F: 3 clusters Score -583363.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -583366.062500 Penalty: 2814.187744 Iteration 41Q: 3 clusters Score -583366.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -583368.125000 Penalty: 2814.187744 Iteration 42Q: 3 clusters Score -583368.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -583369.375000 Penalty: 2814.187744 Iteration 43Q: 3 clusters Score -583369.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -583371.312500 Penalty: 2814.187744 Iteration 44Q: 3 clusters Score -583371.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -583374.312500 Penalty: 2814.187744 Iteration 45Q: 3 clusters Score -583374.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -583378.437500 Penalty: 2814.187744 Iteration 46Q: 3 clusters Score -583378.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -583382.062500 Penalty: 2814.187744 Iteration 47Q: 3 clusters Score -583382.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -583388.375000 Penalty: 2814.187744 Iteration 48Q: 3 clusters Score -583388.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -583395.125000 Penalty: 2814.187744 Iteration 49Q: 3 clusters Score -583395.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -583400.125000 Penalty: 2814.187744 Iteration 50Q: 3 clusters Score -583400.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -583403.062500 Penalty: 2814.187744 Iteration 51Q: 3 clusters Score -583403.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -583409.000000 Penalty: 2814.187744 Iteration 52Q: 3 clusters Score -583409 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -583414.062500 Penalty: 2814.187744 Iteration 53Q: 3 clusters Score -583414.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -583419.750000 Penalty: 2814.187744 Iteration 54Q: 3 clusters Score -583419.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -583424.562500 Penalty: 2814.187744 Iteration 55Q: 3 clusters Score -583424.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -583435.125000 Penalty: 2814.187744 Iteration 56Q: 3 clusters Score -583435.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -583446.000000 Penalty: 2814.187744 Iteration 57Q: 3 clusters Score -583446 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -583454.687500 Penalty: 2814.187744 Iteration 58Q: 3 clusters Score -583454.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -583462.625000 Penalty: 2814.187744 Iteration 59Q: 3 clusters Score -583462.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -583470.562500 Penalty: 2814.187744 Iteration 60F: 3 clusters Score -583470.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -583477.375000 Penalty: 2814.187744 Iteration 61Q: 3 clusters Score -583477.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -583482.125000 Penalty: 2814.187744 Iteration 62Q: 3 clusters Score -583482.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -583489.750000 Penalty: 2814.187744 Iteration 63Q: 3 clusters Score -583489.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -583496.437500 Penalty: 2814.187744 Iteration 64Q: 3 clusters Score -583496.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -583509.437500 Penalty: 2814.187744 Iteration 65Q: 3 clusters Score -583509.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -583519.000000 Penalty: 2814.187744 Iteration 66Q: 3 clusters Score -583519 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -583528.937500 Penalty: 2814.187744 Iteration 67Q: 3 clusters Score -583528.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -583536.500000 Penalty: 2814.187744 Iteration 68Q: 3 clusters Score -583536.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -583544.375000 Penalty: 2814.187744 Iteration 69Q: 3 clusters Score -583544.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -583550.812500 Penalty: 2814.187744 Iteration 70Q: 3 clusters Score -583550.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -583556.500000 Penalty: 2814.187744 Iteration 71Q: 3 clusters Score -583556.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -583560.187500 Penalty: 2814.187744 Iteration 72Q: 3 clusters Score -583560.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -583563.000000 Penalty: 2814.187744 Iteration 73Q: 3 clusters Score -583563 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -583568.312500 Penalty: 2814.187744 Iteration 74Q: 3 clusters Score -583568.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -583570.125000 Penalty: 2814.187744 Iteration 75Q: 3 clusters Score -583570.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -583572.312500 Penalty: 2814.187744 Iteration 76Q: 3 clusters Score -583572.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -583573.500000 Penalty: 2814.187744 Iteration 77Q: 3 clusters Score -583573.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -583573.625000 Penalty: 2814.187744 Iteration 78Q: 3 clusters Score -583573.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -583573.625000 Penalty: 2814.187744 Iteration 79F: 3 clusters Score -583573.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Entering Unmasked Estep Score: -216165.968750 Penalty: 1250.190674 Iteration 0F: 2 clusters Score -216166 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -213943.156250 Penalty: 2500.381348 Iteration 0F: 3 clusters Score -213943.2 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -214447.218750 Penalty: 2500.381348 Iteration 1F: 3 clusters Score -214447.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -214599.890625 Penalty: 2500.381348 Iteration 2F: 3 clusters Score -214599.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -214696.484375 Penalty: 2500.381348 Iteration 3F: 3 clusters Score -214696.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -214741.546875 Penalty: 2500.381348 Iteration 4Q: 3 clusters Score -214741.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -214776.531250 Penalty: 2500.381348 Iteration 5Q: 3 clusters Score -214776.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -214802.093750 Penalty: 2500.381348 Iteration 6Q: 3 clusters Score -214802.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -214820.843750 Penalty: 2500.381348 Iteration 7Q: 3 clusters Score -214820.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -214838.812500 Penalty: 2500.381348 Iteration 8Q: 3 clusters Score -214838.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -214852.796875 Penalty: 2500.381348 Iteration 9Q: 3 clusters Score -214852.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -214865.671875 Penalty: 2500.381348 Iteration 10Q: 3 clusters Score -214865.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -214874.906250 Penalty: 2500.381348 Iteration 11Q: 3 clusters Score -214874.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -214881.046875 Penalty: 2500.381348 Iteration 12Q: 3 clusters Score -214881 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -214887.953125 Penalty: 2500.381348 Iteration 13Q: 3 clusters Score -214888 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -214894.593750 Penalty: 2500.381348 Iteration 14Q: 3 clusters Score -214894.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -214899.281250 Penalty: 2500.381348 Iteration 15Q: 3 clusters Score -214899.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -214901.343750 Penalty: 2500.381348 Iteration 16Q: 3 clusters Score -214901.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -214903.843750 Penalty: 2500.381348 Iteration 17Q: 3 clusters Score -214903.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -214905.328125 Penalty: 2500.381348 Iteration 18Q: 3 clusters Score -214905.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -214905.531250 Penalty: 2500.381348 Iteration 19Q: 3 clusters Score -214905.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -214905.859375 Penalty: 2500.381348 Iteration 20F: 3 clusters Score -214905.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -214905.828125 Penalty: 2500.381348 Iteration 21Q: 3 clusters Score -214905.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -214906.953125 Penalty: 2500.381348 Iteration 22Q: 3 clusters Score -214907 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -214908.328125 Penalty: 2500.381348 Iteration 23Q: 3 clusters Score -214908.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -214909.281250 Penalty: 2500.381348 Iteration 24Q: 3 clusters Score -214909.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -214910.234375 Penalty: 2500.381348 Iteration 25Q: 3 clusters Score -214910.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -214911.640625 Penalty: 2500.381348 Iteration 26Q: 3 clusters Score -214911.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -214914.859375 Penalty: 2500.381348 Iteration 27Q: 3 clusters Score -214914.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -214919.687500 Penalty: 2500.381348 Iteration 28Q: 3 clusters Score -214919.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -214924.656250 Penalty: 2500.381348 Iteration 29Q: 3 clusters Score -214924.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -214932.593750 Penalty: 2500.381348 Iteration 30Q: 3 clusters Score -214932.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -214937.359375 Penalty: 2500.381348 Iteration 31Q: 3 clusters Score -214937.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -214940.171875 Penalty: 2500.381348 Iteration 32Q: 3 clusters Score -214940.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -214942.500000 Penalty: 2500.381348 Iteration 33Q: 3 clusters Score -214942.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -214943.906250 Penalty: 2500.381348 Iteration 34Q: 3 clusters Score -214943.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -214945.734375 Penalty: 2500.381348 Iteration 35Q: 3 clusters Score -214945.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -214948.546875 Penalty: 2500.381348 Iteration 36Q: 3 clusters Score -214948.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -214952.328125 Penalty: 2500.381348 Iteration 37Q: 3 clusters Score -214952.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -214956.343750 Penalty: 2500.381348 Iteration 38Q: 3 clusters Score -214956.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -214960.906250 Penalty: 2500.381348 Iteration 39Q: 3 clusters Score -214960.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -214966.687500 Penalty: 2500.381348 Iteration 40F: 3 clusters Score -214966.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -214970.140625 Penalty: 2500.381348 Iteration 41Q: 3 clusters Score -214970.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -214972.640625 Penalty: 2500.381348 Iteration 42Q: 3 clusters Score -214972.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -214973.828125 Penalty: 2500.381348 Iteration 43Q: 3 clusters Score -214973.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -214975.796875 Penalty: 2500.381348 Iteration 44Q: 3 clusters Score -214975.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -214976.984375 Penalty: 2500.381348 Iteration 45Q: 3 clusters Score -214977 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -214980.328125 Penalty: 2500.381348 Iteration 46Q: 3 clusters Score -214980.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -214982.250000 Penalty: 2500.381348 Iteration 47Q: 3 clusters Score -214982.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -214986.093750 Penalty: 2500.381348 Iteration 48Q: 3 clusters Score -214986.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -214990.375000 Penalty: 2500.381348 Iteration 49Q: 3 clusters Score -214990.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -214992.750000 Penalty: 2500.381348 Iteration 50Q: 3 clusters Score -214992.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -214993.421875 Penalty: 2500.381348 Iteration 51Q: 3 clusters Score -214993.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -214994.078125 Penalty: 2500.381348 Iteration 52Q: 3 clusters Score -214994.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -214993.875000 Penalty: 2500.381348 Iteration 53Q: 3 clusters Score -214993.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -214993.875000 Penalty: 2500.381348 Iteration 54F: 3 clusters Score -214993.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Entering Unmasked Estep Score: -57468.972656 Penalty: 1047.687134 Iteration 0F: 2 clusters Score -57468.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -56372.777344 Penalty: 2095.374268 Iteration 0F: 3 clusters Score -56372.78 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -56755.062500 Penalty: 2095.374268 Iteration 1F: 3 clusters Score -56755.06 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -56985.335938 Penalty: 2095.374268 Iteration 2F: 3 clusters Score -56985.34 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -57112.000000 Penalty: 2095.374268 Iteration 3F: 3 clusters Score -57112 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -57148.980469 Penalty: 2095.374268 Iteration 4Q: 3 clusters Score -57148.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -57170.125000 Penalty: 2095.374268 Iteration 5Q: 3 clusters Score -57170.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -57179.753906 Penalty: 2095.374268 Iteration 6Q: 3 clusters Score -57179.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -57185.941406 Penalty: 2095.374268 Iteration 7Q: 3 clusters Score -57185.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -57189.765625 Penalty: 2095.374268 Iteration 8Q: 3 clusters Score -57189.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -57190.417969 Penalty: 2095.374268 Iteration 9Q: 3 clusters Score -57190.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -57190.417969 Penalty: 2095.374268 Iteration 10F: 3 clusters Score -57190.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (13538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13538 members Entering Unmasked Estep Score: -1387053.625000 Penalty: 1545.904053 Iteration 0F: 2 clusters Score -1387054 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -1377602.625000 Penalty: 3091.808105 Iteration 0F: 3 clusters Score -1377603 nChanged 5975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -1380854.625000 Penalty: 3091.808105 Iteration 1F: 3 clusters Score -1380855 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -1381228.875000 Penalty: 3091.808105 Iteration 2F: 3 clusters Score -1381229 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -1381621.250000 Penalty: 3091.808105 Iteration 3F: 3 clusters Score -1381621 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 8845 members Entering Unmasked Estep Score: -1382066.000000 Penalty: 3091.808105 Iteration 4F: 3 clusters Score -1382066 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -1382635.500000 Penalty: 3091.808105 Iteration 5F: 3 clusters Score -1382636 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 10355 members Entering Unmasked Estep Score: -1383304.500000 Penalty: 3091.808105 Iteration 6F: 3 clusters Score -1383304 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 11185 members Entering Unmasked Estep Score: -1384031.375000 Penalty: 3091.808105 Iteration 7F: 3 clusters Score -1384031 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 11874 members Entering Unmasked Estep Score: -1384628.875000 Penalty: 3091.808105 Iteration 8F: 3 clusters Score -1384629 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 12397 members Entering Unmasked Estep Score: -1385086.750000 Penalty: 3091.808105 Iteration 9Q: 3 clusters Score -1385087 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -1385381.750000 Penalty: 3091.808105 Iteration 10Q: 3 clusters Score -1385382 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 12941 members Entering Unmasked Estep Score: -1385532.125000 Penalty: 3091.808105 Iteration 11Q: 3 clusters Score -1385532 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 13058 members Entering Unmasked Estep Score: -1385624.000000 Penalty: 3091.808105 Iteration 12Q: 3 clusters Score -1385624 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 13124 members Entering Unmasked Estep Score: -1385675.250000 Penalty: 3091.808105 Iteration 13Q: 3 clusters Score -1385675 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 13170 members Entering Unmasked Estep Score: -1385706.625000 Penalty: 3091.808105 Iteration 14Q: 3 clusters Score -1385707 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 13201 members Entering Unmasked Estep Score: -1385737.500000 Penalty: 3091.808105 Iteration 15Q: 3 clusters Score -1385738 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 13220 members Entering Unmasked Estep Score: -1385751.625000 Penalty: 3091.808105 Iteration 16Q: 3 clusters Score -1385752 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 13232 members Entering Unmasked Estep Score: -1385761.500000 Penalty: 3091.808105 Iteration 17Q: 3 clusters Score -1385762 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 13240 members Entering Unmasked Estep Score: -1385767.750000 Penalty: 3091.808105 Iteration 18Q: 3 clusters Score -1385768 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 13245 members Entering Unmasked Estep Score: -1385771.625000 Penalty: 3091.808105 Iteration 19Q: 3 clusters Score -1385772 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 13252 members Entering Unmasked Estep Score: -1385772.875000 Penalty: 3091.808105 Iteration 20F: 3 clusters Score -1385773 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 13254 members Entering Unmasked Estep Score: -1385775.500000 Penalty: 3091.808105 Iteration 21Q: 3 clusters Score -1385776 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 13256 members Entering Unmasked Estep Score: -1385780.125000 Penalty: 3091.808105 Iteration 22Q: 3 clusters Score -1385780 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 13258 members Entering Unmasked Estep Score: -1385779.750000 Penalty: 3091.808105 Iteration 23Q: 3 clusters Score -1385780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 13258 members Entering Unmasked Estep Score: -1385779.750000 Penalty: 3091.808105 Iteration 24F: 3 clusters Score -1385780 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Entering Unmasked Estep Score: -351997.406250 Penalty: 1331.067749 Iteration 0F: 2 clusters Score -351997.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -348921.968750 Penalty: 2662.135498 Iteration 0F: 3 clusters Score -348922 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -349709.593750 Penalty: 2662.135498 Iteration 1F: 3 clusters Score -349709.6 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -349878.062500 Penalty: 2662.135498 Iteration 2F: 3 clusters Score -349878.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -349994.125000 Penalty: 2662.135498 Iteration 3F: 3 clusters Score -349994.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -350081.500000 Penalty: 2662.135498 Iteration 4Q: 3 clusters Score -350081.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -350179.500000 Penalty: 2662.135498 Iteration 5Q: 3 clusters Score -350179.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -350275.093750 Penalty: 2662.135498 Iteration 6Q: 3 clusters Score -350275.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -350356.718750 Penalty: 2662.135498 Iteration 7Q: 3 clusters Score -350356.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -350420.812500 Penalty: 2662.135498 Iteration 8Q: 3 clusters Score -350420.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -350471.843750 Penalty: 2662.135498 Iteration 9Q: 3 clusters Score -350471.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -350521.968750 Penalty: 2662.135498 Iteration 10Q: 3 clusters Score -350522 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -350580.375000 Penalty: 2662.135498 Iteration 11Q: 3 clusters Score -350580.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -350643.593750 Penalty: 2662.135498 Iteration 12Q: 3 clusters Score -350643.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -350691.093750 Penalty: 2662.135498 Iteration 13Q: 3 clusters Score -350691.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -350729.843750 Penalty: 2662.135498 Iteration 14Q: 3 clusters Score -350729.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -350762.125000 Penalty: 2662.135498 Iteration 15Q: 3 clusters Score -350762.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -350788.000000 Penalty: 2662.135498 Iteration 16Q: 3 clusters Score -350788 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -350814.656250 Penalty: 2662.135498 Iteration 17Q: 3 clusters Score -350814.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -350830.500000 Penalty: 2662.135498 Iteration 18Q: 3 clusters Score -350830.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -350843.062500 Penalty: 2662.135498 Iteration 19Q: 3 clusters Score -350843.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -350855.687500 Penalty: 2662.135498 Iteration 20F: 3 clusters Score -350855.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -350863.937500 Penalty: 2662.135498 Iteration 21Q: 3 clusters Score -350863.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -350870.406250 Penalty: 2662.135498 Iteration 22Q: 3 clusters Score -350870.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -350878.343750 Penalty: 2662.135498 Iteration 23Q: 3 clusters Score -350878.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -350883.875000 Penalty: 2662.135498 Iteration 24Q: 3 clusters Score -350883.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -350888.000000 Penalty: 2662.135498 Iteration 25Q: 3 clusters Score -350888 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -350894.593750 Penalty: 2662.135498 Iteration 26Q: 3 clusters Score -350894.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -350900.937500 Penalty: 2662.135498 Iteration 27Q: 3 clusters Score -350900.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -350906.593750 Penalty: 2662.135498 Iteration 28Q: 3 clusters Score -350906.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -350912.937500 Penalty: 2662.135498 Iteration 29Q: 3 clusters Score -350912.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -350919.281250 Penalty: 2662.135498 Iteration 30Q: 3 clusters Score -350919.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -350926.500000 Penalty: 2662.135498 Iteration 31Q: 3 clusters Score -350926.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -350934.343750 Penalty: 2662.135498 Iteration 32Q: 3 clusters Score -350934.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -350944.593750 Penalty: 2662.135498 Iteration 33Q: 3 clusters Score -350944.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -350955.593750 Penalty: 2662.135498 Iteration 34Q: 3 clusters Score -350955.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -350965.937500 Penalty: 2662.135498 Iteration 35Q: 3 clusters Score -350965.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -350974.343750 Penalty: 2662.135498 Iteration 36Q: 3 clusters Score -350974.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -350981.843750 Penalty: 2662.135498 Iteration 37Q: 3 clusters Score -350981.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -350992.156250 Penalty: 2662.135498 Iteration 38Q: 3 clusters Score -350992.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -350998.750000 Penalty: 2662.135498 Iteration 39Q: 3 clusters Score -350998.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -351002.750000 Penalty: 2662.135498 Iteration 40F: 3 clusters Score -351002.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -351005.937500 Penalty: 2662.135498 Iteration 41Q: 3 clusters Score -351005.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -351010.843750 Penalty: 2662.135498 Iteration 42Q: 3 clusters Score -351010.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -351016.125000 Penalty: 2662.135498 Iteration 43Q: 3 clusters Score -351016.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -351018.562500 Penalty: 2662.135498 Iteration 44Q: 3 clusters Score -351018.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -351021.031250 Penalty: 2662.135498 Iteration 45Q: 3 clusters Score -351021 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -351024.562500 Penalty: 2662.135498 Iteration 46Q: 3 clusters Score -351024.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -351028.843750 Penalty: 2662.135498 Iteration 47Q: 3 clusters Score -351028.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -351033.187500 Penalty: 2662.135498 Iteration 48Q: 3 clusters Score -351033.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -351037.250000 Penalty: 2662.135498 Iteration 49Q: 3 clusters Score -351037.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -351041.906250 Penalty: 2662.135498 Iteration 50Q: 3 clusters Score -351041.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -351047.562500 Penalty: 2662.135498 Iteration 51Q: 3 clusters Score -351047.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -351052.937500 Penalty: 2662.135498 Iteration 52Q: 3 clusters Score -351052.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -351056.625000 Penalty: 2662.135498 Iteration 53Q: 3 clusters Score -351056.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -351058.406250 Penalty: 2662.135498 Iteration 54Q: 3 clusters Score -351058.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -351061.968750 Penalty: 2662.135498 Iteration 55Q: 3 clusters Score -351062 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -351062.343750 Penalty: 2662.135498 Iteration 56Q: 3 clusters Score -351062.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -351062.593750 Penalty: 2662.135498 Iteration 57Q: 3 clusters Score -351062.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -351062.656250 Penalty: 2662.135498 Iteration 58Q: 3 clusters Score -351062.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -351062.812500 Penalty: 2662.135498 Iteration 59Q: 3 clusters Score -351062.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -351062.812500 Penalty: 2662.135498 Iteration 60F: 3 clusters Score -351062.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Entering Unmasked Estep Score: -9780.360352 Penalty: 763.828064 Iteration 0F: 2 clusters Score -9780.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -9187.001953 Penalty: 1527.656128 Iteration 0F: 3 clusters Score -9187.002 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -9228.315430 Penalty: 1527.656128 Iteration 1F: 3 clusters Score -9228.315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -9233.994141 Penalty: 1527.656128 Iteration 2Q: 3 clusters Score -9233.994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -9238.144531 Penalty: 1527.656128 Iteration 3Q: 3 clusters Score -9238.145 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -9238.144531 Penalty: 1527.656128 Iteration 4F: 3 clusters Score -9238.145 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Entering Unmasked Estep Score: -462879.250000 Penalty: 1370.671021 Iteration 0F: 2 clusters Score -462879.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -459166.343750 Penalty: 2741.342041 Iteration 0F: 3 clusters Score -459166.3 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -460190.093750 Penalty: 2741.342041 Iteration 1F: 3 clusters Score -460190.1 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -460388.812500 Penalty: 2741.342041 Iteration 2F: 3 clusters Score -460388.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -460519.406250 Penalty: 2741.342041 Iteration 3F: 3 clusters Score -460519.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -460627.656250 Penalty: 2741.342041 Iteration 4Q: 3 clusters Score -460627.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -460739.125000 Penalty: 2741.342041 Iteration 5Q: 3 clusters Score -460739.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -460847.312500 Penalty: 2741.342041 Iteration 6Q: 3 clusters Score -460847.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -460928.906250 Penalty: 2741.342041 Iteration 7Q: 3 clusters Score -460928.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -461014.875000 Penalty: 2741.342041 Iteration 8Q: 3 clusters Score -461014.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -461108.093750 Penalty: 2741.342041 Iteration 9Q: 3 clusters Score -461108.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -461224.187500 Penalty: 2741.342041 Iteration 10Q: 3 clusters Score -461224.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -461350.656250 Penalty: 2741.342041 Iteration 11Q: 3 clusters Score -461350.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -461460.218750 Penalty: 2741.342041 Iteration 12Q: 3 clusters Score -461460.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -461529.625000 Penalty: 2741.342041 Iteration 13Q: 3 clusters Score -461529.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -461593.718750 Penalty: 2741.342041 Iteration 14Q: 3 clusters Score -461593.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -461642.906250 Penalty: 2741.342041 Iteration 15Q: 3 clusters Score -461642.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -461677.656250 Penalty: 2741.342041 Iteration 16Q: 3 clusters Score -461677.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -461709.312500 Penalty: 2741.342041 Iteration 17Q: 3 clusters Score -461709.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -461728.625000 Penalty: 2741.342041 Iteration 18Q: 3 clusters Score -461728.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -461739.625000 Penalty: 2741.342041 Iteration 19Q: 3 clusters Score -461739.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -461745.843750 Penalty: 2741.342041 Iteration 20F: 3 clusters Score -461745.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -461749.687500 Penalty: 2741.342041 Iteration 21Q: 3 clusters Score -461749.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -461752.781250 Penalty: 2741.342041 Iteration 22Q: 3 clusters Score -461752.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -461757.281250 Penalty: 2741.342041 Iteration 23Q: 3 clusters Score -461757.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -461763.593750 Penalty: 2741.342041 Iteration 24Q: 3 clusters Score -461763.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -461768.218750 Penalty: 2741.342041 Iteration 25Q: 3 clusters Score -461768.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -461772.656250 Penalty: 2741.342041 Iteration 26Q: 3 clusters Score -461772.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -461774.562500 Penalty: 2741.342041 Iteration 27Q: 3 clusters Score -461774.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -461774.968750 Penalty: 2741.342041 Iteration 28Q: 3 clusters Score -461775 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -461774.562500 Penalty: 2741.342041 Iteration 29Q: 3 clusters Score -461774.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -461775.593750 Penalty: 2741.342041 Iteration 30Q: 3 clusters Score -461775.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -461776.375000 Penalty: 2741.342041 Iteration 31Q: 3 clusters Score -461776.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -461776.375000 Penalty: 2741.342041 Iteration 32F: 3 clusters Score -461776.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (17115 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17115 members Entering Unmasked Estep Score: -1646183.375000 Penalty: 1584.002930 Iteration 0F: 2 clusters Score -1646183 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 8598 members Entering Unmasked Estep Score: -1634430.500000 Penalty: 3168.005859 Iteration 0F: 3 clusters Score -1634430 nChanged 7719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -1638581.500000 Penalty: 3168.005859 Iteration 1F: 3 clusters Score -1638582 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -1638871.250000 Penalty: 3168.005859 Iteration 2Q: 3 clusters Score -1638871 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 9828 members Entering Unmasked Estep Score: -1639160.000000 Penalty: 3168.005859 Iteration 3Q: 3 clusters Score -1639160 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 10370 members Entering Unmasked Estep Score: -1639505.250000 Penalty: 3168.005859 Iteration 4Q: 3 clusters Score -1639505 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 11070 members Entering Unmasked Estep Score: -1639982.125000 Penalty: 3168.005859 Iteration 5F: 3 clusters Score -1639982 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 11899 members Entering Unmasked Estep Score: -1640599.250000 Penalty: 3168.005859 Iteration 6F: 3 clusters Score -1640599 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 12855 members Entering Unmasked Estep Score: -1641367.000000 Penalty: 3168.005859 Iteration 7F: 3 clusters Score -1641367 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 13805 members Entering Unmasked Estep Score: -1642163.250000 Penalty: 3168.005859 Iteration 8F: 3 clusters Score -1642163 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 14664 members Entering Unmasked Estep Score: -1642939.500000 Penalty: 3168.005859 Iteration 9F: 3 clusters Score -1642940 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 15362 members Entering Unmasked Estep Score: -1643569.375000 Penalty: 3168.005859 Iteration 10Q: 3 clusters Score -1643569 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 15833 members Entering Unmasked Estep Score: -1643967.625000 Penalty: 3168.005859 Iteration 11Q: 3 clusters Score -1643968 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 16151 members Entering Unmasked Estep Score: -1644238.375000 Penalty: 3168.005859 Iteration 12Q: 3 clusters Score -1644238 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 16363 members Entering Unmasked Estep Score: -1644403.500000 Penalty: 3168.005859 Iteration 13Q: 3 clusters Score -1644404 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 16502 members Entering Unmasked Estep Score: -1644507.125000 Penalty: 3168.005859 Iteration 14Q: 3 clusters Score -1644507 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 16580 members Entering Unmasked Estep Score: -1644575.875000 Penalty: 3168.005859 Iteration 15Q: 3 clusters Score -1644576 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 16626 members Entering Unmasked Estep Score: -1644626.000000 Penalty: 3168.005859 Iteration 16Q: 3 clusters Score -1644626 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 16671 members Entering Unmasked Estep Score: -1644675.750000 Penalty: 3168.005859 Iteration 17Q: 3 clusters Score -1644676 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 16703 members Entering Unmasked Estep Score: -1644727.125000 Penalty: 3168.005859 Iteration 18Q: 3 clusters Score -1644727 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 16729 members Entering Unmasked Estep Score: -1644771.250000 Penalty: 3168.005859 Iteration 19Q: 3 clusters Score -1644771 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 16739 members Entering Unmasked Estep Score: -1644802.750000 Penalty: 3168.005859 Iteration 20F: 3 clusters Score -1644803 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 16752 members Entering Unmasked Estep Score: -1644819.250000 Penalty: 3168.005859 Iteration 21Q: 3 clusters Score -1644819 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 16757 members Entering Unmasked Estep Score: -1644831.250000 Penalty: 3168.005859 Iteration 22Q: 3 clusters Score -1644831 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 16763 members Entering Unmasked Estep Score: -1644839.750000 Penalty: 3168.005859 Iteration 23Q: 3 clusters Score -1644840 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 16771 members Entering Unmasked Estep Score: -1644849.375000 Penalty: 3168.005859 Iteration 24Q: 3 clusters Score -1644849 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 16774 members Entering Unmasked Estep Score: -1644855.125000 Penalty: 3168.005859 Iteration 25Q: 3 clusters Score -1644855 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 16777 members Entering Unmasked Estep Score: -1644863.250000 Penalty: 3168.005859 Iteration 26Q: 3 clusters Score -1644863 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 16781 members Entering Unmasked Estep Score: -1644872.375000 Penalty: 3168.005859 Iteration 27Q: 3 clusters Score -1644872 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 16784 members Entering Unmasked Estep Score: -1644882.000000 Penalty: 3168.005859 Iteration 28Q: 3 clusters Score -1644882 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 16788 members Entering Unmasked Estep Score: -1644886.000000 Penalty: 3168.005859 Iteration 29Q: 3 clusters Score -1644886 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 16789 members Entering Unmasked Estep Score: -1644894.250000 Penalty: 3168.005859 Iteration 30Q: 3 clusters Score -1644894 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 16791 members Entering Unmasked Estep Score: -1644896.125000 Penalty: 3168.005859 Iteration 31Q: 3 clusters Score -1644896 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 16793 members Entering Unmasked Estep Score: -1644897.875000 Penalty: 3168.005859 Iteration 32Q: 3 clusters Score -1644898 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 16792 members Entering Unmasked Estep Score: -1644903.375000 Penalty: 3168.005859 Iteration 33Q: 3 clusters Score -1644903 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 16792 members Entering Unmasked Estep Score: -1644903.375000 Penalty: 3168.005859 Iteration 34F: 3 clusters Score -1644903 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1147 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Entering Unmasked Estep Score: -110039.875000 Penalty: 1144.797119 Iteration 0F: 2 clusters Score -110039.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -108463.109375 Penalty: 2289.594238 Iteration 0F: 3 clusters Score -108463.1 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -108721.492188 Penalty: 2289.594238 Iteration 1F: 3 clusters Score -108721.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -108794.437500 Penalty: 2289.594238 Iteration 2F: 3 clusters Score -108794.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -108835.250000 Penalty: 2289.594238 Iteration 3Q: 3 clusters Score -108835.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -108860.320312 Penalty: 2289.594238 Iteration 4Q: 3 clusters Score -108860.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -108886.164062 Penalty: 2289.594238 Iteration 5Q: 3 clusters Score -108886.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -108907.062500 Penalty: 2289.594238 Iteration 6Q: 3 clusters Score -108907.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -108937.195312 Penalty: 2289.594238 Iteration 7Q: 3 clusters Score -108937.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -108962.273438 Penalty: 2289.594238 Iteration 8Q: 3 clusters Score -108962.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -108993.531250 Penalty: 2289.594238 Iteration 9Q: 3 clusters Score -108993.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -109037.328125 Penalty: 2289.594238 Iteration 10Q: 3 clusters Score -109037.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -109068.015625 Penalty: 2289.594238 Iteration 11Q: 3 clusters Score -109068 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -109093.234375 Penalty: 2289.594238 Iteration 12Q: 3 clusters Score -109093.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -109115.109375 Penalty: 2289.594238 Iteration 13Q: 3 clusters Score -109115.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -109149.164062 Penalty: 2289.594238 Iteration 14Q: 3 clusters Score -109149.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -109176.226562 Penalty: 2289.594238 Iteration 15Q: 3 clusters Score -109176.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -109199.109375 Penalty: 2289.594238 Iteration 16Q: 3 clusters Score -109199.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -109212.773438 Penalty: 2289.594238 Iteration 17Q: 3 clusters Score -109212.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -109225.781250 Penalty: 2289.594238 Iteration 18Q: 3 clusters Score -109225.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -109232.664062 Penalty: 2289.594238 Iteration 19Q: 3 clusters Score -109232.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -109240.343750 Penalty: 2289.594238 Iteration 20F: 3 clusters Score -109240.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -109250.007812 Penalty: 2289.594238 Iteration 21Q: 3 clusters Score -109250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -109252.570312 Penalty: 2289.594238 Iteration 22Q: 3 clusters Score -109252.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -109254.031250 Penalty: 2289.594238 Iteration 23Q: 3 clusters Score -109254 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -109255.125000 Penalty: 2289.594238 Iteration 24Q: 3 clusters Score -109255.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -109256.148438 Penalty: 2289.594238 Iteration 25Q: 3 clusters Score -109256.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -109257.062500 Penalty: 2289.594238 Iteration 26Q: 3 clusters Score -109257.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -109257.437500 Penalty: 2289.594238 Iteration 27Q: 3 clusters Score -109257.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -109257.664062 Penalty: 2289.594238 Iteration 28Q: 3 clusters Score -109257.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -109257.664062 Penalty: 2289.594238 Iteration 29F: 3 clusters Score -109257.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Entering Unmasked Estep Score: -79967.945312 Penalty: 1094.177734 Iteration 0F: 2 clusters Score -79967.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -78781.257812 Penalty: 2188.355469 Iteration 0F: 3 clusters Score -78781.26 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -79136.437500 Penalty: 2188.355469 Iteration 1F: 3 clusters Score -79136.44 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -79279.312500 Penalty: 2188.355469 Iteration 2F: 3 clusters Score -79279.31 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -79350.429688 Penalty: 2188.355469 Iteration 3F: 3 clusters Score -79350.43 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -79377.710938 Penalty: 2188.355469 Iteration 4Q: 3 clusters Score -79377.71 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -79395.726562 Penalty: 2188.355469 Iteration 5Q: 3 clusters Score -79395.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -79411.523438 Penalty: 2188.355469 Iteration 6Q: 3 clusters Score -79411.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -79421.656250 Penalty: 2188.355469 Iteration 7Q: 3 clusters Score -79421.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -79426.351562 Penalty: 2188.355469 Iteration 8Q: 3 clusters Score -79426.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -79429.742188 Penalty: 2188.355469 Iteration 9Q: 3 clusters Score -79429.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -79431.132812 Penalty: 2188.355469 Iteration 10Q: 3 clusters Score -79431.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -79431.132812 Penalty: 2188.355469 Iteration 11F: 3 clusters Score -79431.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (5548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Entering Unmasked Estep Score: -560755.812500 Penalty: 1400.943848 Iteration 0F: 2 clusters Score -560755.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -556407.562500 Penalty: 2801.887695 Iteration 0F: 3 clusters Score -556407.6 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -557662.687500 Penalty: 2801.887695 Iteration 1F: 3 clusters Score -557662.7 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -557861.812500 Penalty: 2801.887695 Iteration 2F: 3 clusters Score -557861.8 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -557988.187500 Penalty: 2801.887695 Iteration 3F: 3 clusters Score -557988.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -558068.375000 Penalty: 2801.887695 Iteration 4Q: 3 clusters Score -558068.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -558129.500000 Penalty: 2801.887695 Iteration 5Q: 3 clusters Score -558129.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -558193.625000 Penalty: 2801.887695 Iteration 6Q: 3 clusters Score -558193.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -558265.250000 Penalty: 2801.887695 Iteration 7Q: 3 clusters Score -558265.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -558351.687500 Penalty: 2801.887695 Iteration 8Q: 3 clusters Score -558351.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -558447.375000 Penalty: 2801.887695 Iteration 9Q: 3 clusters Score -558447.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -558542.812500 Penalty: 2801.887695 Iteration 10Q: 3 clusters Score -558542.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -558633.812500 Penalty: 2801.887695 Iteration 11Q: 3 clusters Score -558633.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -558700.312500 Penalty: 2801.887695 Iteration 12Q: 3 clusters Score -558700.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -558759.687500 Penalty: 2801.887695 Iteration 13Q: 3 clusters Score -558759.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -558817.187500 Penalty: 2801.887695 Iteration 14Q: 3 clusters Score -558817.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -558869.437500 Penalty: 2801.887695 Iteration 15Q: 3 clusters Score -558869.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -558916.000000 Penalty: 2801.887695 Iteration 16Q: 3 clusters Score -558916 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -558962.562500 Penalty: 2801.887695 Iteration 17Q: 3 clusters Score -558962.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -558996.000000 Penalty: 2801.887695 Iteration 18Q: 3 clusters Score -558996 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -559025.937500 Penalty: 2801.887695 Iteration 19Q: 3 clusters Score -559025.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -559062.687500 Penalty: 2801.887695 Iteration 20F: 3 clusters Score -559062.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -559093.437500 Penalty: 2801.887695 Iteration 21Q: 3 clusters Score -559093.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -559120.437500 Penalty: 2801.887695 Iteration 22Q: 3 clusters Score -559120.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -559132.250000 Penalty: 2801.887695 Iteration 23Q: 3 clusters Score -559132.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -559142.937500 Penalty: 2801.887695 Iteration 24Q: 3 clusters Score -559142.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -559152.750000 Penalty: 2801.887695 Iteration 25Q: 3 clusters Score -559152.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -559161.125000 Penalty: 2801.887695 Iteration 26Q: 3 clusters Score -559161.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -559173.437500 Penalty: 2801.887695 Iteration 27Q: 3 clusters Score -559173.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -559179.125000 Penalty: 2801.887695 Iteration 28Q: 3 clusters Score -559179.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -559185.312500 Penalty: 2801.887695 Iteration 29Q: 3 clusters Score -559185.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -559189.375000 Penalty: 2801.887695 Iteration 30Q: 3 clusters Score -559189.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -559190.500000 Penalty: 2801.887695 Iteration 31Q: 3 clusters Score -559190.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -559192.312500 Penalty: 2801.887695 Iteration 32Q: 3 clusters Score -559192.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -559194.062500 Penalty: 2801.887695 Iteration 33Q: 3 clusters Score -559194.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -559195.125000 Penalty: 2801.887695 Iteration 34Q: 3 clusters Score -559195.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -559195.937500 Penalty: 2801.887695 Iteration 35Q: 3 clusters Score -559195.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -559196.750000 Penalty: 2801.887695 Iteration 36Q: 3 clusters Score -559196.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -559198.812500 Penalty: 2801.887695 Iteration 37Q: 3 clusters Score -559198.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -559199.750000 Penalty: 2801.887695 Iteration 38Q: 3 clusters Score -559199.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -559201.125000 Penalty: 2801.887695 Iteration 39Q: 3 clusters Score -559201.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -559205.250000 Penalty: 2801.887695 Iteration 40F: 3 clusters Score -559205.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -559208.125000 Penalty: 2801.887695 Iteration 41Q: 3 clusters Score -559208.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -559209.437500 Penalty: 2801.887695 Iteration 42Q: 3 clusters Score -559209.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -559214.187500 Penalty: 2801.887695 Iteration 43Q: 3 clusters Score -559214.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -559214.937500 Penalty: 2801.887695 Iteration 44Q: 3 clusters Score -559214.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -559217.000000 Penalty: 2801.887695 Iteration 45Q: 3 clusters Score -559217 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -559216.312500 Penalty: 2801.887695 Iteration 46Q: 3 clusters Score -559216.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -559216.812500 Penalty: 2801.887695 Iteration 47Q: 3 clusters Score -559216.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -559216.500000 Penalty: 2801.887695 Iteration 48Q: 3 clusters Score -559216.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -559216.500000 Penalty: 2801.887695 Iteration 49F: 3 clusters Score -559216.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36533 members Mstep: Class 2 contains 322 members Mstep: Class 3 contains 65638 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12061 members Mstep: Class 6 contains 6557 members Mstep: Class 7 contains 490 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1989 members Mstep: Class 10 contains 18971 members Mstep: Class 11 contains 1666 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1162 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 3064 members Mstep: Class 16 contains 6079 members Mstep: Class 17 contains 5513 members Mstep: Class 18 contains 5762 members Mstep: Class 19 contains 2194 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13538 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4605 members Mstep: Class 25 contains 17115 members Mstep: Class 26 contains 1147 members Mstep: Class 27 contains 840 members Mstep: Class 28 contains 5548 members Entering Unmasked Estep ConsiderDeletion Score: -22262294.000000 Penalty: 58205.878906 Iteration 119Q: 30 clusters Score -2.226229e+07 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 36555 members Mstep: Class 2 contains 322 members Mstep: Class 3 contains 65643 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12056 members Mstep: Class 6 contains 6558 members Mstep: Class 7 contains 490 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1989 members Mstep: Class 10 contains 18966 members Mstep: Class 11 contains 1666 members Mstep: Class 12 contains 2339 members Mstep: Class 13 contains 1162 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 3156 members Mstep: Class 16 contains 6081 members Mstep: Class 17 contains 5516 members Mstep: Class 18 contains 5763 members Mstep: Class 19 contains 2199 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13538 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17109 members Mstep: Class 26 contains 1144 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5550 members Mstep: Class 29 contains 2700 members Entering Unmasked Estep ConsiderDeletion Score: -22262614.000000 Penalty: 58205.878906 Iteration 120F: 30 clusters Score -2.226261e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 36310 members Mstep: Class 2 contains 322 members Mstep: Class 3 contains 65654 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12049 members Mstep: Class 6 contains 6550 members Mstep: Class 7 contains 495 members Mstep: Class 8 contains 3412 members Mstep: Class 9 contains 1988 members Mstep: Class 10 contains 18966 members Mstep: Class 11 contains 1666 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1162 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 3229 members Mstep: Class 16 contains 6083 members Mstep: Class 17 contains 5518 members Mstep: Class 18 contains 5761 members Mstep: Class 19 contains 2202 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13538 members Mstep: Class 22 contains 3609 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17106 members Mstep: Class 26 contains 1141 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5550 members Mstep: Class 29 contains 2876 members Entering Unmasked Estep ConsiderDeletion Score: -22262724.000000 Penalty: 58205.878906 Iteration 121Q: 30 clusters Score -2.226272e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 36163 members Mstep: Class 2 contains 323 members Mstep: Class 3 contains 65668 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 12048 members Mstep: Class 6 contains 6547 members Mstep: Class 7 contains 478 members Mstep: Class 8 contains 3412 members Mstep: Class 9 contains 1987 members Mstep: Class 10 contains 18966 members Mstep: Class 11 contains 1666 members Mstep: Class 12 contains 2341 members Mstep: Class 13 contains 1161 members Mstep: Class 14 contains 2105 members Mstep: Class 15 contains 3268 members Mstep: Class 16 contains 6084 members Mstep: Class 17 contains 5518 members Mstep: Class 18 contains 5760 members Mstep: Class 19 contains 2205 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13539 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4607 members Mstep: Class 25 contains 17101 members Mstep: Class 26 contains 1139 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5549 members Mstep: Class 29 contains 2988 members Entering Unmasked Estep ConsiderDeletion Score: -22262768.000000 Penalty: 58205.878906 Iteration 122Q: 30 clusters Score -2.226277e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 36046 members Mstep: Class 2 contains 323 members Mstep: Class 3 contains 65684 members Mstep: Class 4 contains 5437 members Mstep: Class 5 contains 12044 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 469 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18965 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2341 members Mstep: Class 13 contains 1161 members Mstep: Class 14 contains 2104 members Mstep: Class 15 contains 3300 members Mstep: Class 16 contains 6087 members Mstep: Class 17 contains 5516 members Mstep: Class 18 contains 5760 members Mstep: Class 19 contains 2209 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13542 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4608 members Mstep: Class 25 contains 17097 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5548 members Mstep: Class 29 contains 3078 members Entering Unmasked Estep ConsiderDeletion Score: -22262726.000000 Penalty: 58205.878906 Iteration 123Q: 30 clusters Score -2.226273e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35958 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65698 members Mstep: Class 4 contains 5435 members Mstep: Class 5 contains 12038 members Mstep: Class 6 contains 6537 members Mstep: Class 7 contains 465 members Mstep: Class 8 contains 3414 members Mstep: Class 9 contains 1982 members Mstep: Class 10 contains 18961 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1161 members Mstep: Class 14 contains 2104 members Mstep: Class 15 contains 3321 members Mstep: Class 16 contains 6087 members Mstep: Class 17 contains 5517 members Mstep: Class 18 contains 5760 members Mstep: Class 19 contains 2213 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13547 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4608 members Mstep: Class 25 contains 17092 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5548 members Mstep: Class 29 contains 3149 members Entering Unmasked Estep ConsiderDeletion Score: -22262768.000000 Penalty: 58205.878906 Iteration 124Q: 30 clusters Score -2.226277e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35878 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65712 members Mstep: Class 4 contains 5432 members Mstep: Class 5 contains 12029 members Mstep: Class 6 contains 6534 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18959 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1161 members Mstep: Class 14 contains 2106 members Mstep: Class 15 contains 3339 members Mstep: Class 16 contains 6087 members Mstep: Class 17 contains 5525 members Mstep: Class 18 contains 5758 members Mstep: Class 19 contains 2216 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13548 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4607 members Mstep: Class 25 contains 17081 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5547 members Mstep: Class 29 contains 3216 members Entering Unmasked Estep ConsiderDeletion Score: -22262782.000000 Penalty: 58205.878906 Iteration 125Q: 30 clusters Score -2.226278e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35810 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65722 members Mstep: Class 4 contains 5429 members Mstep: Class 5 contains 12022 members Mstep: Class 6 contains 6528 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18956 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2106 members Mstep: Class 15 contains 3354 members Mstep: Class 16 contains 6087 members Mstep: Class 17 contains 5532 members Mstep: Class 18 contains 5757 members Mstep: Class 19 contains 2220 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13551 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17074 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5547 members Mstep: Class 29 contains 3274 members Entering Unmasked Estep ConsiderDeletion Score: -22262756.000000 Penalty: 58205.878906 Iteration 126Q: 30 clusters Score -2.226276e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35757 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65728 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 12019 members Mstep: Class 6 contains 6522 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18957 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2106 members Mstep: Class 15 contains 3363 members Mstep: Class 16 contains 6087 members Mstep: Class 17 contains 5534 members Mstep: Class 18 contains 5755 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13554 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17069 members Mstep: Class 26 contains 1136 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5547 members Mstep: Class 29 contains 3324 members Entering Unmasked Estep ConsiderDeletion Score: -22262718.000000 Penalty: 58205.878906 Iteration 127Q: 30 clusters Score -2.226272e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35701 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65736 members Mstep: Class 4 contains 5426 members Mstep: Class 5 contains 12015 members Mstep: Class 6 contains 6511 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2108 members Mstep: Class 15 contains 3371 members Mstep: Class 16 contains 6087 members Mstep: Class 17 contains 5535 members Mstep: Class 18 contains 5753 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13554 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17065 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5546 members Mstep: Class 29 contains 3382 members Entering Unmasked Estep ConsiderDeletion Score: -22262768.000000 Penalty: 58205.878906 Iteration 128Q: 30 clusters Score -2.226277e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35646 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65741 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 12011 members Mstep: Class 6 contains 6507 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2109 members Mstep: Class 15 contains 3384 members Mstep: Class 16 contains 6086 members Mstep: Class 17 contains 5539 members Mstep: Class 18 contains 5753 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13553 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17062 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5546 members Mstep: Class 29 contains 3427 members Entering Unmasked Estep ConsiderDeletion Score: -22262794.000000 Penalty: 58205.878906 Iteration 129Q: 30 clusters Score -2.226279e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35594 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65745 members Mstep: Class 4 contains 5429 members Mstep: Class 5 contains 12010 members Mstep: Class 6 contains 6503 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2335 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2109 members Mstep: Class 15 contains 3398 members Mstep: Class 16 contains 6086 members Mstep: Class 17 contains 5538 members Mstep: Class 18 contains 5752 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13553 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17060 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5547 members Mstep: Class 29 contains 3469 members Entering Unmasked Estep ConsiderDeletion Score: -22262850.000000 Penalty: 58205.878906 Iteration 130Q: 30 clusters Score -2.226285e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35562 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65751 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 12009 members Mstep: Class 6 contains 6501 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2333 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2111 members Mstep: Class 15 contains 3400 members Mstep: Class 16 contains 6087 members Mstep: Class 17 contains 5537 members Mstep: Class 18 contains 5750 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13553 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5547 members Mstep: Class 29 contains 3503 members Entering Unmasked Estep ConsiderDeletion Score: -22262846.000000 Penalty: 58205.878906 Iteration 131Q: 30 clusters Score -2.226285e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35532 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65752 members Mstep: Class 4 contains 5425 members Mstep: Class 5 contains 12007 members Mstep: Class 6 contains 6499 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2329 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3403 members Mstep: Class 16 contains 6089 members Mstep: Class 17 contains 5537 members Mstep: Class 18 contains 5748 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13556 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5548 members Mstep: Class 29 contains 3536 members Entering Unmasked Estep ConsiderDeletion Score: -22262822.000000 Penalty: 58205.878906 Iteration 132Q: 30 clusters Score -2.226282e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35512 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65754 members Mstep: Class 4 contains 5422 members Mstep: Class 5 contains 12001 members Mstep: Class 6 contains 6494 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6090 members Mstep: Class 17 contains 5542 members Mstep: Class 18 contains 5746 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13560 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5549 members Mstep: Class 29 contains 3562 members Entering Unmasked Estep ConsiderDeletion Score: -22262858.000000 Penalty: 58205.878906 Iteration 133Q: 30 clusters Score -2.226286e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35500 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65756 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11995 members Mstep: Class 6 contains 6489 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3403 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5546 members Mstep: Class 18 contains 5742 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17058 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5550 members Mstep: Class 29 contains 3579 members Entering Unmasked Estep ConsiderDeletion Score: -22262878.000000 Penalty: 58205.878906 Iteration 134Q: 30 clusters Score -2.226288e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35494 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65762 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11989 members Mstep: Class 6 contains 6487 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3403 members Mstep: Class 16 contains 6094 members Mstep: Class 17 contains 5549 members Mstep: Class 18 contains 5738 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17058 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5552 members Mstep: Class 29 contains 3585 members Entering Unmasked Estep ConsiderDeletion Score: -22262894.000000 Penalty: 58205.878906 Iteration 135Q: 30 clusters Score -2.226289e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35489 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65768 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11981 members Mstep: Class 6 contains 6488 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1157 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5555 members Mstep: Class 18 contains 5736 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17058 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 5552 members Mstep: Class 29 contains 3588 members Entering Unmasked Estep ConsiderDeletion Score: -22262896.000000 Penalty: 58205.878906 Iteration 136Q: 30 clusters Score -2.22629e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65770 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11970 members Mstep: Class 6 contains 6487 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1157 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5563 members Mstep: Class 18 contains 5735 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4607 members Mstep: Class 25 contains 17059 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5552 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262892.000000 Penalty: 58205.878906 Iteration 137Q: 30 clusters Score -2.226289e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65774 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11963 members Mstep: Class 6 contains 6486 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1157 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6092 members Mstep: Class 17 contains 5565 members Mstep: Class 18 contains 5735 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4608 members Mstep: Class 25 contains 17060 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5553 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262896.000000 Penalty: 58205.878906 Iteration 138Q: 30 clusters Score -2.22629e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65776 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11957 members Mstep: Class 6 contains 6486 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6092 members Mstep: Class 17 contains 5570 members Mstep: Class 18 contains 5735 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4608 members Mstep: Class 25 contains 17058 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5553 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262912.000000 Penalty: 58205.878906 Iteration 139Q: 30 clusters Score -2.226291e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65779 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11948 members Mstep: Class 6 contains 6485 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1157 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6092 members Mstep: Class 17 contains 5580 members Mstep: Class 18 contains 5735 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4607 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5553 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262898.000000 Penalty: 58205.878906 Iteration 140F: 30 clusters Score -2.22629e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65777 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11936 members Mstep: Class 6 contains 6485 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1156 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6092 members Mstep: Class 17 contains 5593 members Mstep: Class 18 contains 5735 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4607 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5555 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262918.000000 Penalty: 58205.878906 Iteration 141Q: 30 clusters Score -2.226292e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65779 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11927 members Mstep: Class 6 contains 6485 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6092 members Mstep: Class 17 contains 5600 members Mstep: Class 18 contains 5735 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4606 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5557 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262920.000000 Penalty: 58205.878906 Iteration 142Q: 30 clusters Score -2.226292e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65779 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11923 members Mstep: Class 6 contains 6485 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6092 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 5734 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5559 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262910.000000 Penalty: 58205.878906 Iteration 143Q: 30 clusters Score -2.226291e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65780 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11920 members Mstep: Class 6 contains 6485 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5608 members Mstep: Class 18 contains 5730 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5561 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262914.000000 Penalty: 58205.878906 Iteration 144Q: 30 clusters Score -2.226291e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65781 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11914 members Mstep: Class 6 contains 6485 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1984 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5612 members Mstep: Class 18 contains 5730 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5561 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262912.000000 Penalty: 58205.878906 Iteration 145Q: 30 clusters Score -2.226291e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65784 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11906 members Mstep: Class 6 contains 6485 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1984 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5617 members Mstep: Class 18 contains 5730 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5561 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262898.000000 Penalty: 58205.878906 Iteration 146Q: 30 clusters Score -2.22629e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65788 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11900 members Mstep: Class 6 contains 6485 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1984 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5619 members Mstep: Class 18 contains 5730 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5561 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262894.000000 Penalty: 58205.878906 Iteration 147Q: 30 clusters Score -2.226289e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65792 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11888 members Mstep: Class 6 contains 6485 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1984 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5628 members Mstep: Class 18 contains 5730 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 17056 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5561 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262894.000000 Penalty: 58205.878906 Iteration 148Q: 30 clusters Score -2.226289e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65792 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11870 members Mstep: Class 6 contains 6484 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1984 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5645 members Mstep: Class 18 contains 5730 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1138 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5561 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262924.000000 Penalty: 58205.878906 Iteration 149Q: 30 clusters Score -2.226292e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65795 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11847 members Mstep: Class 6 contains 6483 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1984 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5665 members Mstep: Class 18 contains 5730 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 17057 members Mstep: Class 26 contains 1138 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5562 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262916.000000 Penalty: 58205.878906 Iteration 150Q: 30 clusters Score -2.226292e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65796 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11822 members Mstep: Class 6 contains 6483 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1984 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5690 members Mstep: Class 18 contains 5730 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 17056 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5563 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262932.000000 Penalty: 58205.878906 Iteration 151Q: 30 clusters Score -2.226293e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65805 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11799 members Mstep: Class 6 contains 6483 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5704 members Mstep: Class 18 contains 5730 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4603 members Mstep: Class 25 contains 17055 members Mstep: Class 26 contains 1137 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5566 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262924.000000 Penalty: 58205.878906 Iteration 152Q: 30 clusters Score -2.226292e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65813 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11780 members Mstep: Class 6 contains 6483 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18959 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1154 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5717 members Mstep: Class 18 contains 5729 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4603 members Mstep: Class 25 contains 17054 members Mstep: Class 26 contains 1136 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5567 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262896.000000 Penalty: 58205.878906 Iteration 153Q: 30 clusters Score -2.22629e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65823 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11765 members Mstep: Class 6 contains 6483 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18959 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1154 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5724 members Mstep: Class 18 contains 5729 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4603 members Mstep: Class 25 contains 17051 members Mstep: Class 26 contains 1136 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5567 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262914.000000 Penalty: 58205.878906 Iteration 154Q: 30 clusters Score -2.226291e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65830 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11747 members Mstep: Class 6 contains 6483 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1154 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5737 members Mstep: Class 18 contains 5729 members Mstep: Class 19 contains 2223 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4603 members Mstep: Class 25 contains 17049 members Mstep: Class 26 contains 1136 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5567 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262914.000000 Penalty: 58205.878906 Iteration 155Q: 30 clusters Score -2.226291e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65837 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11730 members Mstep: Class 6 contains 6483 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1983 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1153 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5752 members Mstep: Class 18 contains 5729 members Mstep: Class 19 contains 2223 members Mstep: Class 20 contains 631 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4602 members Mstep: Class 25 contains 17046 members Mstep: Class 26 contains 1136 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5567 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262910.000000 Penalty: 58205.878906 Iteration 156Q: 30 clusters Score -2.226291e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65845 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 11720 members Mstep: Class 6 contains 6483 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1984 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1153 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5754 members Mstep: Class 18 contains 5729 members Mstep: Class 19 contains 2223 members Mstep: Class 20 contains 630 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4602 members Mstep: Class 25 contains 17045 members Mstep: Class 26 contains 1135 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 5568 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262906.000000 Penalty: 58205.878906 Iteration 157Q: 30 clusters Score -2.226291e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65845 members Mstep: Class 4 contains 5421 members Mstep: Class 5 contains 11708 members Mstep: Class 6 contains 6483 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1984 members Mstep: Class 10 contains 18957 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1154 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5764 members Mstep: Class 18 contains 5728 members Mstep: Class 19 contains 2223 members Mstep: Class 20 contains 630 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4602 members Mstep: Class 25 contains 17044 members Mstep: Class 26 contains 1135 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 5571 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22262930.000000 Penalty: 58205.878906 Iteration 158Q: 30 clusters Score -2.226293e+07 nChanged 24 Entering ConstructFrom: Score: -22262930.000000 Penalty: 58205.878906 Entering ConstructFrom: Trying to split cluster 1 (35488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35488 members Entering Unmasked Estep Score: -3489124.500000 Penalty: 1702.504272 Iteration 0F: 2 clusters Score -3489124 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17688 members Mstep: Class 2 contains 17800 members Entering Unmasked Estep Score: -3465507.250000 Penalty: 3405.008545 Iteration 0F: 3 clusters Score -3465507 nChanged 16422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16540 members Mstep: Class 2 contains 18948 members Entering Unmasked Estep Score: -3476180.750000 Penalty: 3405.008545 Iteration 1F: 3 clusters Score -3476181 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 19663 members Entering Unmasked Estep Score: -3478236.000000 Penalty: 3405.008545 Iteration 2F: 3 clusters Score -3478236 nChanged 2852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15085 members Mstep: Class 2 contains 20403 members Entering Unmasked Estep Score: -3480591.250000 Penalty: 3405.008545 Iteration 3F: 3 clusters Score -3480591 nChanged 2762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14591 members Mstep: Class 2 contains 20897 members Entering Unmasked Estep Score: -3482768.500000 Penalty: 3405.008545 Iteration 4F: 3 clusters Score -3482768 nChanged 2356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14439 members Mstep: Class 2 contains 21049 members Entering Unmasked Estep Score: -3484534.500000 Penalty: 3405.008545 Iteration 5F: 3 clusters Score -3484534 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14559 members Mstep: Class 2 contains 20929 members Entering Unmasked Estep Score: -3485716.000000 Penalty: 3405.008545 Iteration 6F: 3 clusters Score -3485716 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14851 members Mstep: Class 2 contains 20637 members Entering Unmasked Estep Score: -3486465.250000 Penalty: 3405.008545 Iteration 7Q: 3 clusters Score -3486465 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15173 members Mstep: Class 2 contains 20315 members Entering Unmasked Estep Score: -3486915.750000 Penalty: 3405.008545 Iteration 8Q: 3 clusters Score -3486916 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15457 members Mstep: Class 2 contains 20031 members Entering Unmasked Estep Score: -3487150.250000 Penalty: 3405.008545 Iteration 9Q: 3 clusters Score -3487150 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15680 members Mstep: Class 2 contains 19808 members Entering Unmasked Estep Score: -3487279.500000 Penalty: 3405.008545 Iteration 10Q: 3 clusters Score -3487280 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15847 members Mstep: Class 2 contains 19641 members Entering Unmasked Estep Score: -3487336.000000 Penalty: 3405.008545 Iteration 11Q: 3 clusters Score -3487336 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15987 members Mstep: Class 2 contains 19501 members Entering Unmasked Estep Score: -3487368.500000 Penalty: 3405.008545 Iteration 12Q: 3 clusters Score -3487368 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16111 members Mstep: Class 2 contains 19377 members Entering Unmasked Estep Score: -3487398.000000 Penalty: 3405.008545 Iteration 13Q: 3 clusters Score -3487398 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16217 members Mstep: Class 2 contains 19271 members Entering Unmasked Estep Score: -3487399.000000 Penalty: 3405.008545 Iteration 14Q: 3 clusters Score -3487399 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16296 members Mstep: Class 2 contains 19192 members Entering Unmasked Estep Score: -3487412.500000 Penalty: 3405.008545 Iteration 15Q: 3 clusters Score -3487412 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16385 members Mstep: Class 2 contains 19103 members Entering Unmasked Estep Score: -3487424.250000 Penalty: 3405.008545 Iteration 16Q: 3 clusters Score -3487424 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16450 members Mstep: Class 2 contains 19038 members Entering Unmasked Estep Score: -3487419.000000 Penalty: 3405.008545 Iteration 17Q: 3 clusters Score -3487419 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16516 members Mstep: Class 2 contains 18972 members Entering Unmasked Estep Score: -3487430.000000 Penalty: 3405.008545 Iteration 18Q: 3 clusters Score -3487430 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16567 members Mstep: Class 2 contains 18921 members Entering Unmasked Estep Score: -3487423.750000 Penalty: 3405.008545 Iteration 19Q: 3 clusters Score -3487424 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16610 members Mstep: Class 2 contains 18878 members Entering Unmasked Estep Score: -3487427.750000 Penalty: 3405.008545 Iteration 20F: 3 clusters Score -3487428 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16663 members Mstep: Class 2 contains 18825 members Entering Unmasked Estep Score: -3487443.250000 Penalty: 3405.008545 Iteration 21Q: 3 clusters Score -3487443 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16702 members Mstep: Class 2 contains 18786 members Entering Unmasked Estep Score: -3487440.750000 Penalty: 3405.008545 Iteration 22Q: 3 clusters Score -3487441 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16741 members Mstep: Class 2 contains 18747 members Entering Unmasked Estep Score: -3487440.250000 Penalty: 3405.008545 Iteration 23Q: 3 clusters Score -3487440 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16781 members Mstep: Class 2 contains 18707 members Entering Unmasked Estep Score: -3487444.500000 Penalty: 3405.008545 Iteration 24Q: 3 clusters Score -3487444 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16820 members Mstep: Class 2 contains 18668 members Entering Unmasked Estep Score: -3487445.500000 Penalty: 3405.008545 Iteration 25Q: 3 clusters Score -3487446 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16853 members Mstep: Class 2 contains 18635 members Entering Unmasked Estep Score: -3487447.750000 Penalty: 3405.008545 Iteration 26Q: 3 clusters Score -3487448 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16888 members Mstep: Class 2 contains 18600 members Entering Unmasked Estep Score: -3487446.500000 Penalty: 3405.008545 Iteration 27Q: 3 clusters Score -3487446 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16921 members Mstep: Class 2 contains 18567 members Entering Unmasked Estep Score: -3487446.750000 Penalty: 3405.008545 Iteration 28Q: 3 clusters Score -3487447 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16949 members Mstep: Class 2 contains 18539 members Entering Unmasked Estep Score: -3487447.750000 Penalty: 3405.008545 Iteration 29Q: 3 clusters Score -3487448 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16975 members Mstep: Class 2 contains 18513 members Entering Unmasked Estep Score: -3487448.750000 Penalty: 3405.008545 Iteration 30Q: 3 clusters Score -3487449 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16996 members Mstep: Class 2 contains 18492 members Entering Unmasked Estep Score: -3487451.000000 Penalty: 3405.008545 Iteration 31Q: 3 clusters Score -3487451 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17017 members Mstep: Class 2 contains 18471 members Entering Unmasked Estep Score: -3487450.500000 Penalty: 3405.008545 Iteration 32Q: 3 clusters Score -3487450 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17036 members Mstep: Class 2 contains 18452 members Entering Unmasked Estep Score: -3487456.500000 Penalty: 3405.008545 Iteration 33Q: 3 clusters Score -3487456 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17051 members Mstep: Class 2 contains 18437 members Entering Unmasked Estep Score: -3487456.750000 Penalty: 3405.008545 Iteration 34Q: 3 clusters Score -3487457 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17060 members Mstep: Class 2 contains 18428 members Entering Unmasked Estep Score: -3487457.250000 Penalty: 3405.008545 Iteration 35Q: 3 clusters Score -3487457 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17075 members Mstep: Class 2 contains 18413 members Entering Unmasked Estep Score: -3487459.250000 Penalty: 3405.008545 Iteration 36Q: 3 clusters Score -3487459 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17085 members Mstep: Class 2 contains 18403 members Entering Unmasked Estep Score: -3487459.750000 Penalty: 3405.008545 Iteration 37Q: 3 clusters Score -3487460 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17095 members Mstep: Class 2 contains 18393 members Entering Unmasked Estep Score: -3487459.000000 Penalty: 3405.008545 Iteration 38Q: 3 clusters Score -3487459 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17105 members Mstep: Class 2 contains 18383 members Entering Unmasked Estep Score: -3487460.250000 Penalty: 3405.008545 Iteration 39Q: 3 clusters Score -3487460 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17110 members Mstep: Class 2 contains 18378 members Entering Unmasked Estep Score: -3487456.250000 Penalty: 3405.008545 Iteration 40F: 3 clusters Score -3487456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17116 members Mstep: Class 2 contains 18372 members Entering Unmasked Estep Score: -3487455.750000 Penalty: 3405.008545 Iteration 41Q: 3 clusters Score -3487456 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17124 members Mstep: Class 2 contains 18364 members Entering Unmasked Estep Score: -3487451.500000 Penalty: 3405.008545 Iteration 42Q: 3 clusters Score -3487452 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17131 members Mstep: Class 2 contains 18357 members Entering Unmasked Estep Score: -3487447.250000 Penalty: 3405.008545 Iteration 43Q: 3 clusters Score -3487447 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17132 members Mstep: Class 2 contains 18356 members Entering Unmasked Estep Score: -3487447.000000 Penalty: 3405.008545 Iteration 44Q: 3 clusters Score -3487447 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17132 members Mstep: Class 2 contains 18356 members Entering Unmasked Estep Score: -3487447.000000 Penalty: 3405.008545 Iteration 45F: 3 clusters Score -3487447 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Entering Unmasked Estep Score: -27924.654297 Penalty: 939.370850 Iteration 0F: 2 clusters Score -27924.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -27086.859375 Penalty: 1878.741699 Iteration 0F: 3 clusters Score -27086.86 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -27262.619141 Penalty: 1878.741699 Iteration 1F: 3 clusters Score -27262.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -27301.021484 Penalty: 1878.741699 Iteration 2F: 3 clusters Score -27301.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -27310.912109 Penalty: 1878.741699 Iteration 3Q: 3 clusters Score -27310.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -27319.802734 Penalty: 1878.741699 Iteration 4Q: 3 clusters Score -27319.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -27319.802734 Penalty: 1878.741699 Iteration 5F: 3 clusters Score -27319.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (65851 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65851 members Entering Unmasked Estep Score: -6485908.000000 Penalty: 1802.961914 Iteration 0F: 2 clusters Score -6485908 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32982 members Mstep: Class 2 contains 32869 members Entering Unmasked Estep Score: -6441970.000000 Penalty: 3605.923828 Iteration 0F: 3 clusters Score -6441970 nChanged 31176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33990 members Mstep: Class 2 contains 31861 members Entering Unmasked Estep Score: -6459706.000000 Penalty: 3605.923828 Iteration 1F: 3 clusters Score -6459706 nChanged 2512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34772 members Mstep: Class 2 contains 31079 members Entering Unmasked Estep Score: -6460460.000000 Penalty: 3605.923828 Iteration 2Q: 3 clusters Score -6460460 nChanged 2770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35920 members Mstep: Class 2 contains 29931 members Entering Unmasked Estep Score: -6461477.500000 Penalty: 3605.923828 Iteration 3Q: 3 clusters Score -6461478 nChanged 3085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37503 members Mstep: Class 2 contains 28348 members Entering Unmasked Estep Score: -6462800.500000 Penalty: 3605.923828 Iteration 4Q: 3 clusters Score -6462800 nChanged 3545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39722 members Mstep: Class 2 contains 26129 members Entering Unmasked Estep Score: -6464502.500000 Penalty: 3605.923828 Iteration 5F: 3 clusters Score -6464502 nChanged 3817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42517 members Mstep: Class 2 contains 23334 members Entering Unmasked Estep Score: -6466734.000000 Penalty: 3605.923828 Iteration 6F: 3 clusters Score -6466734 nChanged 4014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45709 members Mstep: Class 2 contains 20142 members Entering Unmasked Estep Score: -6469479.000000 Penalty: 3605.923828 Iteration 7F: 3 clusters Score -6469479 nChanged 3986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48979 members Mstep: Class 2 contains 16872 members Entering Unmasked Estep Score: -6472462.000000 Penalty: 3605.923828 Iteration 8F: 3 clusters Score -6472462 nChanged 3518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51937 members Mstep: Class 2 contains 13914 members Entering Unmasked Estep Score: -6475288.500000 Penalty: 3605.923828 Iteration 9F: 3 clusters Score -6475288 nChanged 2795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54308 members Mstep: Class 2 contains 11543 members Entering Unmasked Estep Score: -6477538.500000 Penalty: 3605.923828 Iteration 10Q: 3 clusters Score -6477538 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56087 members Mstep: Class 2 contains 9764 members Entering Unmasked Estep Score: -6478910.500000 Penalty: 3605.923828 Iteration 11Q: 3 clusters Score -6478910 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57572 members Mstep: Class 2 contains 8279 members Entering Unmasked Estep Score: -6479861.500000 Penalty: 3605.923828 Iteration 12Q: 3 clusters Score -6479862 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58868 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -6480660.000000 Penalty: 3605.923828 Iteration 13Q: 3 clusters Score -6480660 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60028 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -6481360.000000 Penalty: 3605.923828 Iteration 14Q: 3 clusters Score -6481360 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61070 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -6481980.500000 Penalty: 3605.923828 Iteration 15Q: 3 clusters Score -6481980 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61996 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -6482564.000000 Penalty: 3605.923828 Iteration 16Q: 3 clusters Score -6482564 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62752 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -6483032.500000 Penalty: 3605.923828 Iteration 17Q: 3 clusters Score -6483032 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63367 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -6483421.500000 Penalty: 3605.923828 Iteration 18Q: 3 clusters Score -6483422 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63859 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -6483752.500000 Penalty: 3605.923828 Iteration 19Q: 3 clusters Score -6483752 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64201 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -6483953.000000 Penalty: 3605.923828 Iteration 20F: 3 clusters Score -6483953 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64456 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -6484121.500000 Penalty: 3605.923828 Iteration 21Q: 3 clusters Score -6484122 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64640 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -6484250.500000 Penalty: 3605.923828 Iteration 22Q: 3 clusters Score -6484250 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64777 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -6484362.000000 Penalty: 3605.923828 Iteration 23Q: 3 clusters Score -6484362 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64894 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -6484437.500000 Penalty: 3605.923828 Iteration 24Q: 3 clusters Score -6484438 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64974 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -6484489.000000 Penalty: 3605.923828 Iteration 25Q: 3 clusters Score -6484489 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65033 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -6484523.000000 Penalty: 3605.923828 Iteration 26Q: 3 clusters Score -6484523 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65068 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -6484543.000000 Penalty: 3605.923828 Iteration 27Q: 3 clusters Score -6484543 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65102 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -6484567.000000 Penalty: 3605.923828 Iteration 28Q: 3 clusters Score -6484567 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65126 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -6484575.500000 Penalty: 3605.923828 Iteration 29Q: 3 clusters Score -6484576 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65140 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -6484581.000000 Penalty: 3605.923828 Iteration 30Q: 3 clusters Score -6484581 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65152 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -6484589.500000 Penalty: 3605.923828 Iteration 31Q: 3 clusters Score -6484590 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65168 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -6484594.500000 Penalty: 3605.923828 Iteration 32Q: 3 clusters Score -6484594 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65179 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -6484594.500000 Penalty: 3605.923828 Iteration 33Q: 3 clusters Score -6484594 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65187 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -6484608.000000 Penalty: 3605.923828 Iteration 34Q: 3 clusters Score -6484608 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65190 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -6484602.500000 Penalty: 3605.923828 Iteration 35Q: 3 clusters Score -6484602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65190 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -6484603.500000 Penalty: 3605.923828 Iteration 36Q: 3 clusters Score -6484604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65190 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -6484601.500000 Penalty: 3605.923828 Iteration 37Q: 3 clusters Score -6484602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65190 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -6484599.000000 Penalty: 3605.923828 Iteration 38Q: 3 clusters Score -6484599 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65193 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -6484601.000000 Penalty: 3605.923828 Iteration 39Q: 3 clusters Score -6484601 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65197 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -6484596.000000 Penalty: 3605.923828 Iteration 40F: 3 clusters Score -6484596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65198 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -6484598.000000 Penalty: 3605.923828 Iteration 41Q: 3 clusters Score -6484598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65199 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -6484601.000000 Penalty: 3605.923828 Iteration 42Q: 3 clusters Score -6484601 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65199 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -6484601.000000 Penalty: 3605.923828 Iteration 43F: 3 clusters Score -6484601 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Entering Unmasked Estep Score: -545797.687500 Penalty: 1397.180786 Iteration 0F: 2 clusters Score -545797.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -541569.750000 Penalty: 2794.361572 Iteration 0F: 3 clusters Score -541569.8 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -542829.000000 Penalty: 2794.361572 Iteration 1F: 3 clusters Score -542829 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -543189.937500 Penalty: 2794.361572 Iteration 2F: 3 clusters Score -543189.9 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -543517.125000 Penalty: 2794.361572 Iteration 3F: 3 clusters Score -543517.1 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -543833.062500 Penalty: 2794.361572 Iteration 4F: 3 clusters Score -543833.1 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -544079.562500 Penalty: 2794.361572 Iteration 5F: 3 clusters Score -544079.6 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -544263.562500 Penalty: 2794.361572 Iteration 6Q: 3 clusters Score -544263.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -544444.125000 Penalty: 2794.361572 Iteration 7Q: 3 clusters Score -544444.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -544590.000000 Penalty: 2794.361572 Iteration 8Q: 3 clusters Score -544590 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -544691.562500 Penalty: 2794.361572 Iteration 9Q: 3 clusters Score -544691.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -544771.625000 Penalty: 2794.361572 Iteration 10Q: 3 clusters Score -544771.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -544843.750000 Penalty: 2794.361572 Iteration 11Q: 3 clusters Score -544843.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -544908.750000 Penalty: 2794.361572 Iteration 12Q: 3 clusters Score -544908.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -544953.562500 Penalty: 2794.361572 Iteration 13Q: 3 clusters Score -544953.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -545007.125000 Penalty: 2794.361572 Iteration 14Q: 3 clusters Score -545007.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -545044.500000 Penalty: 2794.361572 Iteration 15Q: 3 clusters Score -545044.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -545077.562500 Penalty: 2794.361572 Iteration 16Q: 3 clusters Score -545077.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -545099.375000 Penalty: 2794.361572 Iteration 17Q: 3 clusters Score -545099.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -545111.375000 Penalty: 2794.361572 Iteration 18Q: 3 clusters Score -545111.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -545116.625000 Penalty: 2794.361572 Iteration 19Q: 3 clusters Score -545116.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -545119.000000 Penalty: 2794.361572 Iteration 20F: 3 clusters Score -545119 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -545120.562500 Penalty: 2794.361572 Iteration 21Q: 3 clusters Score -545120.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -545121.187500 Penalty: 2794.361572 Iteration 22Q: 3 clusters Score -545121.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -545121.187500 Penalty: 2794.361572 Iteration 23F: 3 clusters Score -545121.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11697 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11697 members Entering Unmasked Estep Score: -1171585.500000 Penalty: 1522.151733 Iteration 0F: 2 clusters Score -1171586 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -1163405.375000 Penalty: 3044.303467 Iteration 0F: 3 clusters Score -1163405 nChanged 5063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1166157.750000 Penalty: 3044.303467 Iteration 1F: 3 clusters Score -1166158 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -1166426.875000 Penalty: 3044.303467 Iteration 2F: 3 clusters Score -1166427 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -1166668.250000 Penalty: 3044.303467 Iteration 3Q: 3 clusters Score -1166668 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1166888.000000 Penalty: 3044.303467 Iteration 4Q: 3 clusters Score -1166888 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -1167073.875000 Penalty: 3044.303467 Iteration 5Q: 3 clusters Score -1167074 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1167261.625000 Penalty: 3044.303467 Iteration 6Q: 3 clusters Score -1167262 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1167463.625000 Penalty: 3044.303467 Iteration 7Q: 3 clusters Score -1167464 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1167694.500000 Penalty: 3044.303467 Iteration 8Q: 3 clusters Score -1167694 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -1167947.625000 Penalty: 3044.303467 Iteration 9Q: 3 clusters Score -1167948 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -1168240.500000 Penalty: 3044.303467 Iteration 10Q: 3 clusters Score -1168240 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9167 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -1168611.750000 Penalty: 3044.303467 Iteration 11Q: 3 clusters Score -1168612 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9729 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -1169026.875000 Penalty: 3044.303467 Iteration 12Q: 3 clusters Score -1169027 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -1169458.875000 Penalty: 3044.303467 Iteration 13Q: 3 clusters Score -1169459 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10712 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1169858.625000 Penalty: 3044.303467 Iteration 14Q: 3 clusters Score -1169859 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11014 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1170139.375000 Penalty: 3044.303467 Iteration 15Q: 3 clusters Score -1170139 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11196 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1170318.750000 Penalty: 3044.303467 Iteration 16Q: 3 clusters Score -1170319 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -1170414.375000 Penalty: 3044.303467 Iteration 17Q: 3 clusters Score -1170414 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11350 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -1170473.625000 Penalty: 3044.303467 Iteration 18Q: 3 clusters Score -1170474 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11382 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1170507.625000 Penalty: 3044.303467 Iteration 19Q: 3 clusters Score -1170508 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11399 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1170533.625000 Penalty: 3044.303467 Iteration 20F: 3 clusters Score -1170534 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11408 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1170560.750000 Penalty: 3044.303467 Iteration 21Q: 3 clusters Score -1170561 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -1170577.750000 Penalty: 3044.303467 Iteration 22Q: 3 clusters Score -1170578 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11415 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -1170596.750000 Penalty: 3044.303467 Iteration 23Q: 3 clusters Score -1170597 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -1170619.875000 Penalty: 3044.303467 Iteration 24Q: 3 clusters Score -1170620 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11415 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -1170642.125000 Penalty: 3044.303467 Iteration 25Q: 3 clusters Score -1170642 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -1170661.250000 Penalty: 3044.303467 Iteration 26Q: 3 clusters Score -1170661 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -1170666.625000 Penalty: 3044.303467 Iteration 27Q: 3 clusters Score -1170667 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11416 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -1170671.250000 Penalty: 3044.303467 Iteration 28Q: 3 clusters Score -1170671 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -1170675.000000 Penalty: 3044.303467 Iteration 29Q: 3 clusters Score -1170675 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -1170677.000000 Penalty: 3044.303467 Iteration 30F: 3 clusters Score -1170677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11413 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -1170678.500000 Penalty: 3044.303467 Iteration 31Q: 3 clusters Score -1170678 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11409 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -1170680.000000 Penalty: 3044.303467 Iteration 32Q: 3 clusters Score -1170680 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11408 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1170684.000000 Penalty: 3044.303467 Iteration 33Q: 3 clusters Score -1170684 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1170687.750000 Penalty: 3044.303467 Iteration 34Q: 3 clusters Score -1170688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11405 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1170690.875000 Penalty: 3044.303467 Iteration 35Q: 3 clusters Score -1170691 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11404 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -1170693.625000 Penalty: 3044.303467 Iteration 36Q: 3 clusters Score -1170694 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -1170698.250000 Penalty: 3044.303467 Iteration 37Q: 3 clusters Score -1170698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -1170704.000000 Penalty: 3044.303467 Iteration 38Q: 3 clusters Score -1170704 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11392 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -1170716.375000 Penalty: 3044.303467 Iteration 39Q: 3 clusters Score -1170716 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11381 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -1170733.625000 Penalty: 3044.303467 Iteration 40F: 3 clusters Score -1170734 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11376 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -1170746.875000 Penalty: 3044.303467 Iteration 41Q: 3 clusters Score -1170747 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11376 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -1170756.125000 Penalty: 3044.303467 Iteration 42Q: 3 clusters Score -1170756 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11375 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -1170760.750000 Penalty: 3044.303467 Iteration 43Q: 3 clusters Score -1170761 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11371 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -1170767.875000 Penalty: 3044.303467 Iteration 44Q: 3 clusters Score -1170768 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1170777.875000 Penalty: 3044.303467 Iteration 45Q: 3 clusters Score -1170778 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11364 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1170787.875000 Penalty: 3044.303467 Iteration 46Q: 3 clusters Score -1170788 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -1170792.625000 Penalty: 3044.303467 Iteration 47Q: 3 clusters Score -1170793 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11359 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1170795.250000 Penalty: 3044.303467 Iteration 48Q: 3 clusters Score -1170795 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1170798.250000 Penalty: 3044.303467 Iteration 49Q: 3 clusters Score -1170798 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -1170797.625000 Penalty: 3044.303467 Iteration 50Q: 3 clusters Score -1170798 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -1170797.625000 Penalty: 3044.303467 Iteration 51F: 3 clusters Score -1170798 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Entering Unmasked Estep Score: -595175.437500 Penalty: 1426.252441 Iteration 0F: 2 clusters Score -595175.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -590342.187500 Penalty: 2852.504883 Iteration 0F: 3 clusters Score -590342.2 nChanged 2692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -591861.125000 Penalty: 2852.504883 Iteration 1F: 3 clusters Score -591861.1 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -592163.062500 Penalty: 2852.504883 Iteration 2F: 3 clusters Score -592163.1 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -592517.187500 Penalty: 2852.504883 Iteration 3F: 3 clusters Score -592517.2 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -593023.625000 Penalty: 2852.504883 Iteration 4F: 3 clusters Score -593023.6 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -593612.000000 Penalty: 2852.504883 Iteration 5F: 3 clusters Score -593612 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -594052.937500 Penalty: 2852.504883 Iteration 6F: 3 clusters Score -594052.9 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -594301.312500 Penalty: 2852.504883 Iteration 7F: 3 clusters Score -594301.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -594413.000000 Penalty: 2852.504883 Iteration 8Q: 3 clusters Score -594413 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -594486.500000 Penalty: 2852.504883 Iteration 9Q: 3 clusters Score -594486.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -594544.312500 Penalty: 2852.504883 Iteration 10Q: 3 clusters Score -594544.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -594590.875000 Penalty: 2852.504883 Iteration 11Q: 3 clusters Score -594590.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -594620.312500 Penalty: 2852.504883 Iteration 12Q: 3 clusters Score -594620.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -594643.875000 Penalty: 2852.504883 Iteration 13Q: 3 clusters Score -594643.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -594665.687500 Penalty: 2852.504883 Iteration 14Q: 3 clusters Score -594665.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -594686.375000 Penalty: 2852.504883 Iteration 15Q: 3 clusters Score -594686.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -594705.500000 Penalty: 2852.504883 Iteration 16Q: 3 clusters Score -594705.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -594728.687500 Penalty: 2852.504883 Iteration 17Q: 3 clusters Score -594728.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -594758.750000 Penalty: 2852.504883 Iteration 18Q: 3 clusters Score -594758.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -594790.937500 Penalty: 2852.504883 Iteration 19Q: 3 clusters Score -594790.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -594826.812500 Penalty: 2852.504883 Iteration 20F: 3 clusters Score -594826.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -594871.312500 Penalty: 2852.504883 Iteration 21Q: 3 clusters Score -594871.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -594905.187500 Penalty: 2852.504883 Iteration 22Q: 3 clusters Score -594905.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -594943.750000 Penalty: 2852.504883 Iteration 23Q: 3 clusters Score -594943.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -595000.250000 Penalty: 2852.504883 Iteration 24Q: 3 clusters Score -595000.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -595088.125000 Penalty: 2852.504883 Iteration 25Q: 3 clusters Score -595088.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -595284.125000 Penalty: 2852.504883 Iteration 26Q: 3 clusters Score -595284.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -595580.687500 Penalty: 2852.504883 Iteration 27Q: 3 clusters Score -595580.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -595908.437500 Penalty: 2852.504883 Iteration 28Q: 3 clusters Score -595908.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -596129.875000 Penalty: 2852.504883 Iteration 29Q: 3 clusters Score -596129.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -596336.812500 Penalty: 2852.504883 Iteration 30Q: 3 clusters Score -596336.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -596631.937500 Penalty: 2852.504883 Iteration 31Q: 3 clusters Score -596631.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -596689.687500 Penalty: 2852.504883 Iteration 32Q: 3 clusters Score -596689.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -596692.375000 Penalty: 2852.504883 Iteration 33Q: 3 clusters Score -596692.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -596699.187500 Penalty: 2852.504883 Iteration 34F: 3 clusters Score -596699.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -596703.062500 Penalty: 2852.504883 Iteration 35Q: 3 clusters Score -596703.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -596704.562500 Penalty: 2852.504883 Iteration 36Q: 3 clusters Score -596704.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -596704.562500 Penalty: 2852.504883 Iteration 37F: 3 clusters Score -596704.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65851 members Mstep: Class 4 contains 5421 members Mstep: Class 5 contains 11697 members Mstep: Class 6 contains 4383 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1984 members Mstep: Class 10 contains 18957 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5769 members Mstep: Class 18 contains 5727 members Mstep: Class 19 contains 2223 members Mstep: Class 20 contains 630 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4602 members Mstep: Class 25 contains 17043 members Mstep: Class 26 contains 1136 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 5571 members Mstep: Class 29 contains 3589 members Mstep: Class 30 contains 2100 members Entering Unmasked Estep Score: -22263930.000000 Penalty: 60212.980469 Splitting cluster 6 changes total score from -22262930.000000 to -22263930.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 7 (464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Entering Unmasked Estep Score: -36795.460938 Penalty: 997.731201 Iteration 0F: 2 clusters Score -36795.46 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 222 members Entering Unmasked Estep Score: -35880.976562 Penalty: 1995.462402 Iteration 0F: 3 clusters Score -35880.98 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -36238.730469 Penalty: 1995.462402 Iteration 1F: 3 clusters Score -36238.73 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -36443.957031 Penalty: 1995.462402 Iteration 2F: 3 clusters Score -36443.96 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36512.703125 Penalty: 1995.462402 Iteration 3Q: 3 clusters Score -36512.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -36601.878906 Penalty: 1995.462402 Iteration 4F: 3 clusters Score -36601.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -36670.988281 Penalty: 1995.462402 Iteration 5Q: 3 clusters Score -36670.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -36704.816406 Penalty: 1995.462402 Iteration 6Q: 3 clusters Score -36704.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -36721.191406 Penalty: 1995.462402 Iteration 7Q: 3 clusters Score -36721.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -36724.421875 Penalty: 1995.462402 Iteration 8Q: 3 clusters Score -36724.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -36725.703125 Penalty: 1995.462402 Iteration 9Q: 3 clusters Score -36725.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -36726.265625 Penalty: 1995.462402 Iteration 10Q: 3 clusters Score -36726.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -36728.941406 Penalty: 1995.462402 Iteration 11Q: 3 clusters Score -36728.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -36730.632812 Penalty: 1995.462402 Iteration 12Q: 3 clusters Score -36730.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -36730.632812 Penalty: 1995.462402 Iteration 13F: 3 clusters Score -36730.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Entering Unmasked Estep Score: -329889.906250 Penalty: 1321.993896 Iteration 0F: 2 clusters Score -329889.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -326898.031250 Penalty: 2643.987793 Iteration 0F: 3 clusters Score -326898 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -327767.656250 Penalty: 2643.987793 Iteration 1F: 3 clusters Score -327767.7 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -328041.687500 Penalty: 2643.987793 Iteration 2F: 3 clusters Score -328041.7 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -328281.875000 Penalty: 2643.987793 Iteration 3F: 3 clusters Score -328281.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -328489.343750 Penalty: 2643.987793 Iteration 4F: 3 clusters Score -328489.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -328679.562500 Penalty: 2643.987793 Iteration 5F: 3 clusters Score -328679.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -328806.562500 Penalty: 2643.987793 Iteration 6Q: 3 clusters Score -328806.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -328904.281250 Penalty: 2643.987793 Iteration 7Q: 3 clusters Score -328904.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -328963.406250 Penalty: 2643.987793 Iteration 8Q: 3 clusters Score -328963.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -329012.156250 Penalty: 2643.987793 Iteration 9Q: 3 clusters Score -329012.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -329053.656250 Penalty: 2643.987793 Iteration 10Q: 3 clusters Score -329053.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -329083.937500 Penalty: 2643.987793 Iteration 11Q: 3 clusters Score -329083.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -329105.906250 Penalty: 2643.987793 Iteration 12Q: 3 clusters Score -329105.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -329128.843750 Penalty: 2643.987793 Iteration 13Q: 3 clusters Score -329128.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -329156.968750 Penalty: 2643.987793 Iteration 14Q: 3 clusters Score -329157 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -329178.625000 Penalty: 2643.987793 Iteration 15Q: 3 clusters Score -329178.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -329189.781250 Penalty: 2643.987793 Iteration 16Q: 3 clusters Score -329189.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -329196.750000 Penalty: 2643.987793 Iteration 17Q: 3 clusters Score -329196.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -329203.406250 Penalty: 2643.987793 Iteration 18Q: 3 clusters Score -329203.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -329210.031250 Penalty: 2643.987793 Iteration 19Q: 3 clusters Score -329210 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -329217.281250 Penalty: 2643.987793 Iteration 20F: 3 clusters Score -329217.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -329227.312500 Penalty: 2643.987793 Iteration 21Q: 3 clusters Score -329227.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -329232.968750 Penalty: 2643.987793 Iteration 22Q: 3 clusters Score -329233 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -329236.343750 Penalty: 2643.987793 Iteration 23Q: 3 clusters Score -329236.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -329240.437500 Penalty: 2643.987793 Iteration 24Q: 3 clusters Score -329240.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -329242.531250 Penalty: 2643.987793 Iteration 25Q: 3 clusters Score -329242.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -329243.906250 Penalty: 2643.987793 Iteration 26Q: 3 clusters Score -329243.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -329244.750000 Penalty: 2643.987793 Iteration 27Q: 3 clusters Score -329244.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -329245.406250 Penalty: 2643.987793 Iteration 28Q: 3 clusters Score -329245.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -329245.875000 Penalty: 2643.987793 Iteration 29Q: 3 clusters Score -329245.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -329246.406250 Penalty: 2643.987793 Iteration 30Q: 3 clusters Score -329246.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -329246.125000 Penalty: 2643.987793 Iteration 31Q: 3 clusters Score -329246.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -329246.125000 Penalty: 2643.987793 Iteration 32F: 3 clusters Score -329246.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Entering Unmasked Estep Score: -194188.125000 Penalty: 1233.841431 Iteration 0F: 2 clusters Score -194188.1 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 1014 members Entering Unmasked Estep Score: -192118.265625 Penalty: 2467.682861 Iteration 0F: 3 clusters Score -192118.3 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -192585.718750 Penalty: 2467.682861 Iteration 1F: 3 clusters Score -192585.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -192739.281250 Penalty: 2467.682861 Iteration 2F: 3 clusters Score -192739.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -192850.859375 Penalty: 2467.682861 Iteration 3F: 3 clusters Score -192850.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -192925.828125 Penalty: 2467.682861 Iteration 4Q: 3 clusters Score -192925.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -192974.531250 Penalty: 2467.682861 Iteration 5Q: 3 clusters Score -192974.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -193009.953125 Penalty: 2467.682861 Iteration 6Q: 3 clusters Score -193010 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -193048.656250 Penalty: 2467.682861 Iteration 7Q: 3 clusters Score -193048.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -193080.812500 Penalty: 2467.682861 Iteration 8Q: 3 clusters Score -193080.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -193130.031250 Penalty: 2467.682861 Iteration 9Q: 3 clusters Score -193130 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -193196.328125 Penalty: 2467.682861 Iteration 10Q: 3 clusters Score -193196.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -193293.781250 Penalty: 2467.682861 Iteration 11Q: 3 clusters Score -193293.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -193592.578125 Penalty: 2467.682861 Iteration 12F: 3 clusters Score -193592.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -193935.781250 Penalty: 2467.682861 Iteration 13F: 3 clusters Score -193935.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -194103.562500 Penalty: 2467.682861 Iteration 14F: 3 clusters Score -194103.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -194214.953125 Penalty: 2467.682861 Iteration 15Q: 3 clusters Score -194215 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -194283.187500 Penalty: 2467.682861 Iteration 16Q: 3 clusters Score -194283.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -194342.984375 Penalty: 2467.682861 Iteration 17Q: 3 clusters Score -194343 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -194398.640625 Penalty: 2467.682861 Iteration 18Q: 3 clusters Score -194398.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -194439.531250 Penalty: 2467.682861 Iteration 19Q: 3 clusters Score -194439.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -194468.265625 Penalty: 2467.682861 Iteration 20F: 3 clusters Score -194468.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -194480.578125 Penalty: 2467.682861 Iteration 21Q: 3 clusters Score -194480.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -194491.859375 Penalty: 2467.682861 Iteration 22Q: 3 clusters Score -194491.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -194500.093750 Penalty: 2467.682861 Iteration 23Q: 3 clusters Score -194500.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -194505.953125 Penalty: 2467.682861 Iteration 24Q: 3 clusters Score -194506 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -194506.796875 Penalty: 2467.682861 Iteration 25Q: 3 clusters Score -194506.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -194506.796875 Penalty: 2467.682861 Iteration 26F: 3 clusters Score -194506.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65851 members Mstep: Class 4 contains 5421 members Mstep: Class 5 contains 11697 members Mstep: Class 6 contains 4383 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1593 members Mstep: Class 10 contains 18957 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5769 members Mstep: Class 18 contains 5727 members Mstep: Class 19 contains 2223 members Mstep: Class 20 contains 630 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4602 members Mstep: Class 25 contains 17043 members Mstep: Class 26 contains 1136 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 5571 members Mstep: Class 29 contains 3589 members Mstep: Class 30 contains 2100 members Mstep: Class 31 contains 391 members Entering Unmasked Estep Score: -22263520.000000 Penalty: 62220.078125 Splitting cluster 9 changes total score from -22262930.000000 to -22263520.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 10 (18957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18957 members Entering Unmasked Estep Score: -1905247.875000 Penalty: 1600.613403 Iteration 0F: 2 clusters Score -1905248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 9466 members Entering Unmasked Estep Score: -1892214.375000 Penalty: 3201.226807 Iteration 0F: 3 clusters Score -1892214 nChanged 8595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9410 members Mstep: Class 2 contains 9547 members Entering Unmasked Estep Score: -1896930.750000 Penalty: 3201.226807 Iteration 1F: 3 clusters Score -1896931 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 9551 members Entering Unmasked Estep Score: -1897233.125000 Penalty: 3201.226807 Iteration 2Q: 3 clusters Score -1897233 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Mstep: Class 2 contains 9511 members Entering Unmasked Estep Score: -1897568.750000 Penalty: 3201.226807 Iteration 3Q: 3 clusters Score -1897569 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9534 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -1897916.250000 Penalty: 3201.226807 Iteration 4Q: 3 clusters Score -1897916 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9625 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -1898327.625000 Penalty: 3201.226807 Iteration 5Q: 3 clusters Score -1898328 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9729 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -1898814.750000 Penalty: 3201.226807 Iteration 6Q: 3 clusters Score -1898815 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9869 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -1899384.875000 Penalty: 3201.226807 Iteration 7F: 3 clusters Score -1899385 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10040 members Mstep: Class 2 contains 8917 members Entering Unmasked Estep Score: -1899973.375000 Penalty: 3201.226807 Iteration 8F: 3 clusters Score -1899973 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10277 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -1900508.125000 Penalty: 3201.226807 Iteration 9Q: 3 clusters Score -1900508 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10506 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -1900993.500000 Penalty: 3201.226807 Iteration 10Q: 3 clusters Score -1900994 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -1901349.125000 Penalty: 3201.226807 Iteration 11Q: 3 clusters Score -1901349 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10855 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -1901608.750000 Penalty: 3201.226807 Iteration 12Q: 3 clusters Score -1901609 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11011 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -1901786.625000 Penalty: 3201.226807 Iteration 13Q: 3 clusters Score -1901787 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11162 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -1901900.875000 Penalty: 3201.226807 Iteration 14Q: 3 clusters Score -1901901 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -1901996.375000 Penalty: 3201.226807 Iteration 15Q: 3 clusters Score -1901996 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11484 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -1902078.000000 Penalty: 3201.226807 Iteration 16Q: 3 clusters Score -1902078 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11644 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -1902156.125000 Penalty: 3201.226807 Iteration 17Q: 3 clusters Score -1902156 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11809 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -1902228.125000 Penalty: 3201.226807 Iteration 18Q: 3 clusters Score -1902228 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11983 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -1902288.875000 Penalty: 3201.226807 Iteration 19Q: 3 clusters Score -1902289 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12135 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -1902346.500000 Penalty: 3201.226807 Iteration 20F: 3 clusters Score -1902346 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -1902394.375000 Penalty: 3201.226807 Iteration 21Q: 3 clusters Score -1902394 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12454 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -1902436.750000 Penalty: 3201.226807 Iteration 22Q: 3 clusters Score -1902437 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12585 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -1902465.625000 Penalty: 3201.226807 Iteration 23Q: 3 clusters Score -1902466 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12689 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -1902495.375000 Penalty: 3201.226807 Iteration 24Q: 3 clusters Score -1902495 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12801 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -1902527.375000 Penalty: 3201.226807 Iteration 25Q: 3 clusters Score -1902527 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12921 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -1902561.750000 Penalty: 3201.226807 Iteration 26Q: 3 clusters Score -1902562 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13064 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1902597.875000 Penalty: 3201.226807 Iteration 27Q: 3 clusters Score -1902598 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13216 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -1902650.875000 Penalty: 3201.226807 Iteration 28Q: 3 clusters Score -1902651 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13394 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -1902700.500000 Penalty: 3201.226807 Iteration 29Q: 3 clusters Score -1902700 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13585 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -1902771.500000 Penalty: 3201.226807 Iteration 30Q: 3 clusters Score -1902772 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13783 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1902832.250000 Penalty: 3201.226807 Iteration 31Q: 3 clusters Score -1902832 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13954 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -1902884.375000 Penalty: 3201.226807 Iteration 32Q: 3 clusters Score -1902884 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14125 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -1902923.500000 Penalty: 3201.226807 Iteration 33Q: 3 clusters Score -1902924 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14294 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -1902976.875000 Penalty: 3201.226807 Iteration 34Q: 3 clusters Score -1902977 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14447 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -1903019.375000 Penalty: 3201.226807 Iteration 35Q: 3 clusters Score -1903019 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14587 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1903057.625000 Penalty: 3201.226807 Iteration 36Q: 3 clusters Score -1903058 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14717 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -1903091.375000 Penalty: 3201.226807 Iteration 37Q: 3 clusters Score -1903091 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14850 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -1903124.875000 Penalty: 3201.226807 Iteration 38Q: 3 clusters Score -1903125 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14975 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1903154.625000 Penalty: 3201.226807 Iteration 39Q: 3 clusters Score -1903155 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15095 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1903188.875000 Penalty: 3201.226807 Iteration 40F: 3 clusters Score -1903189 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15191 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1903207.625000 Penalty: 3201.226807 Iteration 41Q: 3 clusters Score -1903208 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15269 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1903221.750000 Penalty: 3201.226807 Iteration 42Q: 3 clusters Score -1903222 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15348 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -1903238.250000 Penalty: 3201.226807 Iteration 43Q: 3 clusters Score -1903238 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15421 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -1903252.625000 Penalty: 3201.226807 Iteration 44Q: 3 clusters Score -1903253 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15492 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1903266.875000 Penalty: 3201.226807 Iteration 45Q: 3 clusters Score -1903267 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15567 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1903279.250000 Penalty: 3201.226807 Iteration 46Q: 3 clusters Score -1903279 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15635 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -1903299.250000 Penalty: 3201.226807 Iteration 47Q: 3 clusters Score -1903299 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -1903321.875000 Penalty: 3201.226807 Iteration 48Q: 3 clusters Score -1903322 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15760 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -1903336.625000 Penalty: 3201.226807 Iteration 49Q: 3 clusters Score -1903337 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15835 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -1903350.625000 Penalty: 3201.226807 Iteration 50Q: 3 clusters Score -1903351 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1903369.500000 Penalty: 3201.226807 Iteration 51Q: 3 clusters Score -1903370 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15986 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -1903387.750000 Penalty: 3201.226807 Iteration 52Q: 3 clusters Score -1903388 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16048 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -1903400.125000 Penalty: 3201.226807 Iteration 53Q: 3 clusters Score -1903400 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16112 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -1903417.250000 Penalty: 3201.226807 Iteration 54Q: 3 clusters Score -1903417 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16158 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -1903433.250000 Penalty: 3201.226807 Iteration 55Q: 3 clusters Score -1903433 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16202 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -1903443.625000 Penalty: 3201.226807 Iteration 56Q: 3 clusters Score -1903444 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16264 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1903461.375000 Penalty: 3201.226807 Iteration 57Q: 3 clusters Score -1903461 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16322 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -1903474.625000 Penalty: 3201.226807 Iteration 58Q: 3 clusters Score -1903475 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16370 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -1903494.875000 Penalty: 3201.226807 Iteration 59Q: 3 clusters Score -1903495 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16431 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -1903519.500000 Penalty: 3201.226807 Iteration 60F: 3 clusters Score -1903520 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -1903537.500000 Penalty: 3201.226807 Iteration 61Q: 3 clusters Score -1903538 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16575 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -1903561.125000 Penalty: 3201.226807 Iteration 62Q: 3 clusters Score -1903561 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16648 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -1903581.625000 Penalty: 3201.226807 Iteration 63Q: 3 clusters Score -1903582 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16709 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -1903615.375000 Penalty: 3201.226807 Iteration 64Q: 3 clusters Score -1903615 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16758 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1903622.625000 Penalty: 3201.226807 Iteration 65Q: 3 clusters Score -1903623 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16815 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -1903650.000000 Penalty: 3201.226807 Iteration 66Q: 3 clusters Score -1903650 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16880 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -1903670.500000 Penalty: 3201.226807 Iteration 67Q: 3 clusters Score -1903670 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16939 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -1903687.875000 Penalty: 3201.226807 Iteration 68Q: 3 clusters Score -1903688 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16989 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -1903703.375000 Penalty: 3201.226807 Iteration 69Q: 3 clusters Score -1903703 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17036 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -1903716.625000 Penalty: 3201.226807 Iteration 70Q: 3 clusters Score -1903717 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17076 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -1903725.375000 Penalty: 3201.226807 Iteration 71Q: 3 clusters Score -1903725 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17117 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -1903731.750000 Penalty: 3201.226807 Iteration 72Q: 3 clusters Score -1903732 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17150 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -1903742.625000 Penalty: 3201.226807 Iteration 73Q: 3 clusters Score -1903743 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17188 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -1903747.125000 Penalty: 3201.226807 Iteration 74Q: 3 clusters Score -1903747 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1903755.125000 Penalty: 3201.226807 Iteration 75Q: 3 clusters Score -1903755 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17262 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -1903772.000000 Penalty: 3201.226807 Iteration 76Q: 3 clusters Score -1903772 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17307 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -1903784.875000 Penalty: 3201.226807 Iteration 77Q: 3 clusters Score -1903785 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17358 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -1903796.250000 Penalty: 3201.226807 Iteration 78Q: 3 clusters Score -1903796 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17400 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1903808.000000 Penalty: 3201.226807 Iteration 79Q: 3 clusters Score -1903808 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17427 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -1903818.000000 Penalty: 3201.226807 Iteration 80F: 3 clusters Score -1903818 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17455 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1903823.875000 Penalty: 3201.226807 Iteration 81Q: 3 clusters Score -1903824 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17480 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -1903826.625000 Penalty: 3201.226807 Iteration 82Q: 3 clusters Score -1903827 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17509 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -1903839.875000 Penalty: 3201.226807 Iteration 83Q: 3 clusters Score -1903840 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17531 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1903848.375000 Penalty: 3201.226807 Iteration 84Q: 3 clusters Score -1903848 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17553 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1903857.750000 Penalty: 3201.226807 Iteration 85Q: 3 clusters Score -1903858 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17577 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -1903862.125000 Penalty: 3201.226807 Iteration 86Q: 3 clusters Score -1903862 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17601 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -1903871.250000 Penalty: 3201.226807 Iteration 87Q: 3 clusters Score -1903871 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17634 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -1903875.500000 Penalty: 3201.226807 Iteration 88Q: 3 clusters Score -1903876 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17649 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1903880.375000 Penalty: 3201.226807 Iteration 89Q: 3 clusters Score -1903880 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17659 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1903880.875000 Penalty: 3201.226807 Iteration 90Q: 3 clusters Score -1903881 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17670 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1903886.375000 Penalty: 3201.226807 Iteration 91Q: 3 clusters Score -1903886 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17685 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1903891.125000 Penalty: 3201.226807 Iteration 92Q: 3 clusters Score -1903891 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17698 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -1903896.750000 Penalty: 3201.226807 Iteration 93Q: 3 clusters Score -1903897 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17710 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -1903901.750000 Penalty: 3201.226807 Iteration 94Q: 3 clusters Score -1903902 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17717 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -1903900.375000 Penalty: 3201.226807 Iteration 95Q: 3 clusters Score -1903900 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17727 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -1903905.375000 Penalty: 3201.226807 Iteration 96Q: 3 clusters Score -1903905 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17741 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -1903906.750000 Penalty: 3201.226807 Iteration 97Q: 3 clusters Score -1903907 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17752 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1903907.375000 Penalty: 3201.226807 Iteration 98Q: 3 clusters Score -1903907 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17766 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -1903914.375000 Penalty: 3201.226807 Iteration 99Q: 3 clusters Score -1903914 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17779 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -1903920.000000 Penalty: 3201.226807 Iteration 100F: 3 clusters Score -1903920 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17796 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -1903923.500000 Penalty: 3201.226807 Iteration 101Q: 3 clusters Score -1903924 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17813 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -1903931.875000 Penalty: 3201.226807 Iteration 102Q: 3 clusters Score -1903932 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17829 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -1903934.375000 Penalty: 3201.226807 Iteration 103Q: 3 clusters Score -1903934 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17849 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1903941.250000 Penalty: 3201.226807 Iteration 104Q: 3 clusters Score -1903941 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17871 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1903947.625000 Penalty: 3201.226807 Iteration 105Q: 3 clusters Score -1903948 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17890 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -1903954.000000 Penalty: 3201.226807 Iteration 106Q: 3 clusters Score -1903954 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17911 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -1903962.500000 Penalty: 3201.226807 Iteration 107Q: 3 clusters Score -1903962 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17928 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -1903967.500000 Penalty: 3201.226807 Iteration 108Q: 3 clusters Score -1903968 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17943 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1903979.500000 Penalty: 3201.226807 Iteration 109Q: 3 clusters Score -1903980 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17955 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -1903977.000000 Penalty: 3201.226807 Iteration 110Q: 3 clusters Score -1903977 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17970 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1903980.750000 Penalty: 3201.226807 Iteration 111Q: 3 clusters Score -1903981 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17981 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1903983.125000 Penalty: 3201.226807 Iteration 112Q: 3 clusters Score -1903983 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17988 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1903986.250000 Penalty: 3201.226807 Iteration 113Q: 3 clusters Score -1903986 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17998 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1903991.250000 Penalty: 3201.226807 Iteration 114Q: 3 clusters Score -1903991 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18003 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -1903991.250000 Penalty: 3201.226807 Iteration 115Q: 3 clusters Score -1903991 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18011 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1903995.125000 Penalty: 3201.226807 Iteration 116Q: 3 clusters Score -1903995 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18019 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1904001.000000 Penalty: 3201.226807 Iteration 117Q: 3 clusters Score -1904001 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18027 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -1904007.125000 Penalty: 3201.226807 Iteration 118Q: 3 clusters Score -1904007 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18032 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1904009.875000 Penalty: 3201.226807 Iteration 119Q: 3 clusters Score -1904010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18034 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1904009.375000 Penalty: 3201.226807 Iteration 120F: 3 clusters Score -1904009 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18036 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -1904010.000000 Penalty: 3201.226807 Iteration 121Q: 3 clusters Score -1904010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18038 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1904009.000000 Penalty: 3201.226807 Iteration 122Q: 3 clusters Score -1904009 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18040 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1904010.875000 Penalty: 3201.226807 Iteration 123Q: 3 clusters Score -1904011 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18041 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -1904010.500000 Penalty: 3201.226807 Iteration 124Q: 3 clusters Score -1904010 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18044 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1904011.750000 Penalty: 3201.226807 Iteration 125Q: 3 clusters Score -1904012 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18046 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1904014.250000 Penalty: 3201.226807 Iteration 126Q: 3 clusters Score -1904014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18050 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -1904015.750000 Penalty: 3201.226807 Iteration 127Q: 3 clusters Score -1904016 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18054 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -1904018.500000 Penalty: 3201.226807 Iteration 128Q: 3 clusters Score -1904018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18058 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1904017.125000 Penalty: 3201.226807 Iteration 129Q: 3 clusters Score -1904017 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18059 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -1904019.625000 Penalty: 3201.226807 Iteration 130Q: 3 clusters Score -1904020 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18059 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -1904019.625000 Penalty: 3201.226807 Iteration 131F: 3 clusters Score -1904020 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Entering Unmasked Estep Score: -172016.015625 Penalty: 1205.551880 Iteration 0F: 2 clusters Score -172016 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -170138.625000 Penalty: 2411.103760 Iteration 0F: 3 clusters Score -170138.6 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -170528.187500 Penalty: 2411.103760 Iteration 1F: 3 clusters Score -170528.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -170623.468750 Penalty: 2411.103760 Iteration 2F: 3 clusters Score -170623.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -170676.750000 Penalty: 2411.103760 Iteration 3Q: 3 clusters Score -170676.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -170710.578125 Penalty: 2411.103760 Iteration 4Q: 3 clusters Score -170710.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -170728.203125 Penalty: 2411.103760 Iteration 5Q: 3 clusters Score -170728.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -170737.031250 Penalty: 2411.103760 Iteration 6Q: 3 clusters Score -170737 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -170740.812500 Penalty: 2411.103760 Iteration 7Q: 3 clusters Score -170740.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -170750.906250 Penalty: 2411.103760 Iteration 8Q: 3 clusters Score -170750.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -170755.546875 Penalty: 2411.103760 Iteration 9Q: 3 clusters Score -170755.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -170764.546875 Penalty: 2411.103760 Iteration 10Q: 3 clusters Score -170764.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -170769.750000 Penalty: 2411.103760 Iteration 11Q: 3 clusters Score -170769.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -170770.984375 Penalty: 2411.103760 Iteration 12Q: 3 clusters Score -170771 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -170771.890625 Penalty: 2411.103760 Iteration 13Q: 3 clusters Score -170771.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -170772.656250 Penalty: 2411.103760 Iteration 14Q: 3 clusters Score -170772.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -170773.750000 Penalty: 2411.103760 Iteration 15Q: 3 clusters Score -170773.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -170773.750000 Penalty: 2411.103760 Iteration 16F: 3 clusters Score -170773.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Entering Unmasked Estep Score: -229213.000000 Penalty: 1259.614746 Iteration 0F: 2 clusters Score -229213 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -226915.781250 Penalty: 2519.229492 Iteration 0F: 3 clusters Score -226915.8 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -227482.953125 Penalty: 2519.229492 Iteration 1F: 3 clusters Score -227483 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -227667.531250 Penalty: 2519.229492 Iteration 2F: 3 clusters Score -227667.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -227749.859375 Penalty: 2519.229492 Iteration 3F: 3 clusters Score -227749.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -227799.859375 Penalty: 2519.229492 Iteration 4Q: 3 clusters Score -227799.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -227847.187500 Penalty: 2519.229492 Iteration 5Q: 3 clusters Score -227847.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -227885.406250 Penalty: 2519.229492 Iteration 6Q: 3 clusters Score -227885.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -227934.593750 Penalty: 2519.229492 Iteration 7Q: 3 clusters Score -227934.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -227968.093750 Penalty: 2519.229492 Iteration 8Q: 3 clusters Score -227968.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -227995.781250 Penalty: 2519.229492 Iteration 9Q: 3 clusters Score -227995.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -228037.281250 Penalty: 2519.229492 Iteration 10Q: 3 clusters Score -228037.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -228097.250000 Penalty: 2519.229492 Iteration 11Q: 3 clusters Score -228097.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -228158.359375 Penalty: 2519.229492 Iteration 12Q: 3 clusters Score -228158.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -228239.421875 Penalty: 2519.229492 Iteration 13Q: 3 clusters Score -228239.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -228362.234375 Penalty: 2519.229492 Iteration 14Q: 3 clusters Score -228362.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -228575.656250 Penalty: 2519.229492 Iteration 15Q: 3 clusters Score -228575.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -228887.078125 Penalty: 2519.229492 Iteration 16Q: 3 clusters Score -228887.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -229095.546875 Penalty: 2519.229492 Iteration 17Q: 3 clusters Score -229095.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -229150.609375 Penalty: 2519.229492 Iteration 18Q: 3 clusters Score -229150.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -229184.671875 Penalty: 2519.229492 Iteration 19Q: 3 clusters Score -229184.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -229211.093750 Penalty: 2519.229492 Iteration 20F: 3 clusters Score -229211.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -229232.640625 Penalty: 2519.229492 Iteration 21Q: 3 clusters Score -229232.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -229250.640625 Penalty: 2519.229492 Iteration 22Q: 3 clusters Score -229250.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -229260.906250 Penalty: 2519.229492 Iteration 23Q: 3 clusters Score -229260.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -229266.531250 Penalty: 2519.229492 Iteration 24Q: 3 clusters Score -229266.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -229269.296875 Penalty: 2519.229492 Iteration 25Q: 3 clusters Score -229269.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -229273.234375 Penalty: 2519.229492 Iteration 26Q: 3 clusters Score -229273.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -229278.390625 Penalty: 2519.229492 Iteration 27Q: 3 clusters Score -229278.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -229287.921875 Penalty: 2519.229492 Iteration 28Q: 3 clusters Score -229287.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -229292.359375 Penalty: 2519.229492 Iteration 29Q: 3 clusters Score -229292.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -229295.531250 Penalty: 2519.229492 Iteration 30Q: 3 clusters Score -229295.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -229296.375000 Penalty: 2519.229492 Iteration 31Q: 3 clusters Score -229296.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -229298.750000 Penalty: 2519.229492 Iteration 32Q: 3 clusters Score -229298.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -229299.031250 Penalty: 2519.229492 Iteration 33Q: 3 clusters Score -229299 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -229299.031250 Penalty: 2519.229492 Iteration 34F: 3 clusters Score -229299 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65851 members Mstep: Class 4 contains 5421 members Mstep: Class 5 contains 11697 members Mstep: Class 6 contains 4383 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1593 members Mstep: Class 10 contains 18957 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 1329 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5769 members Mstep: Class 18 contains 5727 members Mstep: Class 19 contains 2223 members Mstep: Class 20 contains 630 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4602 members Mstep: Class 25 contains 17043 members Mstep: Class 26 contains 1136 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 5571 members Mstep: Class 29 contains 3589 members Mstep: Class 30 contains 2100 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 996 members Entering Unmasked Estep Score: -22262858.000000 Penalty: 64227.179688 Splitting cluster 12 changes total score from -22262930.000000 to -22262858.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (1155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Entering Unmasked Estep Score: -112659.867188 Penalty: 1145.926514 Iteration 0F: 2 clusters Score -112659.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -111132.539062 Penalty: 2291.853027 Iteration 0F: 3 clusters Score -111132.5 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -111426.476562 Penalty: 2291.853027 Iteration 1F: 3 clusters Score -111426.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -111512.023438 Penalty: 2291.853027 Iteration 2F: 3 clusters Score -111512 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -111553.289062 Penalty: 2291.853027 Iteration 3Q: 3 clusters Score -111553.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -111585.328125 Penalty: 2291.853027 Iteration 4Q: 3 clusters Score -111585.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -111604.742188 Penalty: 2291.853027 Iteration 5Q: 3 clusters Score -111604.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -111612.968750 Penalty: 2291.853027 Iteration 6Q: 3 clusters Score -111613 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -111618.601562 Penalty: 2291.853027 Iteration 7Q: 3 clusters Score -111618.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -111624.414062 Penalty: 2291.853027 Iteration 8Q: 3 clusters Score -111624.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -111634.859375 Penalty: 2291.853027 Iteration 9Q: 3 clusters Score -111634.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -111642.562500 Penalty: 2291.853027 Iteration 10Q: 3 clusters Score -111642.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -111646.343750 Penalty: 2291.853027 Iteration 11Q: 3 clusters Score -111646.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -111650.796875 Penalty: 2291.853027 Iteration 12Q: 3 clusters Score -111650.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -111658.375000 Penalty: 2291.853027 Iteration 13Q: 3 clusters Score -111658.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -111667.437500 Penalty: 2291.853027 Iteration 14Q: 3 clusters Score -111667.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -111671.320312 Penalty: 2291.853027 Iteration 15Q: 3 clusters Score -111671.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -111674.593750 Penalty: 2291.853027 Iteration 16Q: 3 clusters Score -111674.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -111677.101562 Penalty: 2291.853027 Iteration 17Q: 3 clusters Score -111677.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -111679.390625 Penalty: 2291.853027 Iteration 18Q: 3 clusters Score -111679.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -111681.203125 Penalty: 2291.853027 Iteration 19Q: 3 clusters Score -111681.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -111685.304688 Penalty: 2291.853027 Iteration 20F: 3 clusters Score -111685.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -111686.804688 Penalty: 2291.853027 Iteration 21Q: 3 clusters Score -111686.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -111688.585938 Penalty: 2291.853027 Iteration 22Q: 3 clusters Score -111688.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -111688.984375 Penalty: 2291.853027 Iteration 23Q: 3 clusters Score -111689 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -111688.984375 Penalty: 2291.853027 Iteration 24F: 3 clusters Score -111689 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Entering Unmasked Estep Score: -204703.937500 Penalty: 1243.847046 Iteration 0F: 2 clusters Score -204703.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -202505.859375 Penalty: 2487.694092 Iteration 0F: 3 clusters Score -202505.9 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -203018.625000 Penalty: 2487.694092 Iteration 1F: 3 clusters Score -203018.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -203123.234375 Penalty: 2487.694092 Iteration 2F: 3 clusters Score -203123.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -203190.640625 Penalty: 2487.694092 Iteration 3Q: 3 clusters Score -203190.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -203257.406250 Penalty: 2487.694092 Iteration 4Q: 3 clusters Score -203257.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -203320.203125 Penalty: 2487.694092 Iteration 5Q: 3 clusters Score -203320.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -203362.906250 Penalty: 2487.694092 Iteration 6Q: 3 clusters Score -203362.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -203396.218750 Penalty: 2487.694092 Iteration 7Q: 3 clusters Score -203396.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -203426.656250 Penalty: 2487.694092 Iteration 8Q: 3 clusters Score -203426.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -203452.296875 Penalty: 2487.694092 Iteration 9Q: 3 clusters Score -203452.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -203488.281250 Penalty: 2487.694092 Iteration 10Q: 3 clusters Score -203488.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -203523.531250 Penalty: 2487.694092 Iteration 11Q: 3 clusters Score -203523.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -203561.312500 Penalty: 2487.694092 Iteration 12Q: 3 clusters Score -203561.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -203606.750000 Penalty: 2487.694092 Iteration 13Q: 3 clusters Score -203606.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -203640.546875 Penalty: 2487.694092 Iteration 14Q: 3 clusters Score -203640.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -203671.546875 Penalty: 2487.694092 Iteration 15Q: 3 clusters Score -203671.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -203721.062500 Penalty: 2487.694092 Iteration 16Q: 3 clusters Score -203721.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -203762.843750 Penalty: 2487.694092 Iteration 17Q: 3 clusters Score -203762.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -203790.406250 Penalty: 2487.694092 Iteration 18Q: 3 clusters Score -203790.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -203818.109375 Penalty: 2487.694092 Iteration 19Q: 3 clusters Score -203818.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -203841.000000 Penalty: 2487.694092 Iteration 20F: 3 clusters Score -203841 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -203860.140625 Penalty: 2487.694092 Iteration 21Q: 3 clusters Score -203860.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -203871.421875 Penalty: 2487.694092 Iteration 22Q: 3 clusters Score -203871.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -203881.656250 Penalty: 2487.694092 Iteration 23Q: 3 clusters Score -203881.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -203888.734375 Penalty: 2487.694092 Iteration 24Q: 3 clusters Score -203888.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -203892.703125 Penalty: 2487.694092 Iteration 25Q: 3 clusters Score -203892.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -203894.375000 Penalty: 2487.694092 Iteration 26Q: 3 clusters Score -203894.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -203896.437500 Penalty: 2487.694092 Iteration 27Q: 3 clusters Score -203896.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -203898.500000 Penalty: 2487.694092 Iteration 28Q: 3 clusters Score -203898.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -203900.468750 Penalty: 2487.694092 Iteration 29Q: 3 clusters Score -203900.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -203901.734375 Penalty: 2487.694092 Iteration 30Q: 3 clusters Score -203901.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -203903.562500 Penalty: 2487.694092 Iteration 31Q: 3 clusters Score -203903.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -203909.000000 Penalty: 2487.694092 Iteration 32Q: 3 clusters Score -203909 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -203913.281250 Penalty: 2487.694092 Iteration 33Q: 3 clusters Score -203913.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -203917.312500 Penalty: 2487.694092 Iteration 34Q: 3 clusters Score -203917.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -203919.593750 Penalty: 2487.694092 Iteration 35Q: 3 clusters Score -203919.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -203922.015625 Penalty: 2487.694092 Iteration 36Q: 3 clusters Score -203922 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -203923.375000 Penalty: 2487.694092 Iteration 37Q: 3 clusters Score -203923.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -203924.546875 Penalty: 2487.694092 Iteration 38Q: 3 clusters Score -203924.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -203925.859375 Penalty: 2487.694092 Iteration 39Q: 3 clusters Score -203925.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -203929.593750 Penalty: 2487.694092 Iteration 40F: 3 clusters Score -203929.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -203932.578125 Penalty: 2487.694092 Iteration 41Q: 3 clusters Score -203932.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -203934.625000 Penalty: 2487.694092 Iteration 42Q: 3 clusters Score -203934.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -203937.015625 Penalty: 2487.694092 Iteration 43Q: 3 clusters Score -203937 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -203937.421875 Penalty: 2487.694092 Iteration 44Q: 3 clusters Score -203937.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -203937.953125 Penalty: 2487.694092 Iteration 45Q: 3 clusters Score -203938 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -203938.234375 Penalty: 2487.694092 Iteration 46Q: 3 clusters Score -203938.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -203938.234375 Penalty: 2487.694092 Iteration 47F: 3 clusters Score -203938.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Entering Unmasked Estep Score: -346168.375000 Penalty: 1321.564819 Iteration 0F: 2 clusters Score -346168.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -343188.562500 Penalty: 2643.129639 Iteration 0F: 3 clusters Score -343188.6 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -343885.531250 Penalty: 2643.129639 Iteration 1F: 3 clusters Score -343885.5 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -344027.906250 Penalty: 2643.129639 Iteration 2F: 3 clusters Score -344027.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -344114.062500 Penalty: 2643.129639 Iteration 3F: 3 clusters Score -344114.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -344174.718750 Penalty: 2643.129639 Iteration 4Q: 3 clusters Score -344174.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -344224.062500 Penalty: 2643.129639 Iteration 5Q: 3 clusters Score -344224.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -344263.093750 Penalty: 2643.129639 Iteration 6Q: 3 clusters Score -344263.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -344293.375000 Penalty: 2643.129639 Iteration 7Q: 3 clusters Score -344293.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -344329.093750 Penalty: 2643.129639 Iteration 8Q: 3 clusters Score -344329.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -344371.593750 Penalty: 2643.129639 Iteration 9Q: 3 clusters Score -344371.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -344402.031250 Penalty: 2643.129639 Iteration 10Q: 3 clusters Score -344402 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -344427.000000 Penalty: 2643.129639 Iteration 11Q: 3 clusters Score -344427 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -344443.531250 Penalty: 2643.129639 Iteration 12Q: 3 clusters Score -344443.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -344457.531250 Penalty: 2643.129639 Iteration 13Q: 3 clusters Score -344457.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -344475.593750 Penalty: 2643.129639 Iteration 14Q: 3 clusters Score -344475.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -344492.437500 Penalty: 2643.129639 Iteration 15Q: 3 clusters Score -344492.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -344510.781250 Penalty: 2643.129639 Iteration 16Q: 3 clusters Score -344510.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -344530.750000 Penalty: 2643.129639 Iteration 17Q: 3 clusters Score -344530.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -344549.937500 Penalty: 2643.129639 Iteration 18Q: 3 clusters Score -344549.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -344567.375000 Penalty: 2643.129639 Iteration 19Q: 3 clusters Score -344567.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -344584.000000 Penalty: 2643.129639 Iteration 20F: 3 clusters Score -344584 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -344597.406250 Penalty: 2643.129639 Iteration 21Q: 3 clusters Score -344597.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -344613.187500 Penalty: 2643.129639 Iteration 22Q: 3 clusters Score -344613.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -344630.906250 Penalty: 2643.129639 Iteration 23Q: 3 clusters Score -344630.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -344653.718750 Penalty: 2643.129639 Iteration 24Q: 3 clusters Score -344653.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -344683.281250 Penalty: 2643.129639 Iteration 25Q: 3 clusters Score -344683.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -344712.468750 Penalty: 2643.129639 Iteration 26Q: 3 clusters Score -344712.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -344738.656250 Penalty: 2643.129639 Iteration 27Q: 3 clusters Score -344738.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -344775.062500 Penalty: 2643.129639 Iteration 28Q: 3 clusters Score -344775.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -344799.437500 Penalty: 2643.129639 Iteration 29Q: 3 clusters Score -344799.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -344818.062500 Penalty: 2643.129639 Iteration 30Q: 3 clusters Score -344818.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -344846.406250 Penalty: 2643.129639 Iteration 31Q: 3 clusters Score -344846.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -344862.343750 Penalty: 2643.129639 Iteration 32Q: 3 clusters Score -344862.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -344876.187500 Penalty: 2643.129639 Iteration 33Q: 3 clusters Score -344876.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -344889.593750 Penalty: 2643.129639 Iteration 34Q: 3 clusters Score -344889.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -344898.562500 Penalty: 2643.129639 Iteration 35Q: 3 clusters Score -344898.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -344907.687500 Penalty: 2643.129639 Iteration 36Q: 3 clusters Score -344907.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -344921.750000 Penalty: 2643.129639 Iteration 37Q: 3 clusters Score -344921.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -344938.375000 Penalty: 2643.129639 Iteration 38Q: 3 clusters Score -344938.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -344952.781250 Penalty: 2643.129639 Iteration 39Q: 3 clusters Score -344952.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -344964.750000 Penalty: 2643.129639 Iteration 40F: 3 clusters Score -344964.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -344972.593750 Penalty: 2643.129639 Iteration 41Q: 3 clusters Score -344972.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -344986.437500 Penalty: 2643.129639 Iteration 42Q: 3 clusters Score -344986.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -344996.656250 Penalty: 2643.129639 Iteration 43Q: 3 clusters Score -344996.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -345007.812500 Penalty: 2643.129639 Iteration 44Q: 3 clusters Score -345007.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -345015.937500 Penalty: 2643.129639 Iteration 45Q: 3 clusters Score -345015.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -345020.937500 Penalty: 2643.129639 Iteration 46Q: 3 clusters Score -345020.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -345026.062500 Penalty: 2643.129639 Iteration 47Q: 3 clusters Score -345026.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -345031.312500 Penalty: 2643.129639 Iteration 48Q: 3 clusters Score -345031.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -345036.187500 Penalty: 2643.129639 Iteration 49Q: 3 clusters Score -345036.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -345039.656250 Penalty: 2643.129639 Iteration 50Q: 3 clusters Score -345039.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -345042.312500 Penalty: 2643.129639 Iteration 51Q: 3 clusters Score -345042.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -345044.531250 Penalty: 2643.129639 Iteration 52Q: 3 clusters Score -345044.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -345046.781250 Penalty: 2643.129639 Iteration 53Q: 3 clusters Score -345046.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -345051.125000 Penalty: 2643.129639 Iteration 54Q: 3 clusters Score -345051.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -345055.125000 Penalty: 2643.129639 Iteration 55Q: 3 clusters Score -345055.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -345059.093750 Penalty: 2643.129639 Iteration 56Q: 3 clusters Score -345059.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -345063.343750 Penalty: 2643.129639 Iteration 57Q: 3 clusters Score -345063.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -345069.406250 Penalty: 2643.129639 Iteration 58Q: 3 clusters Score -345069.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -345075.812500 Penalty: 2643.129639 Iteration 59Q: 3 clusters Score -345075.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -345079.937500 Penalty: 2643.129639 Iteration 60F: 3 clusters Score -345079.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -345089.937500 Penalty: 2643.129639 Iteration 61Q: 3 clusters Score -345089.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -345096.843750 Penalty: 2643.129639 Iteration 62Q: 3 clusters Score -345096.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -345100.468750 Penalty: 2643.129639 Iteration 63Q: 3 clusters Score -345100.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -345101.687500 Penalty: 2643.129639 Iteration 64Q: 3 clusters Score -345101.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -345108.093750 Penalty: 2643.129639 Iteration 65Q: 3 clusters Score -345108.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -345109.437500 Penalty: 2643.129639 Iteration 66Q: 3 clusters Score -345109.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -345110.250000 Penalty: 2643.129639 Iteration 67Q: 3 clusters Score -345110.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -345111.031250 Penalty: 2643.129639 Iteration 68Q: 3 clusters Score -345111 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -345111.031250 Penalty: 2643.129639 Iteration 69F: 3 clusters Score -345111 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6093 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Entering Unmasked Estep Score: -623063.375000 Penalty: 1416.170654 Iteration 0F: 2 clusters Score -623063.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -618440.062500 Penalty: 2832.341309 Iteration 0F: 3 clusters Score -618440.1 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -619853.500000 Penalty: 2832.341309 Iteration 1F: 3 clusters Score -619853.5 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -619994.000000 Penalty: 2832.341309 Iteration 2F: 3 clusters Score -619994 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -620082.375000 Penalty: 2832.341309 Iteration 3Q: 3 clusters Score -620082.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -620149.937500 Penalty: 2832.341309 Iteration 4Q: 3 clusters Score -620149.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -620211.187500 Penalty: 2832.341309 Iteration 5Q: 3 clusters Score -620211.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -620263.500000 Penalty: 2832.341309 Iteration 6Q: 3 clusters Score -620263.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -620303.000000 Penalty: 2832.341309 Iteration 7Q: 3 clusters Score -620303 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -620334.312500 Penalty: 2832.341309 Iteration 8Q: 3 clusters Score -620334.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -620367.875000 Penalty: 2832.341309 Iteration 9Q: 3 clusters Score -620367.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -620396.937500 Penalty: 2832.341309 Iteration 10Q: 3 clusters Score -620396.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -620427.937500 Penalty: 2832.341309 Iteration 11Q: 3 clusters Score -620427.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -620462.062500 Penalty: 2832.341309 Iteration 12Q: 3 clusters Score -620462.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -620503.187500 Penalty: 2832.341309 Iteration 13Q: 3 clusters Score -620503.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -620539.625000 Penalty: 2832.341309 Iteration 14Q: 3 clusters Score -620539.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -620591.250000 Penalty: 2832.341309 Iteration 15Q: 3 clusters Score -620591.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -620656.000000 Penalty: 2832.341309 Iteration 16Q: 3 clusters Score -620656 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -620743.000000 Penalty: 2832.341309 Iteration 17Q: 3 clusters Score -620743 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -620869.375000 Penalty: 2832.341309 Iteration 18Q: 3 clusters Score -620869.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -621010.062500 Penalty: 2832.341309 Iteration 19Q: 3 clusters Score -621010.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -621149.375000 Penalty: 2832.341309 Iteration 20F: 3 clusters Score -621149.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -621277.437500 Penalty: 2832.341309 Iteration 21Q: 3 clusters Score -621277.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -621408.812500 Penalty: 2832.341309 Iteration 22Q: 3 clusters Score -621408.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -621502.375000 Penalty: 2832.341309 Iteration 23Q: 3 clusters Score -621502.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -621580.250000 Penalty: 2832.341309 Iteration 24Q: 3 clusters Score -621580.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -621651.250000 Penalty: 2832.341309 Iteration 25Q: 3 clusters Score -621651.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -621701.500000 Penalty: 2832.341309 Iteration 26Q: 3 clusters Score -621701.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -621747.125000 Penalty: 2832.341309 Iteration 27Q: 3 clusters Score -621747.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -621782.125000 Penalty: 2832.341309 Iteration 28Q: 3 clusters Score -621782.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -621815.000000 Penalty: 2832.341309 Iteration 29Q: 3 clusters Score -621815 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -621837.000000 Penalty: 2832.341309 Iteration 30Q: 3 clusters Score -621837 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -621848.812500 Penalty: 2832.341309 Iteration 31Q: 3 clusters Score -621848.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -621855.875000 Penalty: 2832.341309 Iteration 32Q: 3 clusters Score -621855.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -621861.562500 Penalty: 2832.341309 Iteration 33Q: 3 clusters Score -621861.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -621866.312500 Penalty: 2832.341309 Iteration 34Q: 3 clusters Score -621866.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -621866.312500 Penalty: 2832.341309 Iteration 35F: 3 clusters Score -621866.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Entering Unmasked Estep Score: -580893.375000 Penalty: 1407.291382 Iteration 0F: 2 clusters Score -580893.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -576435.875000 Penalty: 2814.582764 Iteration 0F: 3 clusters Score -576435.9 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -577795.125000 Penalty: 2814.582764 Iteration 1F: 3 clusters Score -577795.1 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -577989.875000 Penalty: 2814.582764 Iteration 2F: 3 clusters Score -577989.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -578120.625000 Penalty: 2814.582764 Iteration 3Q: 3 clusters Score -578120.6 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -578238.562500 Penalty: 2814.582764 Iteration 4Q: 3 clusters Score -578238.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -578339.437500 Penalty: 2814.582764 Iteration 5Q: 3 clusters Score -578339.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -578438.125000 Penalty: 2814.582764 Iteration 6Q: 3 clusters Score -578438.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -578533.500000 Penalty: 2814.582764 Iteration 7Q: 3 clusters Score -578533.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -578624.500000 Penalty: 2814.582764 Iteration 8Q: 3 clusters Score -578624.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -578692.375000 Penalty: 2814.582764 Iteration 9Q: 3 clusters Score -578692.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -578759.500000 Penalty: 2814.582764 Iteration 10Q: 3 clusters Score -578759.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -578820.812500 Penalty: 2814.582764 Iteration 11Q: 3 clusters Score -578820.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -578887.375000 Penalty: 2814.582764 Iteration 12Q: 3 clusters Score -578887.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -578943.250000 Penalty: 2814.582764 Iteration 13Q: 3 clusters Score -578943.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -578995.937500 Penalty: 2814.582764 Iteration 14Q: 3 clusters Score -578995.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -579039.687500 Penalty: 2814.582764 Iteration 15Q: 3 clusters Score -579039.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -579081.437500 Penalty: 2814.582764 Iteration 16Q: 3 clusters Score -579081.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -579125.750000 Penalty: 2814.582764 Iteration 17Q: 3 clusters Score -579125.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -579163.250000 Penalty: 2814.582764 Iteration 18Q: 3 clusters Score -579163.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -579202.250000 Penalty: 2814.582764 Iteration 19Q: 3 clusters Score -579202.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -579256.437500 Penalty: 2814.582764 Iteration 20F: 3 clusters Score -579256.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -579316.187500 Penalty: 2814.582764 Iteration 21Q: 3 clusters Score -579316.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -579381.812500 Penalty: 2814.582764 Iteration 22Q: 3 clusters Score -579381.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -579430.687500 Penalty: 2814.582764 Iteration 23Q: 3 clusters Score -579430.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -579488.062500 Penalty: 2814.582764 Iteration 24Q: 3 clusters Score -579488.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -579532.812500 Penalty: 2814.582764 Iteration 25Q: 3 clusters Score -579532.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -579560.062500 Penalty: 2814.582764 Iteration 26Q: 3 clusters Score -579560.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -579593.875000 Penalty: 2814.582764 Iteration 27Q: 3 clusters Score -579593.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -579622.687500 Penalty: 2814.582764 Iteration 28Q: 3 clusters Score -579622.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -579641.937500 Penalty: 2814.582764 Iteration 29Q: 3 clusters Score -579641.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -579659.312500 Penalty: 2814.582764 Iteration 30Q: 3 clusters Score -579659.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -579685.750000 Penalty: 2814.582764 Iteration 31Q: 3 clusters Score -579685.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -579702.312500 Penalty: 2814.582764 Iteration 32Q: 3 clusters Score -579702.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -579717.875000 Penalty: 2814.582764 Iteration 33Q: 3 clusters Score -579717.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -579728.750000 Penalty: 2814.582764 Iteration 34Q: 3 clusters Score -579728.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -579737.500000 Penalty: 2814.582764 Iteration 35Q: 3 clusters Score -579737.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -579743.687500 Penalty: 2814.582764 Iteration 36Q: 3 clusters Score -579743.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -579751.000000 Penalty: 2814.582764 Iteration 37Q: 3 clusters Score -579751 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -579757.375000 Penalty: 2814.582764 Iteration 38Q: 3 clusters Score -579757.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -579764.000000 Penalty: 2814.582764 Iteration 39Q: 3 clusters Score -579764 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -579767.812500 Penalty: 2814.582764 Iteration 40F: 3 clusters Score -579767.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -579768.750000 Penalty: 2814.582764 Iteration 41Q: 3 clusters Score -579768.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -579769.250000 Penalty: 2814.582764 Iteration 42Q: 3 clusters Score -579769.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -579769.250000 Penalty: 2814.582764 Iteration 43F: 3 clusters Score -579769.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Entering Unmasked Estep Score: -581348.875000 Penalty: 1406.104004 Iteration 0F: 2 clusters Score -581348.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -576899.625000 Penalty: 2812.208008 Iteration 0F: 3 clusters Score -576899.6 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -578118.687500 Penalty: 2812.208008 Iteration 1F: 3 clusters Score -578118.7 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -578300.562500 Penalty: 2812.208008 Iteration 2F: 3 clusters Score -578300.6 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -578427.187500 Penalty: 2812.208008 Iteration 3F: 3 clusters Score -578427.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -578527.625000 Penalty: 2812.208008 Iteration 4Q: 3 clusters Score -578527.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -578607.562500 Penalty: 2812.208008 Iteration 5Q: 3 clusters Score -578607.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -578667.750000 Penalty: 2812.208008 Iteration 6Q: 3 clusters Score -578667.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -578741.875000 Penalty: 2812.208008 Iteration 7Q: 3 clusters Score -578741.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -578810.750000 Penalty: 2812.208008 Iteration 8Q: 3 clusters Score -578810.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -578881.687500 Penalty: 2812.208008 Iteration 9Q: 3 clusters Score -578881.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -578953.687500 Penalty: 2812.208008 Iteration 10Q: 3 clusters Score -578953.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -579026.312500 Penalty: 2812.208008 Iteration 11Q: 3 clusters Score -579026.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -579120.500000 Penalty: 2812.208008 Iteration 12Q: 3 clusters Score -579120.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -579232.375000 Penalty: 2812.208008 Iteration 13Q: 3 clusters Score -579232.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -579366.687500 Penalty: 2812.208008 Iteration 14Q: 3 clusters Score -579366.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -579517.687500 Penalty: 2812.208008 Iteration 15Q: 3 clusters Score -579517.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -579677.187500 Penalty: 2812.208008 Iteration 16Q: 3 clusters Score -579677.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -579785.250000 Penalty: 2812.208008 Iteration 17Q: 3 clusters Score -579785.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -579882.750000 Penalty: 2812.208008 Iteration 18Q: 3 clusters Score -579882.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -579949.875000 Penalty: 2812.208008 Iteration 19Q: 3 clusters Score -579949.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -579996.375000 Penalty: 2812.208008 Iteration 20F: 3 clusters Score -579996.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -580019.437500 Penalty: 2812.208008 Iteration 21Q: 3 clusters Score -580019.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -580040.000000 Penalty: 2812.208008 Iteration 22Q: 3 clusters Score -580040 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -580052.875000 Penalty: 2812.208008 Iteration 23Q: 3 clusters Score -580052.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -580067.625000 Penalty: 2812.208008 Iteration 24Q: 3 clusters Score -580067.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -580079.250000 Penalty: 2812.208008 Iteration 25Q: 3 clusters Score -580079.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -580091.312500 Penalty: 2812.208008 Iteration 26Q: 3 clusters Score -580091.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -580096.812500 Penalty: 2812.208008 Iteration 27Q: 3 clusters Score -580096.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -580106.000000 Penalty: 2812.208008 Iteration 28Q: 3 clusters Score -580106 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -580114.625000 Penalty: 2812.208008 Iteration 29Q: 3 clusters Score -580114.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -580122.500000 Penalty: 2812.208008 Iteration 30Q: 3 clusters Score -580122.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -580131.375000 Penalty: 2812.208008 Iteration 31Q: 3 clusters Score -580131.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -580138.625000 Penalty: 2812.208008 Iteration 32Q: 3 clusters Score -580138.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -580142.500000 Penalty: 2812.208008 Iteration 33Q: 3 clusters Score -580142.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -580144.437500 Penalty: 2812.208008 Iteration 34Q: 3 clusters Score -580144.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -580145.937500 Penalty: 2812.208008 Iteration 35Q: 3 clusters Score -580145.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -580147.000000 Penalty: 2812.208008 Iteration 36Q: 3 clusters Score -580147 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -580147.437500 Penalty: 2812.208008 Iteration 37Q: 3 clusters Score -580147.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -580147.875000 Penalty: 2812.208008 Iteration 38Q: 3 clusters Score -580147.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -580147.875000 Penalty: 2812.208008 Iteration 39F: 3 clusters Score -580147.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Entering Unmasked Estep Score: -218918.484375 Penalty: 1252.324585 Iteration 0F: 2 clusters Score -218918.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -216695.156250 Penalty: 2504.649170 Iteration 0F: 3 clusters Score -216695.2 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -217143.093750 Penalty: 2504.649170 Iteration 1F: 3 clusters Score -217143.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -217261.921875 Penalty: 2504.649170 Iteration 2F: 3 clusters Score -217261.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -217335.859375 Penalty: 2504.649170 Iteration 3Q: 3 clusters Score -217335.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -217395.187500 Penalty: 2504.649170 Iteration 4Q: 3 clusters Score -217395.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -217448.187500 Penalty: 2504.649170 Iteration 5Q: 3 clusters Score -217448.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -217482.843750 Penalty: 2504.649170 Iteration 6Q: 3 clusters Score -217482.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -217511.890625 Penalty: 2504.649170 Iteration 7Q: 3 clusters Score -217511.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -217528.828125 Penalty: 2504.649170 Iteration 8Q: 3 clusters Score -217528.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -217536.703125 Penalty: 2504.649170 Iteration 9Q: 3 clusters Score -217536.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -217542.765625 Penalty: 2504.649170 Iteration 10Q: 3 clusters Score -217542.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -217547.484375 Penalty: 2504.649170 Iteration 11Q: 3 clusters Score -217547.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -217552.328125 Penalty: 2504.649170 Iteration 12Q: 3 clusters Score -217552.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -217558.765625 Penalty: 2504.649170 Iteration 13Q: 3 clusters Score -217558.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -217568.328125 Penalty: 2504.649170 Iteration 14Q: 3 clusters Score -217568.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -217574.765625 Penalty: 2504.649170 Iteration 15Q: 3 clusters Score -217574.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -217580.359375 Penalty: 2504.649170 Iteration 16Q: 3 clusters Score -217580.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -217585.515625 Penalty: 2504.649170 Iteration 17Q: 3 clusters Score -217585.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -217589.968750 Penalty: 2504.649170 Iteration 18Q: 3 clusters Score -217590 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -217591.578125 Penalty: 2504.649170 Iteration 19Q: 3 clusters Score -217591.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -217593.312500 Penalty: 2504.649170 Iteration 20F: 3 clusters Score -217593.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -217594.859375 Penalty: 2504.649170 Iteration 21Q: 3 clusters Score -217594.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -217595.953125 Penalty: 2504.649170 Iteration 22Q: 3 clusters Score -217596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -217597.734375 Penalty: 2504.649170 Iteration 23Q: 3 clusters Score -217597.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -217598.390625 Penalty: 2504.649170 Iteration 24Q: 3 clusters Score -217598.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -217598.546875 Penalty: 2504.649170 Iteration 25Q: 3 clusters Score -217598.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -217598.546875 Penalty: 2504.649170 Iteration 26F: 3 clusters Score -217598.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Entering Unmasked Estep Score: -57370.460938 Penalty: 1047.429443 Iteration 0F: 2 clusters Score -57370.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -56223.976562 Penalty: 2094.858887 Iteration 0F: 3 clusters Score -56223.98 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -56450.152344 Penalty: 2094.858887 Iteration 1F: 3 clusters Score -56450.15 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -56544.644531 Penalty: 2094.858887 Iteration 2F: 3 clusters Score -56544.64 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -56646.480469 Penalty: 2094.858887 Iteration 3F: 3 clusters Score -56646.48 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -56860.609375 Penalty: 2094.858887 Iteration 4F: 3 clusters Score -56860.61 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -57046.542969 Penalty: 2094.858887 Iteration 5F: 3 clusters Score -57046.54 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -57185.855469 Penalty: 2094.858887 Iteration 6F: 3 clusters Score -57185.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -57257.382812 Penalty: 2094.858887 Iteration 7Q: 3 clusters Score -57257.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -57306.968750 Penalty: 2094.858887 Iteration 8Q: 3 clusters Score -57306.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -57325.628906 Penalty: 2094.858887 Iteration 9Q: 3 clusters Score -57325.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -57334.253906 Penalty: 2094.858887 Iteration 10Q: 3 clusters Score -57334.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -57335.609375 Penalty: 2094.858887 Iteration 11Q: 3 clusters Score -57335.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -57338.585938 Penalty: 2094.858887 Iteration 12Q: 3 clusters Score -57338.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -57339.238281 Penalty: 2094.858887 Iteration 13Q: 3 clusters Score -57339.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -57339.238281 Penalty: 2094.858887 Iteration 14F: 3 clusters Score -57339.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (13562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13562 members Entering Unmasked Estep Score: -1389508.875000 Penalty: 1546.191895 Iteration 0F: 2 clusters Score -1389509 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -1380044.000000 Penalty: 3092.383789 Iteration 0F: 3 clusters Score -1380044 nChanged 5953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -1383242.875000 Penalty: 3092.383789 Iteration 1F: 3 clusters Score -1383243 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -1383575.625000 Penalty: 3092.383789 Iteration 2F: 3 clusters Score -1383576 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -1383900.625000 Penalty: 3092.383789 Iteration 3F: 3 clusters Score -1383901 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -1384202.375000 Penalty: 3092.383789 Iteration 4F: 3 clusters Score -1384202 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -1384495.125000 Penalty: 3092.383789 Iteration 5Q: 3 clusters Score -1384495 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 8808 members Entering Unmasked Estep Score: -1384792.125000 Penalty: 3092.383789 Iteration 6Q: 3 clusters Score -1384792 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -1385126.500000 Penalty: 3092.383789 Iteration 7Q: 3 clusters Score -1385126 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 9950 members Entering Unmasked Estep Score: -1385553.375000 Penalty: 3092.383789 Iteration 8Q: 3 clusters Score -1385553 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 10619 members Entering Unmasked Estep Score: -1386044.375000 Penalty: 3092.383789 Iteration 9F: 3 clusters Score -1386044 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 11248 members Entering Unmasked Estep Score: -1386537.625000 Penalty: 3092.383789 Iteration 10Q: 3 clusters Score -1386538 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -1386994.000000 Penalty: 3092.383789 Iteration 11Q: 3 clusters Score -1386994 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 12273 members Entering Unmasked Estep Score: -1387376.250000 Penalty: 3092.383789 Iteration 12Q: 3 clusters Score -1387376 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 12628 members Entering Unmasked Estep Score: -1387702.000000 Penalty: 3092.383789 Iteration 13Q: 3 clusters Score -1387702 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -1387900.125000 Penalty: 3092.383789 Iteration 14Q: 3 clusters Score -1387900 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 13002 members Entering Unmasked Estep Score: -1388015.000000 Penalty: 3092.383789 Iteration 15Q: 3 clusters Score -1388015 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 13069 members Entering Unmasked Estep Score: -1388069.000000 Penalty: 3092.383789 Iteration 16Q: 3 clusters Score -1388069 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -1388108.250000 Penalty: 3092.383789 Iteration 17Q: 3 clusters Score -1388108 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 13147 members Entering Unmasked Estep Score: -1388131.875000 Penalty: 3092.383789 Iteration 18Q: 3 clusters Score -1388132 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 13171 members Entering Unmasked Estep Score: -1388149.375000 Penalty: 3092.383789 Iteration 19Q: 3 clusters Score -1388149 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -1388165.500000 Penalty: 3092.383789 Iteration 20F: 3 clusters Score -1388166 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 13201 members Entering Unmasked Estep Score: -1388174.750000 Penalty: 3092.383789 Iteration 21Q: 3 clusters Score -1388175 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 13206 members Entering Unmasked Estep Score: -1388179.875000 Penalty: 3092.383789 Iteration 22Q: 3 clusters Score -1388180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 13208 members Entering Unmasked Estep Score: -1388179.875000 Penalty: 3092.383789 Iteration 23Q: 3 clusters Score -1388180 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 13211 members Entering Unmasked Estep Score: -1388182.875000 Penalty: 3092.383789 Iteration 24Q: 3 clusters Score -1388183 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 13213 members Entering Unmasked Estep Score: -1388183.250000 Penalty: 3092.383789 Iteration 25Q: 3 clusters Score -1388183 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 13215 members Entering Unmasked Estep Score: -1388184.250000 Penalty: 3092.383789 Iteration 26Q: 3 clusters Score -1388184 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -1388185.000000 Penalty: 3092.383789 Iteration 27Q: 3 clusters Score -1388185 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 13219 members Entering Unmasked Estep Score: -1388188.625000 Penalty: 3092.383789 Iteration 28Q: 3 clusters Score -1388189 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -1388190.625000 Penalty: 3092.383789 Iteration 29Q: 3 clusters Score -1388191 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 13224 members Entering Unmasked Estep Score: -1388194.250000 Penalty: 3092.383789 Iteration 30Q: 3 clusters Score -1388194 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 13229 members Entering Unmasked Estep Score: -1388194.125000 Penalty: 3092.383789 Iteration 31Q: 3 clusters Score -1388194 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 13231 members Entering Unmasked Estep Score: -1388196.375000 Penalty: 3092.383789 Iteration 32Q: 3 clusters Score -1388196 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 13236 members Entering Unmasked Estep Score: -1388197.125000 Penalty: 3092.383789 Iteration 33Q: 3 clusters Score -1388197 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 13242 members Entering Unmasked Estep Score: -1388208.875000 Penalty: 3092.383789 Iteration 34Q: 3 clusters Score -1388209 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 13248 members Entering Unmasked Estep Score: -1388213.500000 Penalty: 3092.383789 Iteration 35Q: 3 clusters Score -1388214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 13251 members Entering Unmasked Estep Score: -1388216.875000 Penalty: 3092.383789 Iteration 36Q: 3 clusters Score -1388217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 13252 members Entering Unmasked Estep Score: -1388216.125000 Penalty: 3092.383789 Iteration 37Q: 3 clusters Score -1388216 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 13252 members Entering Unmasked Estep Score: -1388216.125000 Penalty: 3092.383789 Iteration 38F: 3 clusters Score -1388216 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Entering Unmasked Estep Score: -352078.781250 Penalty: 1331.112793 Iteration 0F: 2 clusters Score -352078.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -348987.968750 Penalty: 2662.225586 Iteration 0F: 3 clusters Score -348988 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -349790.000000 Penalty: 2662.225586 Iteration 1F: 3 clusters Score -349790 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -349981.281250 Penalty: 2662.225586 Iteration 2F: 3 clusters Score -349981.3 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -350123.437500 Penalty: 2662.225586 Iteration 3F: 3 clusters Score -350123.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -350261.718750 Penalty: 2662.225586 Iteration 4F: 3 clusters Score -350261.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -350383.156250 Penalty: 2662.225586 Iteration 5Q: 3 clusters Score -350383.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -350484.843750 Penalty: 2662.225586 Iteration 6Q: 3 clusters Score -350484.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -350594.968750 Penalty: 2662.225586 Iteration 7Q: 3 clusters Score -350595 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -350656.500000 Penalty: 2662.225586 Iteration 8Q: 3 clusters Score -350656.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -350706.125000 Penalty: 2662.225586 Iteration 9Q: 3 clusters Score -350706.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -350770.968750 Penalty: 2662.225586 Iteration 10Q: 3 clusters Score -350771 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -350856.593750 Penalty: 2662.225586 Iteration 11Q: 3 clusters Score -350856.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -350922.375000 Penalty: 2662.225586 Iteration 12Q: 3 clusters Score -350922.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -350973.562500 Penalty: 2662.225586 Iteration 13Q: 3 clusters Score -350973.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -351007.656250 Penalty: 2662.225586 Iteration 14Q: 3 clusters Score -351007.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -351050.312500 Penalty: 2662.225586 Iteration 15Q: 3 clusters Score -351050.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -351078.718750 Penalty: 2662.225586 Iteration 16Q: 3 clusters Score -351078.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -351095.562500 Penalty: 2662.225586 Iteration 17Q: 3 clusters Score -351095.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -351110.937500 Penalty: 2662.225586 Iteration 18Q: 3 clusters Score -351110.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -351121.062500 Penalty: 2662.225586 Iteration 19Q: 3 clusters Score -351121.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -351129.218750 Penalty: 2662.225586 Iteration 20F: 3 clusters Score -351129.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -351134.875000 Penalty: 2662.225586 Iteration 21Q: 3 clusters Score -351134.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -351138.937500 Penalty: 2662.225586 Iteration 22Q: 3 clusters Score -351138.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -351142.218750 Penalty: 2662.225586 Iteration 23Q: 3 clusters Score -351142.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -351145.562500 Penalty: 2662.225586 Iteration 24Q: 3 clusters Score -351145.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -351148.687500 Penalty: 2662.225586 Iteration 25Q: 3 clusters Score -351148.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -351150.156250 Penalty: 2662.225586 Iteration 26Q: 3 clusters Score -351150.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -351151.000000 Penalty: 2662.225586 Iteration 27Q: 3 clusters Score -351151 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -351152.468750 Penalty: 2662.225586 Iteration 28Q: 3 clusters Score -351152.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -351152.562500 Penalty: 2662.225586 Iteration 29Q: 3 clusters Score -351152.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -351152.562500 Penalty: 2662.225586 Iteration 30F: 3 clusters Score -351152.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Entering Unmasked Estep Score: -9780.360352 Penalty: 763.828064 Iteration 0F: 2 clusters Score -9780.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -9185.477539 Penalty: 1527.656128 Iteration 0F: 3 clusters Score -9185.478 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -9218.120117 Penalty: 1527.656128 Iteration 1F: 3 clusters Score -9218.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Entering Unmasked Estep Score: -462596.750000 Penalty: 1370.564941 Iteration 0F: 2 clusters Score -462596.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -458828.781250 Penalty: 2741.129883 Iteration 0F: 3 clusters Score -458828.8 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -459905.781250 Penalty: 2741.129883 Iteration 1F: 3 clusters Score -459905.8 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -460075.562500 Penalty: 2741.129883 Iteration 2F: 3 clusters Score -460075.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -460184.062500 Penalty: 2741.129883 Iteration 3Q: 3 clusters Score -460184.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -460287.125000 Penalty: 2741.129883 Iteration 4Q: 3 clusters Score -460287.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -460371.718750 Penalty: 2741.129883 Iteration 5Q: 3 clusters Score -460371.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -460455.250000 Penalty: 2741.129883 Iteration 6Q: 3 clusters Score -460455.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -460535.156250 Penalty: 2741.129883 Iteration 7Q: 3 clusters Score -460535.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -460603.562500 Penalty: 2741.129883 Iteration 8Q: 3 clusters Score -460603.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -460661.906250 Penalty: 2741.129883 Iteration 9Q: 3 clusters Score -460661.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -460723.656250 Penalty: 2741.129883 Iteration 10Q: 3 clusters Score -460723.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -460784.500000 Penalty: 2741.129883 Iteration 11Q: 3 clusters Score -460784.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -460857.468750 Penalty: 2741.129883 Iteration 12Q: 3 clusters Score -460857.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -460927.156250 Penalty: 2741.129883 Iteration 13Q: 3 clusters Score -460927.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -460989.937500 Penalty: 2741.129883 Iteration 14Q: 3 clusters Score -460989.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -461051.187500 Penalty: 2741.129883 Iteration 15Q: 3 clusters Score -461051.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -461117.750000 Penalty: 2741.129883 Iteration 16Q: 3 clusters Score -461117.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -461175.968750 Penalty: 2741.129883 Iteration 17Q: 3 clusters Score -461176 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -461241.843750 Penalty: 2741.129883 Iteration 18Q: 3 clusters Score -461241.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -461297.781250 Penalty: 2741.129883 Iteration 19Q: 3 clusters Score -461297.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -461339.781250 Penalty: 2741.129883 Iteration 20F: 3 clusters Score -461339.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -461371.687500 Penalty: 2741.129883 Iteration 21Q: 3 clusters Score -461371.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -461404.812500 Penalty: 2741.129883 Iteration 22Q: 3 clusters Score -461404.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -461428.937500 Penalty: 2741.129883 Iteration 23Q: 3 clusters Score -461428.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -461450.531250 Penalty: 2741.129883 Iteration 24Q: 3 clusters Score -461450.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -461475.125000 Penalty: 2741.129883 Iteration 25Q: 3 clusters Score -461475.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -461498.218750 Penalty: 2741.129883 Iteration 26Q: 3 clusters Score -461498.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -461517.875000 Penalty: 2741.129883 Iteration 27Q: 3 clusters Score -461517.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -461530.343750 Penalty: 2741.129883 Iteration 28Q: 3 clusters Score -461530.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -461543.000000 Penalty: 2741.129883 Iteration 29Q: 3 clusters Score -461543 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -461550.125000 Penalty: 2741.129883 Iteration 30Q: 3 clusters Score -461550.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -461553.312500 Penalty: 2741.129883 Iteration 31Q: 3 clusters Score -461553.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -461556.125000 Penalty: 2741.129883 Iteration 32Q: 3 clusters Score -461556.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -461558.812500 Penalty: 2741.129883 Iteration 33Q: 3 clusters Score -461558.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -461560.343750 Penalty: 2741.129883 Iteration 34Q: 3 clusters Score -461560.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -461561.093750 Penalty: 2741.129883 Iteration 35Q: 3 clusters Score -461561.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -461561.468750 Penalty: 2741.129883 Iteration 36Q: 3 clusters Score -461561.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -461561.468750 Penalty: 2741.129883 Iteration 37F: 3 clusters Score -461561.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (17043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17043 members Entering Unmasked Estep Score: -1639089.250000 Penalty: 1583.317993 Iteration 0F: 2 clusters Score -1639089 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 8532 members Entering Unmasked Estep Score: -1627379.875000 Penalty: 3166.635986 Iteration 0F: 3 clusters Score -1627380 nChanged 7588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 8506 members Entering Unmasked Estep Score: -1631454.000000 Penalty: 3166.635986 Iteration 1F: 3 clusters Score -1631454 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -1631693.875000 Penalty: 3166.635986 Iteration 2Q: 3 clusters Score -1631694 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8435 members Mstep: Class 2 contains 8608 members Entering Unmasked Estep Score: -1631896.750000 Penalty: 3166.635986 Iteration 3Q: 3 clusters Score -1631897 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -1632066.125000 Penalty: 3166.635986 Iteration 4Q: 3 clusters Score -1632066 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 8814 members Entering Unmasked Estep Score: -1632221.500000 Penalty: 3166.635986 Iteration 5Q: 3 clusters Score -1632222 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 8990 members Entering Unmasked Estep Score: -1632354.375000 Penalty: 3166.635986 Iteration 6Q: 3 clusters Score -1632354 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 9207 members Entering Unmasked Estep Score: -1632483.500000 Penalty: 3166.635986 Iteration 7Q: 3 clusters Score -1632484 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -1632613.750000 Penalty: 3166.635986 Iteration 8Q: 3 clusters Score -1632614 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 9879 members Entering Unmasked Estep Score: -1632764.000000 Penalty: 3166.635986 Iteration 9Q: 3 clusters Score -1632764 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -1633000.750000 Penalty: 3166.635986 Iteration 10Q: 3 clusters Score -1633001 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 11042 members Entering Unmasked Estep Score: -1633315.500000 Penalty: 3166.635986 Iteration 11Q: 3 clusters Score -1633316 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -1633755.125000 Penalty: 3166.635986 Iteration 12Q: 3 clusters Score -1633755 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -1634345.625000 Penalty: 3166.635986 Iteration 13F: 3 clusters Score -1634346 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 13723 members Entering Unmasked Estep Score: -1635078.875000 Penalty: 3166.635986 Iteration 14F: 3 clusters Score -1635079 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -1635858.375000 Penalty: 3166.635986 Iteration 15F: 3 clusters Score -1635858 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 15472 members Entering Unmasked Estep Score: -1636524.750000 Penalty: 3166.635986 Iteration 16Q: 3 clusters Score -1636525 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 16030 members Entering Unmasked Estep Score: -1637001.000000 Penalty: 3166.635986 Iteration 17Q: 3 clusters Score -1637001 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 16347 members Entering Unmasked Estep Score: -1637254.750000 Penalty: 3166.635986 Iteration 18Q: 3 clusters Score -1637255 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 16520 members Entering Unmasked Estep Score: -1637417.250000 Penalty: 3166.635986 Iteration 19Q: 3 clusters Score -1637417 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 16637 members Entering Unmasked Estep Score: -1637536.500000 Penalty: 3166.635986 Iteration 20F: 3 clusters Score -1637536 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 16707 members Entering Unmasked Estep Score: -1637607.000000 Penalty: 3166.635986 Iteration 21Q: 3 clusters Score -1637607 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 16744 members Entering Unmasked Estep Score: -1637645.250000 Penalty: 3166.635986 Iteration 22Q: 3 clusters Score -1637645 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 16758 members Entering Unmasked Estep Score: -1637664.125000 Penalty: 3166.635986 Iteration 23Q: 3 clusters Score -1637664 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 16768 members Entering Unmasked Estep Score: -1637673.750000 Penalty: 3166.635986 Iteration 24Q: 3 clusters Score -1637674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 16774 members Entering Unmasked Estep Score: -1637677.375000 Penalty: 3166.635986 Iteration 25Q: 3 clusters Score -1637677 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 16777 members Entering Unmasked Estep Score: -1637681.000000 Penalty: 3166.635986 Iteration 26Q: 3 clusters Score -1637681 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 16783 members Entering Unmasked Estep Score: -1637694.500000 Penalty: 3166.635986 Iteration 27Q: 3 clusters Score -1637694 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 16790 members Entering Unmasked Estep Score: -1637701.875000 Penalty: 3166.635986 Iteration 28Q: 3 clusters Score -1637702 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 16796 members Entering Unmasked Estep Score: -1637704.500000 Penalty: 3166.635986 Iteration 29Q: 3 clusters Score -1637704 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 16802 members Entering Unmasked Estep Score: -1637709.750000 Penalty: 3166.635986 Iteration 30Q: 3 clusters Score -1637710 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 16804 members Entering Unmasked Estep Score: -1637711.750000 Penalty: 3166.635986 Iteration 31Q: 3 clusters Score -1637712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 16805 members Entering Unmasked Estep Score: -1637712.125000 Penalty: 3166.635986 Iteration 32Q: 3 clusters Score -1637712 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 16808 members Entering Unmasked Estep Score: -1637718.000000 Penalty: 3166.635986 Iteration 33Q: 3 clusters Score -1637718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 16809 members Entering Unmasked Estep Score: -1637720.000000 Penalty: 3166.635986 Iteration 34Q: 3 clusters Score -1637720 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 16810 members Entering Unmasked Estep Score: -1637719.750000 Penalty: 3166.635986 Iteration 35Q: 3 clusters Score -1637720 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 16811 members Entering Unmasked Estep Score: -1637721.500000 Penalty: 3166.635986 Iteration 36Q: 3 clusters Score -1637722 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 16811 members Entering Unmasked Estep Score: -1637721.500000 Penalty: 3166.635986 Iteration 37F: 3 clusters Score -1637722 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1136 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Entering Unmasked Estep Score: -109023.062500 Penalty: 1143.231201 Iteration 0F: 2 clusters Score -109023.1 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 597 members Entering Unmasked Estep Score: -107494.523438 Penalty: 2286.462402 Iteration 0F: 3 clusters Score -107494.5 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -107770.125000 Penalty: 2286.462402 Iteration 1F: 3 clusters Score -107770.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -107846.570312 Penalty: 2286.462402 Iteration 2F: 3 clusters Score -107846.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -107896.718750 Penalty: 2286.462402 Iteration 3Q: 3 clusters Score -107896.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -107950.210938 Penalty: 2286.462402 Iteration 4Q: 3 clusters Score -107950.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -107999.265625 Penalty: 2286.462402 Iteration 5Q: 3 clusters Score -107999.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -108042.578125 Penalty: 2286.462402 Iteration 6Q: 3 clusters Score -108042.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -108075.320312 Penalty: 2286.462402 Iteration 7Q: 3 clusters Score -108075.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -108102.679688 Penalty: 2286.462402 Iteration 8Q: 3 clusters Score -108102.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -108123.296875 Penalty: 2286.462402 Iteration 9Q: 3 clusters Score -108123.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -108141.273438 Penalty: 2286.462402 Iteration 10Q: 3 clusters Score -108141.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -108151.031250 Penalty: 2286.462402 Iteration 11Q: 3 clusters Score -108151 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -108157.835938 Penalty: 2286.462402 Iteration 12Q: 3 clusters Score -108157.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -108177.437500 Penalty: 2286.462402 Iteration 13Q: 3 clusters Score -108177.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -108190.015625 Penalty: 2286.462402 Iteration 14Q: 3 clusters Score -108190 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -108200.281250 Penalty: 2286.462402 Iteration 15Q: 3 clusters Score -108200.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -108213.039062 Penalty: 2286.462402 Iteration 16Q: 3 clusters Score -108213 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -108228.937500 Penalty: 2286.462402 Iteration 17Q: 3 clusters Score -108228.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -108238.312500 Penalty: 2286.462402 Iteration 18Q: 3 clusters Score -108238.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -108242.898438 Penalty: 2286.462402 Iteration 19Q: 3 clusters Score -108242.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -108244.718750 Penalty: 2286.462402 Iteration 20F: 3 clusters Score -108244.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -108245.671875 Penalty: 2286.462402 Iteration 21Q: 3 clusters Score -108245.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -108246.070312 Penalty: 2286.462402 Iteration 22Q: 3 clusters Score -108246.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -108246.070312 Penalty: 2286.462402 Iteration 23F: 3 clusters Score -108246.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Entering Unmasked Estep Score: -80360.101562 Penalty: 1094.949829 Iteration 0F: 2 clusters Score -80360.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -79064.062500 Penalty: 2189.899658 Iteration 0F: 3 clusters Score -79064.06 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -79323.265625 Penalty: 2189.899658 Iteration 1F: 3 clusters Score -79323.27 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -79425.453125 Penalty: 2189.899658 Iteration 2F: 3 clusters Score -79425.45 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -79525.757812 Penalty: 2189.899658 Iteration 3F: 3 clusters Score -79525.76 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -79603.289062 Penalty: 2189.899658 Iteration 4F: 3 clusters Score -79603.29 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -79673.312500 Penalty: 2189.899658 Iteration 5Q: 3 clusters Score -79673.31 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -79728.023438 Penalty: 2189.899658 Iteration 6Q: 3 clusters Score -79728.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -79760.148438 Penalty: 2189.899658 Iteration 7Q: 3 clusters Score -79760.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -79787.445312 Penalty: 2189.899658 Iteration 8Q: 3 clusters Score -79787.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -79801.867188 Penalty: 2189.899658 Iteration 9Q: 3 clusters Score -79801.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -79819.609375 Penalty: 2189.899658 Iteration 10Q: 3 clusters Score -79819.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -79836.187500 Penalty: 2189.899658 Iteration 11Q: 3 clusters Score -79836.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -79844.851562 Penalty: 2189.899658 Iteration 12Q: 3 clusters Score -79844.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -79851.304688 Penalty: 2189.899658 Iteration 13Q: 3 clusters Score -79851.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -79862.968750 Penalty: 2189.899658 Iteration 14Q: 3 clusters Score -79862.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -79898.203125 Penalty: 2189.899658 Iteration 15Q: 3 clusters Score -79898.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -79919.445312 Penalty: 2189.899658 Iteration 16Q: 3 clusters Score -79919.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -79950.742188 Penalty: 2189.899658 Iteration 17Q: 3 clusters Score -79950.74 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -80038.070312 Penalty: 2189.899658 Iteration 18Q: 3 clusters Score -80038.07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -80137.968750 Penalty: 2189.899658 Iteration 19Q: 3 clusters Score -80137.97 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -80272.554688 Penalty: 2189.899658 Iteration 20F: 3 clusters Score -80272.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -80329.015625 Penalty: 2189.899658 Iteration 21Q: 3 clusters Score -80329.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -80341.265625 Penalty: 2189.899658 Iteration 22Q: 3 clusters Score -80341.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -80348.507812 Penalty: 2189.899658 Iteration 23Q: 3 clusters Score -80348.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -80349.343750 Penalty: 2189.899658 Iteration 24Q: 3 clusters Score -80349.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -80349.343750 Penalty: 2189.899658 Iteration 25F: 3 clusters Score -80349.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (5571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Entering Unmasked Estep Score: -563033.875000 Penalty: 1401.616089 Iteration 0F: 2 clusters Score -563033.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -558649.875000 Penalty: 2803.232178 Iteration 0F: 3 clusters Score -558649.9 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -559907.312500 Penalty: 2803.232178 Iteration 1F: 3 clusters Score -559907.3 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -560062.187500 Penalty: 2803.232178 Iteration 2F: 3 clusters Score -560062.2 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -560160.250000 Penalty: 2803.232178 Iteration 3Q: 3 clusters Score -560160.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -560228.250000 Penalty: 2803.232178 Iteration 4Q: 3 clusters Score -560228.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -560290.937500 Penalty: 2803.232178 Iteration 5Q: 3 clusters Score -560290.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -560338.750000 Penalty: 2803.232178 Iteration 6Q: 3 clusters Score -560338.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -560378.812500 Penalty: 2803.232178 Iteration 7Q: 3 clusters Score -560378.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -560420.562500 Penalty: 2803.232178 Iteration 8Q: 3 clusters Score -560420.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -560460.625000 Penalty: 2803.232178 Iteration 9Q: 3 clusters Score -560460.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -560492.750000 Penalty: 2803.232178 Iteration 10Q: 3 clusters Score -560492.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -560527.125000 Penalty: 2803.232178 Iteration 11Q: 3 clusters Score -560527.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -560564.062500 Penalty: 2803.232178 Iteration 12Q: 3 clusters Score -560564.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -560614.062500 Penalty: 2803.232178 Iteration 13Q: 3 clusters Score -560614.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -560678.062500 Penalty: 2803.232178 Iteration 14Q: 3 clusters Score -560678.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -560764.062500 Penalty: 2803.232178 Iteration 15Q: 3 clusters Score -560764.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -560869.187500 Penalty: 2803.232178 Iteration 16Q: 3 clusters Score -560869.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -560979.437500 Penalty: 2803.232178 Iteration 17Q: 3 clusters Score -560979.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -561071.312500 Penalty: 2803.232178 Iteration 18Q: 3 clusters Score -561071.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -561163.000000 Penalty: 2803.232178 Iteration 19Q: 3 clusters Score -561163 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -561254.937500 Penalty: 2803.232178 Iteration 20F: 3 clusters Score -561254.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -561333.125000 Penalty: 2803.232178 Iteration 21Q: 3 clusters Score -561333.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -561398.375000 Penalty: 2803.232178 Iteration 22Q: 3 clusters Score -561398.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -561458.562500 Penalty: 2803.232178 Iteration 23Q: 3 clusters Score -561458.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -561501.000000 Penalty: 2803.232178 Iteration 24Q: 3 clusters Score -561501 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -561528.125000 Penalty: 2803.232178 Iteration 25Q: 3 clusters Score -561528.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -561549.125000 Penalty: 2803.232178 Iteration 26Q: 3 clusters Score -561549.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -561570.562500 Penalty: 2803.232178 Iteration 27Q: 3 clusters Score -561570.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -561585.000000 Penalty: 2803.232178 Iteration 28Q: 3 clusters Score -561585 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -561601.437500 Penalty: 2803.232178 Iteration 29Q: 3 clusters Score -561601.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -561612.625000 Penalty: 2803.232178 Iteration 30Q: 3 clusters Score -561612.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -561622.750000 Penalty: 2803.232178 Iteration 31Q: 3 clusters Score -561622.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -561632.812500 Penalty: 2803.232178 Iteration 32Q: 3 clusters Score -561632.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -561638.875000 Penalty: 2803.232178 Iteration 33Q: 3 clusters Score -561638.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -561645.000000 Penalty: 2803.232178 Iteration 34Q: 3 clusters Score -561645 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -561655.562500 Penalty: 2803.232178 Iteration 35Q: 3 clusters Score -561655.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -561663.437500 Penalty: 2803.232178 Iteration 36Q: 3 clusters Score -561663.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -561668.875000 Penalty: 2803.232178 Iteration 37Q: 3 clusters Score -561668.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -561674.750000 Penalty: 2803.232178 Iteration 38Q: 3 clusters Score -561674.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -561683.250000 Penalty: 2803.232178 Iteration 39Q: 3 clusters Score -561683.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -561691.187500 Penalty: 2803.232178 Iteration 40F: 3 clusters Score -561691.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -561694.562500 Penalty: 2803.232178 Iteration 41Q: 3 clusters Score -561694.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -561706.812500 Penalty: 2803.232178 Iteration 42Q: 3 clusters Score -561706.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -561718.937500 Penalty: 2803.232178 Iteration 43Q: 3 clusters Score -561718.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -561729.125000 Penalty: 2803.232178 Iteration 44Q: 3 clusters Score -561729.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -561740.000000 Penalty: 2803.232178 Iteration 45Q: 3 clusters Score -561740 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -561745.437500 Penalty: 2803.232178 Iteration 46Q: 3 clusters Score -561745.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -561750.750000 Penalty: 2803.232178 Iteration 47Q: 3 clusters Score -561750.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -561755.750000 Penalty: 2803.232178 Iteration 48Q: 3 clusters Score -561755.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -561760.500000 Penalty: 2803.232178 Iteration 49Q: 3 clusters Score -561760.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -561763.687500 Penalty: 2803.232178 Iteration 50Q: 3 clusters Score -561763.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -561763.687500 Penalty: 2803.232178 Iteration 51F: 3 clusters Score -561763.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Entering Unmasked Estep Score: -364876.562500 Penalty: 1330.164673 Iteration 0F: 2 clusters Score -364876.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -361736.468750 Penalty: 2660.329346 Iteration 0F: 3 clusters Score -361736.5 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -362540.187500 Penalty: 2660.329346 Iteration 1F: 3 clusters Score -362540.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -362678.875000 Penalty: 2660.329346 Iteration 2F: 3 clusters Score -362678.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -362746.781250 Penalty: 2660.329346 Iteration 3Q: 3 clusters Score -362746.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -362785.437500 Penalty: 2660.329346 Iteration 4Q: 3 clusters Score -362785.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -362825.656250 Penalty: 2660.329346 Iteration 5Q: 3 clusters Score -362825.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -362855.406250 Penalty: 2660.329346 Iteration 6Q: 3 clusters Score -362855.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -362880.406250 Penalty: 2660.329346 Iteration 7Q: 3 clusters Score -362880.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -362901.468750 Penalty: 2660.329346 Iteration 8Q: 3 clusters Score -362901.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -362918.468750 Penalty: 2660.329346 Iteration 9Q: 3 clusters Score -362918.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -362929.812500 Penalty: 2660.329346 Iteration 10Q: 3 clusters Score -362929.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -362938.500000 Penalty: 2660.329346 Iteration 11Q: 3 clusters Score -362938.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -362944.750000 Penalty: 2660.329346 Iteration 12Q: 3 clusters Score -362944.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -362948.593750 Penalty: 2660.329346 Iteration 13Q: 3 clusters Score -362948.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -362953.375000 Penalty: 2660.329346 Iteration 14Q: 3 clusters Score -362953.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -362953.843750 Penalty: 2660.329346 Iteration 15Q: 3 clusters Score -362953.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -362956.000000 Penalty: 2660.329346 Iteration 16Q: 3 clusters Score -362956 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -362957.343750 Penalty: 2660.329346 Iteration 17Q: 3 clusters Score -362957.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -362960.968750 Penalty: 2660.329346 Iteration 18Q: 3 clusters Score -362961 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -362963.937500 Penalty: 2660.329346 Iteration 19Q: 3 clusters Score -362963.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -362967.062500 Penalty: 2660.329346 Iteration 20F: 3 clusters Score -362967.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -362967.875000 Penalty: 2660.329346 Iteration 21Q: 3 clusters Score -362967.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -362968.562500 Penalty: 2660.329346 Iteration 22Q: 3 clusters Score -362968.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -362968.781250 Penalty: 2660.329346 Iteration 23Q: 3 clusters Score -362968.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -362969.906250 Penalty: 2660.329346 Iteration 24Q: 3 clusters Score -362969.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -362970.312500 Penalty: 2660.329346 Iteration 25Q: 3 clusters Score -362970.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -362970.500000 Penalty: 2660.329346 Iteration 26Q: 3 clusters Score -362970.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -362970.500000 Penalty: 2660.329346 Iteration 27F: 3 clusters Score -362970.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 65851 members Mstep: Class 4 contains 5421 members Mstep: Class 5 contains 11697 members Mstep: Class 6 contains 4383 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 1593 members Mstep: Class 10 contains 18957 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 6093 members Mstep: Class 17 contains 5769 members Mstep: Class 18 contains 5727 members Mstep: Class 19 contains 2223 members Mstep: Class 20 contains 630 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4602 members Mstep: Class 25 contains 17043 members Mstep: Class 26 contains 1136 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 5571 members Mstep: Class 29 contains 3589 members Entering Unmasked Estep ConsiderDeletion Score: -22263852.000000 Penalty: 62220.078125 Iteration 159Q: 32 clusters Score -2.226385e+07 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35542 members Mstep: Class 2 contains 325 members Mstep: Class 3 contains 65799 members Mstep: Class 4 contains 5425 members Mstep: Class 5 contains 11690 members Mstep: Class 6 contains 4373 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3418 members Mstep: Class 9 contains 1764 members Mstep: Class 10 contains 18958 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2111 members Mstep: Class 15 contains 3407 members Mstep: Class 16 contains 6086 members Mstep: Class 17 contains 5769 members Mstep: Class 18 contains 5729 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 626 members Mstep: Class 21 contains 13562 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4603 members Mstep: Class 25 contains 16967 members Mstep: Class 26 contains 1133 members Mstep: Class 27 contains 831 members Mstep: Class 28 contains 5567 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 2043 members Mstep: Class 31 contains 379 members Entering Unmasked Estep ConsiderDeletion Score: -22264448.000000 Penalty: 62220.078125 Iteration 160F: 32 clusters Score -2.226445e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35148 members Mstep: Class 2 contains 325 members Mstep: Class 3 contains 65712 members Mstep: Class 4 contains 5428 members Mstep: Class 5 contains 11686 members Mstep: Class 6 contains 4414 members Mstep: Class 7 contains 464 members Mstep: Class 8 contains 3418 members Mstep: Class 9 contains 1887 members Mstep: Class 10 contains 18966 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2324 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 2111 members Mstep: Class 15 contains 3410 members Mstep: Class 16 contains 6073 members Mstep: Class 17 contains 5767 members Mstep: Class 18 contains 5727 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 624 members Mstep: Class 21 contains 13563 members Mstep: Class 22 contains 3611 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 16908 members Mstep: Class 26 contains 1130 members Mstep: Class 27 contains 829 members Mstep: Class 28 contains 5568 members Mstep: Class 29 contains 3596 members Mstep: Class 30 contains 2429 members Mstep: Class 31 contains 376 members Entering Unmasked Estep ConsiderDeletion Score: -22264902.000000 Penalty: 62220.078125 Iteration 161Q: 32 clusters Score -2.22649e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 34855 members Mstep: Class 2 contains 325 members Mstep: Class 3 contains 65617 members Mstep: Class 4 contains 5428 members Mstep: Class 5 contains 11675 members Mstep: Class 6 contains 4454 members Mstep: Class 7 contains 463 members Mstep: Class 8 contains 3418 members Mstep: Class 9 contains 1990 members Mstep: Class 10 contains 18974 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2326 members Mstep: Class 13 contains 1156 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3408 members Mstep: Class 16 contains 6064 members Mstep: Class 17 contains 5768 members Mstep: Class 18 contains 5726 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13564 members Mstep: Class 22 contains 3611 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 16872 members Mstep: Class 26 contains 1130 members Mstep: Class 27 contains 828 members Mstep: Class 28 contains 5574 members Mstep: Class 29 contains 3599 members Mstep: Class 30 contains 2717 members Mstep: Class 31 contains 375 members Entering Unmasked Estep ConsiderDeletion Score: -22265048.000000 Penalty: 62220.078125 Iteration 162Q: 32 clusters Score -2.226505e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 34624 members Mstep: Class 2 contains 325 members Mstep: Class 3 contains 65532 members Mstep: Class 4 contains 5429 members Mstep: Class 5 contains 11665 members Mstep: Class 6 contains 4493 members Mstep: Class 7 contains 459 members Mstep: Class 8 contains 3420 members Mstep: Class 9 contains 2074 members Mstep: Class 10 contains 18978 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2328 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 3405 members Mstep: Class 16 contains 6064 members Mstep: Class 17 contains 5762 members Mstep: Class 18 contains 5719 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13567 members Mstep: Class 22 contains 3612 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 16839 members Mstep: Class 26 contains 1129 members Mstep: Class 27 contains 829 members Mstep: Class 28 contains 5583 members Mstep: Class 29 contains 3603 members Mstep: Class 30 contains 2945 members Mstep: Class 31 contains 375 members Entering Unmasked Estep ConsiderDeletion Score: -22265150.000000 Penalty: 62220.078125 Iteration 163Q: 32 clusters Score -2.226515e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 34449 members Mstep: Class 2 contains 325 members Mstep: Class 3 contains 65453 members Mstep: Class 4 contains 5428 members Mstep: Class 5 contains 11655 members Mstep: Class 6 contains 4520 members Mstep: Class 7 contains 458 members Mstep: Class 8 contains 3421 members Mstep: Class 9 contains 2138 members Mstep: Class 10 contains 18987 members Mstep: Class 11 contains 1668 members Mstep: Class 12 contains 2327 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2111 members Mstep: Class 15 contains 3402 members Mstep: Class 16 contains 6063 members Mstep: Class 17 contains 5756 members Mstep: Class 18 contains 5717 members Mstep: Class 19 contains 2223 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13571 members Mstep: Class 22 contains 3612 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4608 members Mstep: Class 25 contains 16824 members Mstep: Class 26 contains 1128 members Mstep: Class 27 contains 832 members Mstep: Class 28 contains 5588 members Mstep: Class 29 contains 3602 members Mstep: Class 30 contains 3120 members Mstep: Class 31 contains 375 members Entering Unmasked Estep ConsiderDeletion Score: -22265374.000000 Penalty: 62220.078125 Iteration 164Q: 32 clusters Score -2.226537e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 34301 members Mstep: Class 2 contains 326 members Mstep: Class 3 contains 65385 members Mstep: Class 4 contains 5430 members Mstep: Class 5 contains 11645 members Mstep: Class 6 contains 4548 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 3422 members Mstep: Class 9 contains 2189 members Mstep: Class 10 contains 19001 members Mstep: Class 11 contains 1668 members Mstep: Class 12 contains 2329 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2111 members Mstep: Class 15 contains 3400 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5755 members Mstep: Class 18 contains 5716 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13571 members Mstep: Class 22 contains 3613 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4612 members Mstep: Class 25 contains 16804 members Mstep: Class 26 contains 1127 members Mstep: Class 27 contains 835 members Mstep: Class 28 contains 5593 members Mstep: Class 29 contains 3602 members Mstep: Class 30 contains 3264 members Mstep: Class 31 contains 375 members Entering Unmasked Estep ConsiderDeletion Score: -22265494.000000 Penalty: 62220.078125 Iteration 165Q: 32 clusters Score -2.226549e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 34186 members Mstep: Class 2 contains 326 members Mstep: Class 3 contains 65340 members Mstep: Class 4 contains 5433 members Mstep: Class 5 contains 11638 members Mstep: Class 6 contains 4565 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 2226 members Mstep: Class 10 contains 19014 members Mstep: Class 11 contains 1668 members Mstep: Class 12 contains 2332 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 3398 members Mstep: Class 16 contains 6058 members Mstep: Class 17 contains 5753 members Mstep: Class 18 contains 5715 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13572 members Mstep: Class 22 contains 3613 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4619 members Mstep: Class 25 contains 16788 members Mstep: Class 26 contains 1124 members Mstep: Class 27 contains 838 members Mstep: Class 28 contains 5595 members Mstep: Class 29 contains 3597 members Mstep: Class 30 contains 3378 members Mstep: Class 31 contains 374 members Entering Unmasked Estep ConsiderDeletion Score: -22265512.000000 Penalty: 62220.078125 Iteration 166Q: 32 clusters Score -2.226551e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 34100 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65296 members Mstep: Class 4 contains 5437 members Mstep: Class 5 contains 11637 members Mstep: Class 6 contains 4581 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2264 members Mstep: Class 10 contains 19027 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2334 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 3395 members Mstep: Class 16 contains 6056 members Mstep: Class 17 contains 5748 members Mstep: Class 18 contains 5711 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13573 members Mstep: Class 22 contains 3613 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4623 members Mstep: Class 25 contains 16776 members Mstep: Class 26 contains 1124 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 5598 members Mstep: Class 29 contains 3593 members Mstep: Class 30 contains 3462 members Mstep: Class 31 contains 371 members Entering Unmasked Estep ConsiderDeletion Score: -22265572.000000 Penalty: 62220.078125 Iteration 167Q: 32 clusters Score -2.226557e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 34036 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65258 members Mstep: Class 4 contains 5437 members Mstep: Class 5 contains 11633 members Mstep: Class 6 contains 4590 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2295 members Mstep: Class 10 contains 19031 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2333 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 3390 members Mstep: Class 16 contains 6057 members Mstep: Class 17 contains 5748 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13577 members Mstep: Class 22 contains 3613 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 16772 members Mstep: Class 26 contains 1124 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 5602 members Mstep: Class 29 contains 3591 members Mstep: Class 30 contains 3527 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265572.000000 Penalty: 62220.078125 Iteration 168Q: 32 clusters Score -2.226557e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33974 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65233 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 11621 members Mstep: Class 6 contains 4599 members Mstep: Class 7 contains 447 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2312 members Mstep: Class 10 contains 19040 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2335 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3386 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13578 members Mstep: Class 22 contains 3613 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 16765 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 5607 members Mstep: Class 29 contains 3589 members Mstep: Class 30 contains 3591 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265610.000000 Penalty: 62220.078125 Iteration 169Q: 32 clusters Score -2.226561e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33936 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65218 members Mstep: Class 4 contains 5434 members Mstep: Class 5 contains 11615 members Mstep: Class 6 contains 4605 members Mstep: Class 7 contains 448 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2324 members Mstep: Class 10 contains 19047 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3382 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 5711 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13580 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 16757 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5611 members Mstep: Class 29 contains 3589 members Mstep: Class 30 contains 3630 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265588.000000 Penalty: 62220.078125 Iteration 170Q: 32 clusters Score -2.226559e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33913 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65211 members Mstep: Class 4 contains 5432 members Mstep: Class 5 contains 11606 members Mstep: Class 6 contains 4608 members Mstep: Class 7 contains 448 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2332 members Mstep: Class 10 contains 19048 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3381 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5748 members Mstep: Class 18 contains 5714 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13583 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4625 members Mstep: Class 25 contains 16753 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5613 members Mstep: Class 29 contains 3590 members Mstep: Class 30 contains 3653 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265538.000000 Penalty: 62220.078125 Iteration 171Q: 32 clusters Score -2.226554e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33905 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65210 members Mstep: Class 4 contains 5428 members Mstep: Class 5 contains 11603 members Mstep: Class 6 contains 4612 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2335 members Mstep: Class 10 contains 19053 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3377 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 5715 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13587 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4625 members Mstep: Class 25 contains 16746 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5616 members Mstep: Class 29 contains 3590 members Mstep: Class 30 contains 3664 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265584.000000 Penalty: 62220.078125 Iteration 172Q: 32 clusters Score -2.226558e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33901 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65208 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 11601 members Mstep: Class 6 contains 4618 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2336 members Mstep: Class 10 contains 19057 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3374 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5714 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13590 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4622 members Mstep: Class 25 contains 16737 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5620 members Mstep: Class 29 contains 3589 members Mstep: Class 30 contains 3670 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265584.000000 Penalty: 62220.078125 Iteration 173Q: 32 clusters Score -2.226558e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33897 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65209 members Mstep: Class 4 contains 5425 members Mstep: Class 5 contains 11596 members Mstep: Class 6 contains 4623 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2338 members Mstep: Class 10 contains 19058 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3371 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 5713 members Mstep: Class 19 contains 2222 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13592 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4621 members Mstep: Class 25 contains 16730 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5622 members Mstep: Class 29 contains 3590 members Mstep: Class 30 contains 3676 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265610.000000 Penalty: 62220.078125 Iteration 174Q: 32 clusters Score -2.226561e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33893 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65214 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11594 members Mstep: Class 6 contains 4628 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2339 members Mstep: Class 10 contains 19059 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3369 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5746 members Mstep: Class 18 contains 5712 members Mstep: Class 19 contains 2223 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13592 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4621 members Mstep: Class 25 contains 16722 members Mstep: Class 26 contains 1124 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5624 members Mstep: Class 29 contains 3591 members Mstep: Class 30 contains 3681 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265614.000000 Penalty: 62220.078125 Iteration 175Q: 32 clusters Score -2.226561e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33886 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65221 members Mstep: Class 4 contains 5422 members Mstep: Class 5 contains 11593 members Mstep: Class 6 contains 4629 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2339 members Mstep: Class 10 contains 19057 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2225 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13592 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4621 members Mstep: Class 25 contains 16719 members Mstep: Class 26 contains 1123 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5626 members Mstep: Class 29 contains 3591 members Mstep: Class 30 contains 3689 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265604.000000 Penalty: 62220.078125 Iteration 176Q: 32 clusters Score -2.22656e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33876 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65223 members Mstep: Class 4 contains 5422 members Mstep: Class 5 contains 11592 members Mstep: Class 6 contains 4630 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2339 members Mstep: Class 10 contains 19057 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2225 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13592 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4620 members Mstep: Class 25 contains 16717 members Mstep: Class 26 contains 1123 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5629 members Mstep: Class 29 contains 3591 members Mstep: Class 30 contains 3698 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265596.000000 Penalty: 62220.078125 Iteration 177Q: 32 clusters Score -2.22656e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33870 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65225 members Mstep: Class 4 contains 5422 members Mstep: Class 5 contains 11591 members Mstep: Class 6 contains 4630 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2339 members Mstep: Class 10 contains 19059 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1157 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2226 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13592 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4621 members Mstep: Class 25 contains 16713 members Mstep: Class 26 contains 1122 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5629 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3703 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265606.000000 Penalty: 62220.078125 Iteration 178Q: 32 clusters Score -2.226561e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33866 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65225 members Mstep: Class 4 contains 5422 members Mstep: Class 5 contains 11591 members Mstep: Class 6 contains 4631 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2340 members Mstep: Class 10 contains 19057 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 1158 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13592 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4621 members Mstep: Class 25 contains 16711 members Mstep: Class 26 contains 1122 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5629 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3707 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265596.000000 Penalty: 62220.078125 Iteration 179Q: 32 clusters Score -2.22656e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 33863 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65228 members Mstep: Class 4 contains 5422 members Mstep: Class 5 contains 11591 members Mstep: Class 6 contains 4632 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2340 members Mstep: Class 10 contains 19058 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13592 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4621 members Mstep: Class 25 contains 16705 members Mstep: Class 26 contains 1122 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5629 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3709 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265640.000000 Penalty: 62220.078125 Iteration 180F: 32 clusters Score -2.226564e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 33861 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65228 members Mstep: Class 4 contains 5422 members Mstep: Class 5 contains 11591 members Mstep: Class 6 contains 4631 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2342 members Mstep: Class 10 contains 19058 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2339 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6059 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13592 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4621 members Mstep: Class 25 contains 16702 members Mstep: Class 26 contains 1122 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5629 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3708 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265718.000000 Penalty: 62220.078125 Iteration 181Q: 32 clusters Score -2.226572e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 33856 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 65224 members Mstep: Class 4 contains 5422 members Mstep: Class 5 contains 11593 members Mstep: Class 6 contains 4627 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2349 members Mstep: Class 10 contains 19058 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2342 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13592 members Mstep: Class 22 contains 3614 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4621 members Mstep: Class 25 contains 16701 members Mstep: Class 26 contains 1122 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5629 members Mstep: Class 29 contains 3593 members Mstep: Class 30 contains 3711 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265758.000000 Penalty: 62220.078125 Iteration 182Q: 32 clusters Score -2.226576e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33850 members Mstep: Class 2 contains 330 members Mstep: Class 3 contains 65217 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11597 members Mstep: Class 6 contains 4630 members Mstep: Class 7 contains 438 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2358 members Mstep: Class 10 contains 19061 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2346 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2115 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13592 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4621 members Mstep: Class 25 contains 16697 members Mstep: Class 26 contains 1122 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5629 members Mstep: Class 29 contains 3594 members Mstep: Class 30 contains 3713 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265774.000000 Penalty: 62220.078125 Iteration 183Q: 32 clusters Score -2.226577e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33843 members Mstep: Class 2 contains 332 members Mstep: Class 3 contains 65215 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11597 members Mstep: Class 6 contains 4635 members Mstep: Class 7 contains 432 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2362 members Mstep: Class 10 contains 19065 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13594 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4620 members Mstep: Class 25 contains 16687 members Mstep: Class 26 contains 1122 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 5629 members Mstep: Class 29 contains 3593 members Mstep: Class 30 contains 3722 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265746.000000 Penalty: 62220.078125 Iteration 184Q: 32 clusters Score -2.226575e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33837 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 65211 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11598 members Mstep: Class 6 contains 4647 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2366 members Mstep: Class 10 contains 19067 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5709 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 622 members Mstep: Class 21 contains 13596 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4620 members Mstep: Class 25 contains 16675 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 847 members Mstep: Class 28 contains 5629 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3730 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265706.000000 Penalty: 62220.078125 Iteration 185Q: 32 clusters Score -2.226571e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33834 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65208 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11598 members Mstep: Class 6 contains 4652 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2367 members Mstep: Class 10 contains 19070 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5708 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13596 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4620 members Mstep: Class 25 contains 16668 members Mstep: Class 26 contains 1120 members Mstep: Class 27 contains 847 members Mstep: Class 28 contains 5629 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3734 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265718.000000 Penalty: 62220.078125 Iteration 186Q: 32 clusters Score -2.226572e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33830 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65207 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4657 members Mstep: Class 7 contains 424 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2368 members Mstep: Class 10 contains 19069 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6061 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5708 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4620 members Mstep: Class 25 contains 16664 members Mstep: Class 26 contains 1119 members Mstep: Class 27 contains 847 members Mstep: Class 28 contains 5629 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3738 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265744.000000 Penalty: 62220.078125 Iteration 187Q: 32 clusters Score -2.226574e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33824 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65205 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4663 members Mstep: Class 7 contains 424 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 2370 members Mstep: Class 10 contains 19069 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5708 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4620 members Mstep: Class 25 contains 16657 members Mstep: Class 26 contains 1119 members Mstep: Class 27 contains 847 members Mstep: Class 28 contains 5630 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3744 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265726.000000 Penalty: 62220.078125 Iteration 188Q: 32 clusters Score -2.226573e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33813 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65201 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4667 members Mstep: Class 7 contains 424 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 2373 members Mstep: Class 10 contains 19069 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5708 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4620 members Mstep: Class 25 contains 16651 members Mstep: Class 26 contains 1119 members Mstep: Class 27 contains 847 members Mstep: Class 28 contains 5633 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3755 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265714.000000 Penalty: 62220.078125 Iteration 189Q: 32 clusters Score -2.226571e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33808 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65194 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4669 members Mstep: Class 7 contains 424 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 2377 members Mstep: Class 10 contains 19069 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5708 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4620 members Mstep: Class 25 contains 16646 members Mstep: Class 26 contains 1119 members Mstep: Class 27 contains 847 members Mstep: Class 28 contains 5639 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3760 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265700.000000 Penalty: 62220.078125 Iteration 190Q: 32 clusters Score -2.22657e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33806 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65189 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4670 members Mstep: Class 7 contains 424 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 2383 members Mstep: Class 10 contains 19069 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5708 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4619 members Mstep: Class 25 contains 16641 members Mstep: Class 26 contains 1119 members Mstep: Class 27 contains 848 members Mstep: Class 28 contains 5642 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3762 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265712.000000 Penalty: 62220.078125 Iteration 191Q: 32 clusters Score -2.226571e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33803 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65184 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4670 members Mstep: Class 7 contains 425 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 2387 members Mstep: Class 10 contains 19071 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16640 members Mstep: Class 26 contains 1119 members Mstep: Class 27 contains 848 members Mstep: Class 28 contains 5643 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3764 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265680.000000 Penalty: 62220.078125 Iteration 192Q: 32 clusters Score -2.226568e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33797 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65170 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4670 members Mstep: Class 7 contains 425 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 2395 members Mstep: Class 10 contains 19072 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5712 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16639 members Mstep: Class 26 contains 1119 members Mstep: Class 27 contains 848 members Mstep: Class 28 contains 5647 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3770 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265712.000000 Penalty: 62220.078125 Iteration 193Q: 32 clusters Score -2.226571e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33795 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65156 members Mstep: Class 4 contains 5423 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4671 members Mstep: Class 7 contains 425 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 2401 members Mstep: Class 10 contains 19072 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1159 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5715 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16639 members Mstep: Class 26 contains 1120 members Mstep: Class 27 contains 848 members Mstep: Class 28 contains 5650 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3772 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265716.000000 Penalty: 62220.078125 Iteration 194Q: 32 clusters Score -2.226572e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65144 members Mstep: Class 4 contains 5424 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4671 members Mstep: Class 7 contains 425 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 2407 members Mstep: Class 10 contains 19072 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5715 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16640 members Mstep: Class 26 contains 1120 members Mstep: Class 27 contains 848 members Mstep: Class 28 contains 5654 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3774 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265714.000000 Penalty: 62220.078125 Iteration 195Q: 32 clusters Score -2.226571e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65133 members Mstep: Class 4 contains 5425 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4671 members Mstep: Class 7 contains 425 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 2415 members Mstep: Class 10 contains 19069 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5716 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16640 members Mstep: Class 26 contains 1120 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5656 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3774 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265690.000000 Penalty: 62220.078125 Iteration 196Q: 32 clusters Score -2.226569e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65119 members Mstep: Class 4 contains 5426 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4673 members Mstep: Class 7 contains 425 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 2419 members Mstep: Class 10 contains 19070 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5719 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16641 members Mstep: Class 26 contains 1120 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5659 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3774 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265672.000000 Penalty: 62220.078125 Iteration 197Q: 32 clusters Score -2.226567e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65111 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4675 members Mstep: Class 7 contains 425 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2421 members Mstep: Class 10 contains 19070 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5721 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16641 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5659 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3774 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265694.000000 Penalty: 62220.078125 Iteration 198Q: 32 clusters Score -2.226569e+07 nChanged 15 Entering ConstructFrom: Score: -22265694.000000 Penalty: 62220.078125 Entering ConstructFrom: Trying to split cluster 1 (33792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33792 members Entering Unmasked Estep Score: -3329806.750000 Penalty: 1694.546631 Iteration 0F: 2 clusters Score -3329807 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16890 members Mstep: Class 2 contains 16902 members Entering Unmasked Estep Score: -3307027.250000 Penalty: 3389.093262 Iteration 0F: 3 clusters Score -3307027 nChanged 15651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16587 members Mstep: Class 2 contains 17205 members Entering Unmasked Estep Score: -3316038.500000 Penalty: 3389.093262 Iteration 1F: 3 clusters Score -3316038 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16402 members Mstep: Class 2 contains 17390 members Entering Unmasked Estep Score: -3316981.250000 Penalty: 3389.093262 Iteration 2F: 3 clusters Score -3316981 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16106 members Mstep: Class 2 contains 17686 members Entering Unmasked Estep Score: -3318144.500000 Penalty: 3389.093262 Iteration 3F: 3 clusters Score -3318144 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15788 members Mstep: Class 2 contains 18004 members Entering Unmasked Estep Score: -3319438.750000 Penalty: 3389.093262 Iteration 4F: 3 clusters Score -3319439 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15448 members Mstep: Class 2 contains 18344 members Entering Unmasked Estep Score: -3320832.250000 Penalty: 3389.093262 Iteration 5F: 3 clusters Score -3320832 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15099 members Mstep: Class 2 contains 18693 members Entering Unmasked Estep Score: -3322333.000000 Penalty: 3389.093262 Iteration 6F: 3 clusters Score -3322333 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14773 members Mstep: Class 2 contains 19019 members Entering Unmasked Estep Score: -3323725.500000 Penalty: 3389.093262 Iteration 7F: 3 clusters Score -3323726 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14536 members Mstep: Class 2 contains 19256 members Entering Unmasked Estep Score: -3324830.500000 Penalty: 3389.093262 Iteration 8F: 3 clusters Score -3324830 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14351 members Mstep: Class 2 contains 19441 members Entering Unmasked Estep Score: -3325687.000000 Penalty: 3389.093262 Iteration 9Q: 3 clusters Score -3325687 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14175 members Mstep: Class 2 contains 19617 members Entering Unmasked Estep Score: -3326252.750000 Penalty: 3389.093262 Iteration 10Q: 3 clusters Score -3326253 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14046 members Mstep: Class 2 contains 19746 members Entering Unmasked Estep Score: -3326627.250000 Penalty: 3389.093262 Iteration 11Q: 3 clusters Score -3326627 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13947 members Mstep: Class 2 contains 19845 members Entering Unmasked Estep Score: -3326819.750000 Penalty: 3389.093262 Iteration 12Q: 3 clusters Score -3326820 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13839 members Mstep: Class 2 contains 19953 members Entering Unmasked Estep Score: -3326948.750000 Penalty: 3389.093262 Iteration 13Q: 3 clusters Score -3326949 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13709 members Mstep: Class 2 contains 20083 members Entering Unmasked Estep Score: -3327044.000000 Penalty: 3389.093262 Iteration 14Q: 3 clusters Score -3327044 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13607 members Mstep: Class 2 contains 20185 members Entering Unmasked Estep Score: -3327111.500000 Penalty: 3389.093262 Iteration 15Q: 3 clusters Score -3327112 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13503 members Mstep: Class 2 contains 20289 members Entering Unmasked Estep Score: -3327171.500000 Penalty: 3389.093262 Iteration 16Q: 3 clusters Score -3327172 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13398 members Mstep: Class 2 contains 20394 members Entering Unmasked Estep Score: -3327202.000000 Penalty: 3389.093262 Iteration 17Q: 3 clusters Score -3327202 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13302 members Mstep: Class 2 contains 20490 members Entering Unmasked Estep Score: -3327233.750000 Penalty: 3389.093262 Iteration 18Q: 3 clusters Score -3327234 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13214 members Mstep: Class 2 contains 20578 members Entering Unmasked Estep Score: -3327258.250000 Penalty: 3389.093262 Iteration 19Q: 3 clusters Score -3327258 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13128 members Mstep: Class 2 contains 20664 members Entering Unmasked Estep Score: -3327274.500000 Penalty: 3389.093262 Iteration 20F: 3 clusters Score -3327274 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13057 members Mstep: Class 2 contains 20735 members Entering Unmasked Estep Score: -3327278.250000 Penalty: 3389.093262 Iteration 21Q: 3 clusters Score -3327278 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 20795 members Entering Unmasked Estep Score: -3327282.500000 Penalty: 3389.093262 Iteration 22Q: 3 clusters Score -3327282 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12926 members Mstep: Class 2 contains 20866 members Entering Unmasked Estep Score: -3327299.250000 Penalty: 3389.093262 Iteration 23Q: 3 clusters Score -3327299 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12837 members Mstep: Class 2 contains 20955 members Entering Unmasked Estep Score: -3327307.500000 Penalty: 3389.093262 Iteration 24Q: 3 clusters Score -3327308 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 21041 members Entering Unmasked Estep Score: -3327312.500000 Penalty: 3389.093262 Iteration 25Q: 3 clusters Score -3327312 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12663 members Mstep: Class 2 contains 21129 members Entering Unmasked Estep Score: -3327323.250000 Penalty: 3389.093262 Iteration 26Q: 3 clusters Score -3327323 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12580 members Mstep: Class 2 contains 21212 members Entering Unmasked Estep Score: -3327350.000000 Penalty: 3389.093262 Iteration 27Q: 3 clusters Score -3327350 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12501 members Mstep: Class 2 contains 21291 members Entering Unmasked Estep Score: -3327357.250000 Penalty: 3389.093262 Iteration 28Q: 3 clusters Score -3327357 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12417 members Mstep: Class 2 contains 21375 members Entering Unmasked Estep Score: -3327370.250000 Penalty: 3389.093262 Iteration 29Q: 3 clusters Score -3327370 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12324 members Mstep: Class 2 contains 21468 members Entering Unmasked Estep Score: -3327368.750000 Penalty: 3389.093262 Iteration 30Q: 3 clusters Score -3327369 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12229 members Mstep: Class 2 contains 21563 members Entering Unmasked Estep Score: -3327386.000000 Penalty: 3389.093262 Iteration 31Q: 3 clusters Score -3327386 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 21649 members Entering Unmasked Estep Score: -3327385.500000 Penalty: 3389.093262 Iteration 32Q: 3 clusters Score -3327386 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 21735 members Entering Unmasked Estep Score: -3327401.250000 Penalty: 3389.093262 Iteration 33Q: 3 clusters Score -3327401 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11952 members Mstep: Class 2 contains 21840 members Entering Unmasked Estep Score: -3327415.250000 Penalty: 3389.093262 Iteration 34Q: 3 clusters Score -3327415 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11843 members Mstep: Class 2 contains 21949 members Entering Unmasked Estep Score: -3327431.500000 Penalty: 3389.093262 Iteration 35Q: 3 clusters Score -3327432 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11701 members Mstep: Class 2 contains 22091 members Entering Unmasked Estep Score: -3327451.250000 Penalty: 3389.093262 Iteration 36Q: 3 clusters Score -3327451 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 22236 members Entering Unmasked Estep Score: -3327464.250000 Penalty: 3389.093262 Iteration 37Q: 3 clusters Score -3327464 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11409 members Mstep: Class 2 contains 22383 members Entering Unmasked Estep Score: -3327480.000000 Penalty: 3389.093262 Iteration 38Q: 3 clusters Score -3327480 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11256 members Mstep: Class 2 contains 22536 members Entering Unmasked Estep Score: -3327507.500000 Penalty: 3389.093262 Iteration 39Q: 3 clusters Score -3327508 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11118 members Mstep: Class 2 contains 22674 members Entering Unmasked Estep Score: -3327537.000000 Penalty: 3389.093262 Iteration 40F: 3 clusters Score -3327537 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 22808 members Entering Unmasked Estep Score: -3327541.000000 Penalty: 3389.093262 Iteration 41Q: 3 clusters Score -3327541 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 22960 members Entering Unmasked Estep Score: -3327570.250000 Penalty: 3389.093262 Iteration 42Q: 3 clusters Score -3327570 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10685 members Mstep: Class 2 contains 23107 members Entering Unmasked Estep Score: -3327579.250000 Penalty: 3389.093262 Iteration 43Q: 3 clusters Score -3327579 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10523 members Mstep: Class 2 contains 23269 members Entering Unmasked Estep Score: -3327611.250000 Penalty: 3389.093262 Iteration 44Q: 3 clusters Score -3327611 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10375 members Mstep: Class 2 contains 23417 members Entering Unmasked Estep Score: -3327632.500000 Penalty: 3389.093262 Iteration 45Q: 3 clusters Score -3327632 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10238 members Mstep: Class 2 contains 23554 members Entering Unmasked Estep Score: -3327640.500000 Penalty: 3389.093262 Iteration 46Q: 3 clusters Score -3327640 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10102 members Mstep: Class 2 contains 23690 members Entering Unmasked Estep Score: -3327677.250000 Penalty: 3389.093262 Iteration 47Q: 3 clusters Score -3327677 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9963 members Mstep: Class 2 contains 23829 members Entering Unmasked Estep Score: -3327684.250000 Penalty: 3389.093262 Iteration 48Q: 3 clusters Score -3327684 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 23974 members Entering Unmasked Estep Score: -3327697.500000 Penalty: 3389.093262 Iteration 49Q: 3 clusters Score -3327698 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9690 members Mstep: Class 2 contains 24102 members Entering Unmasked Estep Score: -3327715.500000 Penalty: 3389.093262 Iteration 50Q: 3 clusters Score -3327716 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 24249 members Entering Unmasked Estep Score: -3327751.000000 Penalty: 3389.093262 Iteration 51Q: 3 clusters Score -3327751 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 24399 members Entering Unmasked Estep Score: -3327763.500000 Penalty: 3389.093262 Iteration 52Q: 3 clusters Score -3327764 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 24580 members Entering Unmasked Estep Score: -3327805.750000 Penalty: 3389.093262 Iteration 53Q: 3 clusters Score -3327806 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9027 members Mstep: Class 2 contains 24765 members Entering Unmasked Estep Score: -3327845.250000 Penalty: 3389.093262 Iteration 54Q: 3 clusters Score -3327845 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8847 members Mstep: Class 2 contains 24945 members Entering Unmasked Estep Score: -3327866.250000 Penalty: 3389.093262 Iteration 55Q: 3 clusters Score -3327866 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 25133 members Entering Unmasked Estep Score: -3327903.750000 Penalty: 3389.093262 Iteration 56Q: 3 clusters Score -3327904 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 25348 members Entering Unmasked Estep Score: -3327958.250000 Penalty: 3389.093262 Iteration 57Q: 3 clusters Score -3327958 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8197 members Mstep: Class 2 contains 25595 members Entering Unmasked Estep Score: -3328020.750000 Penalty: 3389.093262 Iteration 58Q: 3 clusters Score -3328021 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 25836 members Entering Unmasked Estep Score: -3328084.250000 Penalty: 3389.093262 Iteration 59Q: 3 clusters Score -3328084 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 26139 members Entering Unmasked Estep Score: -3328181.000000 Penalty: 3389.093262 Iteration 60F: 3 clusters Score -3328181 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 26447 members Entering Unmasked Estep Score: -3328290.000000 Penalty: 3389.093262 Iteration 61Q: 3 clusters Score -3328290 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 26760 members Entering Unmasked Estep Score: -3328394.250000 Penalty: 3389.093262 Iteration 62Q: 3 clusters Score -3328394 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 27058 members Entering Unmasked Estep Score: -3328502.000000 Penalty: 3389.093262 Iteration 63Q: 3 clusters Score -3328502 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 27343 members Entering Unmasked Estep Score: -3328581.500000 Penalty: 3389.093262 Iteration 64Q: 3 clusters Score -3328582 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 27621 members Entering Unmasked Estep Score: -3328684.250000 Penalty: 3389.093262 Iteration 65Q: 3 clusters Score -3328684 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 27871 members Entering Unmasked Estep Score: -3328753.000000 Penalty: 3389.093262 Iteration 66Q: 3 clusters Score -3328753 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 28112 members Entering Unmasked Estep Score: -3328808.500000 Penalty: 3389.093262 Iteration 67Q: 3 clusters Score -3328808 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 28320 members Entering Unmasked Estep Score: -3328867.500000 Penalty: 3389.093262 Iteration 68Q: 3 clusters Score -3328868 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 28508 members Entering Unmasked Estep Score: -3328920.500000 Penalty: 3389.093262 Iteration 69Q: 3 clusters Score -3328920 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 28684 members Entering Unmasked Estep Score: -3328956.250000 Penalty: 3389.093262 Iteration 70Q: 3 clusters Score -3328956 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 28821 members Entering Unmasked Estep Score: -3328983.500000 Penalty: 3389.093262 Iteration 71Q: 3 clusters Score -3328984 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 28940 members Entering Unmasked Estep Score: -3328996.000000 Penalty: 3389.093262 Iteration 72Q: 3 clusters Score -3328996 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 29045 members Entering Unmasked Estep Score: -3329017.500000 Penalty: 3389.093262 Iteration 73Q: 3 clusters Score -3329018 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 29138 members Entering Unmasked Estep Score: -3329032.750000 Penalty: 3389.093262 Iteration 74Q: 3 clusters Score -3329033 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 29215 members Entering Unmasked Estep Score: -3329058.500000 Penalty: 3389.093262 Iteration 75Q: 3 clusters Score -3329058 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 29295 members Entering Unmasked Estep Score: -3329057.000000 Penalty: 3389.093262 Iteration 76Q: 3 clusters Score -3329057 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 29363 members Entering Unmasked Estep Score: -3329062.000000 Penalty: 3389.093262 Iteration 77Q: 3 clusters Score -3329062 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 29429 members Entering Unmasked Estep Score: -3329062.000000 Penalty: 3389.093262 Iteration 78Q: 3 clusters Score -3329062 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 29488 members Entering Unmasked Estep Score: -3329082.250000 Penalty: 3389.093262 Iteration 79Q: 3 clusters Score -3329082 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 29536 members Entering Unmasked Estep Score: -3329086.500000 Penalty: 3389.093262 Iteration 80F: 3 clusters Score -3329086 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 29573 members Entering Unmasked Estep Score: -3329094.250000 Penalty: 3389.093262 Iteration 81Q: 3 clusters Score -3329094 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 29601 members Entering Unmasked Estep Score: -3329096.250000 Penalty: 3389.093262 Iteration 82Q: 3 clusters Score -3329096 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 29625 members Entering Unmasked Estep Score: -3329095.750000 Penalty: 3389.093262 Iteration 83Q: 3 clusters Score -3329096 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 29646 members Entering Unmasked Estep Score: -3329096.750000 Penalty: 3389.093262 Iteration 84Q: 3 clusters Score -3329097 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 29669 members Entering Unmasked Estep Score: -3329099.500000 Penalty: 3389.093262 Iteration 85Q: 3 clusters Score -3329100 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 29688 members Entering Unmasked Estep Score: -3329101.000000 Penalty: 3389.093262 Iteration 86Q: 3 clusters Score -3329101 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 29708 members Entering Unmasked Estep Score: -3329102.500000 Penalty: 3389.093262 Iteration 87Q: 3 clusters Score -3329102 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 29728 members Entering Unmasked Estep Score: -3329110.750000 Penalty: 3389.093262 Iteration 88Q: 3 clusters Score -3329111 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 29746 members Entering Unmasked Estep Score: -3329115.000000 Penalty: 3389.093262 Iteration 89Q: 3 clusters Score -3329115 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 29761 members Entering Unmasked Estep Score: -3329115.500000 Penalty: 3389.093262 Iteration 90Q: 3 clusters Score -3329116 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 29777 members Entering Unmasked Estep Score: -3329109.250000 Penalty: 3389.093262 Iteration 91Q: 3 clusters Score -3329109 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 29793 members Entering Unmasked Estep Score: -3329109.750000 Penalty: 3389.093262 Iteration 92Q: 3 clusters Score -3329110 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 29818 members Entering Unmasked Estep Score: -3329111.750000 Penalty: 3389.093262 Iteration 93Q: 3 clusters Score -3329112 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 29845 members Entering Unmasked Estep Score: -3329118.750000 Penalty: 3389.093262 Iteration 94Q: 3 clusters Score -3329119 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 29878 members Entering Unmasked Estep Score: -3329124.250000 Penalty: 3389.093262 Iteration 95Q: 3 clusters Score -3329124 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 29905 members Entering Unmasked Estep Score: -3329122.250000 Penalty: 3389.093262 Iteration 96Q: 3 clusters Score -3329122 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 29925 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -3329122.500000 Penalty: 3389.093262 Iteration 101Q: 3 clusters Score -3329122 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 29987 members Entering Unmasked Estep Score: -3329118.500000 Penalty: 3389.093262 Iteration 102Q: 3 clusters Score -3329118 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 29997 members Entering Unmasked Estep Score: -3329122.500000 Penalty: 3389.093262 Iteration 103Q: 3 clusters Score -3329122 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 30010 members Entering Unmasked Estep Score: -3329129.500000 Penalty: 3389.093262 Iteration 104Q: 3 clusters Score -3329130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 30016 members Entering Unmasked Estep Score: -3329128.250000 Penalty: 3389.093262 Iteration 105Q: 3 clusters Score -3329128 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 30018 members Entering Unmasked Estep Score: -3329132.500000 Penalty: 3389.093262 Iteration 106Q: 3 clusters Score -3329132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 30021 members Entering Unmasked Estep Score: -3329133.500000 Penalty: 3389.093262 Iteration 107Q: 3 clusters Score -3329134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 30023 members Entering Unmasked Estep Score: -3329132.000000 Penalty: 3389.093262 Iteration 108Q: 3 clusters Score -3329132 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 30029 members Entering Unmasked Estep Score: -3329136.250000 Penalty: 3389.093262 Iteration 109Q: 3 clusters Score -3329136 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 30033 members Entering Unmasked Estep Score: -3329136.500000 Penalty: 3389.093262 Iteration 110Q: 3 clusters Score -3329136 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 30039 members Entering Unmasked Estep Score: -3329141.500000 Penalty: 3389.093262 Iteration 111Q: 3 clusters Score -3329142 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 30042 members Entering Unmasked Estep Score: -3329139.000000 Penalty: 3389.093262 Iteration 112Q: 3 clusters Score -3329139 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 30046 members Entering Unmasked Estep Score: -3329141.500000 Penalty: 3389.093262 Iteration 113Q: 3 clusters Score -3329142 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 30051 members Entering Unmasked Estep Score: -3329141.000000 Penalty: 3389.093262 Iteration 114Q: 3 clusters Score -3329141 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 30057 members Entering Unmasked Estep Score: -3329140.000000 Penalty: 3389.093262 Iteration 115Q: 3 clusters Score -3329140 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 30064 members Entering Unmasked Estep Score: -3329140.250000 Penalty: 3389.093262 Iteration 116Q: 3 clusters Score -3329140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 30068 members Entering Unmasked Estep Score: -3329140.250000 Penalty: 3389.093262 Iteration 117Q: 3 clusters Score -3329140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 30072 members Entering Unmasked Estep Score: -3329143.750000 Penalty: 3389.093262 Iteration 118Q: 3 clusters Score -3329144 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 30073 members Entering Unmasked Estep Score: -3329140.750000 Penalty: 3389.093262 Iteration 119Q: 3 clusters Score -3329141 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 30074 members Entering Unmasked Estep Score: -3329142.750000 Penalty: 3389.093262 Iteration 120F: 3 clusters Score -3329143 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -28776.164062 Penalty: 944.310425 Iteration 0F: 2 clusters Score -28776.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -27909.144531 Penalty: 1888.620850 Iteration 0F: 3 clusters Score -27909.14 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -28044.310547 Penalty: 1888.620850 Iteration 1F: 3 clusters Score -28044.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -28076.685547 Penalty: 1888.620850 Iteration 2F: 3 clusters Score -28076.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -28092.224609 Penalty: 1888.620850 Iteration 3Q: 3 clusters Score -28092.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -28104.380859 Penalty: 1888.620850 Iteration 4Q: 3 clusters Score -28104.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -28111.751953 Penalty: 1888.620850 Iteration 5Q: 3 clusters Score -28111.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -28115.388672 Penalty: 1888.620850 Iteration 6Q: 3 clusters Score -28115.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -28117.705078 Penalty: 1888.620850 Iteration 7Q: 3 clusters Score -28117.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -28117.705078 Penalty: 1888.620850 Iteration 8F: 3 clusters Score -28117.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (65106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65106 members Entering Unmasked Estep Score: -6412435.000000 Penalty: 1801.112915 Iteration 0F: 2 clusters Score -6412435 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32787 members Mstep: Class 2 contains 32319 members Entering Unmasked Estep Score: -6369384.500000 Penalty: 3602.225830 Iteration 0F: 3 clusters Score -6369384 nChanged 30568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34723 members Mstep: Class 2 contains 30383 members Entering Unmasked Estep Score: -6386716.000000 Penalty: 3602.225830 Iteration 1F: 3 clusters Score -6386716 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35925 members Mstep: Class 2 contains 29181 members Entering Unmasked Estep Score: -6387489.000000 Penalty: 3602.225830 Iteration 2Q: 3 clusters Score -6387489 nChanged 2732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37669 members Mstep: Class 2 contains 27437 members Entering Unmasked Estep Score: -6388589.000000 Penalty: 3602.225830 Iteration 3Q: 3 clusters Score -6388589 nChanged 3228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40237 members Mstep: Class 2 contains 24869 members Entering Unmasked Estep Score: -6390254.500000 Penalty: 3602.225830 Iteration 4Q: 3 clusters Score -6390254 nChanged 4026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43869 members Mstep: Class 2 contains 21237 members Entering Unmasked Estep Score: -6392929.000000 Penalty: 3602.225830 Iteration 5F: 3 clusters Score -6392929 nChanged 4737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48364 members Mstep: Class 2 contains 16742 members Entering Unmasked Estep Score: -6396680.000000 Penalty: 3602.225830 Iteration 6F: 3 clusters Score -6396680 nChanged 5023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53209 members Mstep: Class 2 contains 11897 members Entering Unmasked Estep Score: -6401245.000000 Penalty: 3602.225830 Iteration 7F: 3 clusters Score -6401245 nChanged 4242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57355 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -6405214.500000 Penalty: 3602.225830 Iteration 8F: 3 clusters Score -6405214 nChanged 2975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60222 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -6407910.500000 Penalty: 3602.225830 Iteration 9Q: 3 clusters Score -6407910 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61915 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -6409301.500000 Penalty: 3602.225830 Iteration 10Q: 3 clusters Score -6409302 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62903 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -6410092.000000 Penalty: 3602.225830 Iteration 11Q: 3 clusters Score -6410092 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63469 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -6410556.500000 Penalty: 3602.225830 Iteration 12Q: 3 clusters Score -6410556 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63773 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -6410807.000000 Penalty: 3602.225830 Iteration 13Q: 3 clusters Score -6410807 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63945 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -6410932.500000 Penalty: 3602.225830 Iteration 14Q: 3 clusters Score -6410932 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64048 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -6411048.000000 Penalty: 3602.225830 Iteration 15Q: 3 clusters Score -6411048 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64117 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -6411094.000000 Penalty: 3602.225830 Iteration 16Q: 3 clusters Score -6411094 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64163 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -6411148.500000 Penalty: 3602.225830 Iteration 17Q: 3 clusters Score -6411148 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64192 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -6411186.000000 Penalty: 3602.225830 Iteration 18Q: 3 clusters Score -6411186 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64216 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -6411209.000000 Penalty: 3602.225830 Iteration 19Q: 3 clusters Score -6411209 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64226 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -6411230.500000 Penalty: 3602.225830 Iteration 20F: 3 clusters Score -6411230 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64238 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -6411258.000000 Penalty: 3602.225830 Iteration 21Q: 3 clusters Score -6411258 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64253 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -6411270.500000 Penalty: 3602.225830 Iteration 22Q: 3 clusters Score -6411270 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64258 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -6411298.000000 Penalty: 3602.225830 Iteration 23Q: 3 clusters Score -6411298 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64269 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -6411313.500000 Penalty: 3602.225830 Iteration 24Q: 3 clusters Score -6411314 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64267 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -6411320.500000 Penalty: 3602.225830 Iteration 25Q: 3 clusters Score -6411320 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64270 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -6411334.500000 Penalty: 3602.225830 Iteration 26Q: 3 clusters Score -6411334 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64273 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -6411337.500000 Penalty: 3602.225830 Iteration 27Q: 3 clusters Score -6411338 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64277 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -6411343.500000 Penalty: 3602.225830 Iteration 28Q: 3 clusters Score -6411344 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64277 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -6411347.500000 Penalty: 3602.225830 Iteration 29Q: 3 clusters Score -6411348 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64278 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -6411355.000000 Penalty: 3602.225830 Iteration 30Q: 3 clusters Score -6411355 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64279 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -6411356.000000 Penalty: 3602.225830 Iteration 31Q: 3 clusters Score -6411356 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64281 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -6411361.500000 Penalty: 3602.225830 Iteration 32Q: 3 clusters Score -6411362 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64275 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -6411354.000000 Penalty: 3602.225830 Iteration 33Q: 3 clusters Score -6411354 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64273 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -6411367.000000 Penalty: 3602.225830 Iteration 34Q: 3 clusters Score -6411367 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64271 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -6411362.500000 Penalty: 3602.225830 Iteration 35Q: 3 clusters Score -6411362 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64271 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -6411363.000000 Penalty: 3602.225830 Iteration 36Q: 3 clusters Score -6411363 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64271 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -6411365.500000 Penalty: 3602.225830 Iteration 37Q: 3 clusters Score -6411366 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64266 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -6411367.500000 Penalty: 3602.225830 Iteration 38Q: 3 clusters Score -6411368 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64262 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -6411366.000000 Penalty: 3602.225830 Iteration 39Q: 3 clusters Score -6411366 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64258 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -6411369.000000 Penalty: 3602.225830 Iteration 40F: 3 clusters Score -6411369 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64254 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -6411377.000000 Penalty: 3602.225830 Iteration 41Q: 3 clusters Score -6411377 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64252 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -6411376.500000 Penalty: 3602.225830 Iteration 42Q: 3 clusters Score -6411376 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64247 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -6411382.500000 Penalty: 3602.225830 Iteration 43Q: 3 clusters Score -6411382 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64243 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -6411391.000000 Penalty: 3602.225830 Iteration 44Q: 3 clusters Score -6411391 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64243 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -6411395.000000 Penalty: 3602.225830 Iteration 45Q: 3 clusters Score -6411395 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64240 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -6411400.500000 Penalty: 3602.225830 Iteration 46Q: 3 clusters Score -6411400 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64236 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -6411410.000000 Penalty: 3602.225830 Iteration 47Q: 3 clusters Score -6411410 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64231 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -6411399.500000 Penalty: 3602.225830 Iteration 48Q: 3 clusters Score -6411400 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64231 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -6411409.000000 Penalty: 3602.225830 Iteration 49Q: 3 clusters Score -6411409 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64226 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -6411417.500000 Penalty: 3602.225830 Iteration 50Q: 3 clusters Score -6411418 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64226 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -6411424.500000 Penalty: 3602.225830 Iteration 51Q: 3 clusters Score -6411424 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64220 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -6411431.000000 Penalty: 3602.225830 Iteration 52Q: 3 clusters Score -6411431 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64219 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -6411433.000000 Penalty: 3602.225830 Iteration 53Q: 3 clusters Score -6411433 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64217 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -6411435.500000 Penalty: 3602.225830 Iteration 54Q: 3 clusters Score -6411436 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64218 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -6411446.000000 Penalty: 3602.225830 Iteration 55Q: 3 clusters Score -6411446 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64220 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -6411447.000000 Penalty: 3602.225830 Iteration 56Q: 3 clusters Score -6411447 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64222 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -6411450.000000 Penalty: 3602.225830 Iteration 57Q: 3 clusters Score -6411450 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64222 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -6411460.500000 Penalty: 3602.225830 Iteration 58Q: 3 clusters Score -6411460 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64217 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -6411466.000000 Penalty: 3602.225830 Iteration 59Q: 3 clusters Score -6411466 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64212 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -6411465.000000 Penalty: 3602.225830 Iteration 60F: 3 clusters Score -6411465 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64206 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -6411473.500000 Penalty: 3602.225830 Iteration 61Q: 3 clusters Score -6411474 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64203 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -6411473.000000 Penalty: 3602.225830 Iteration 62Q: 3 clusters Score -6411473 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64199 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -6411488.000000 Penalty: 3602.225830 Iteration 63Q: 3 clusters Score -6411488 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64197 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -6411494.500000 Penalty: 3602.225830 Iteration 64Q: 3 clusters Score -6411494 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64195 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -6411506.000000 Penalty: 3602.225830 Iteration 65Q: 3 clusters Score -6411506 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64201 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -6411508.500000 Penalty: 3602.225830 Iteration 66Q: 3 clusters Score -6411508 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64207 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -6411510.000000 Penalty: 3602.225830 Iteration 67Q: 3 clusters Score -6411510 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64211 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -6411515.500000 Penalty: 3602.225830 Iteration 68Q: 3 clusters Score -6411516 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64205 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -6411519.500000 Penalty: 3602.225830 Iteration 69Q: 3 clusters Score -6411520 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64195 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -6411530.500000 Penalty: 3602.225830 Iteration 70Q: 3 clusters Score -6411530 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64184 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -6411537.500000 Penalty: 3602.225830 Iteration 71Q: 3 clusters Score -6411538 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64178 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -6411556.500000 Penalty: 3602.225830 Iteration 72Q: 3 clusters Score -6411556 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64176 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -6411557.000000 Penalty: 3602.225830 Iteration 73Q: 3 clusters Score -6411557 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64172 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -6411571.000000 Penalty: 3602.225830 Iteration 74Q: 3 clusters Score -6411571 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64170 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -6411570.500000 Penalty: 3602.225830 Iteration 75Q: 3 clusters Score -6411570 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64174 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -6411590.000000 Penalty: 3602.225830 Iteration 76Q: 3 clusters Score -6411590 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64169 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -6411609.000000 Penalty: 3602.225830 Iteration 77Q: 3 clusters Score -6411609 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64166 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -6411627.500000 Penalty: 3602.225830 Iteration 78Q: 3 clusters Score -6411628 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64158 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -6411653.000000 Penalty: 3602.225830 Iteration 79Q: 3 clusters Score -6411653 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64152 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -6411657.500000 Penalty: 3602.225830 Iteration 80F: 3 clusters Score -6411658 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64134 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -6411675.000000 Penalty: 3602.225830 Iteration 81Q: 3 clusters Score -6411675 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64116 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -6411675.500000 Penalty: 3602.225830 Iteration 82Q: 3 clusters Score -6411676 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64095 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -6411695.500000 Penalty: 3602.225830 Iteration 83Q: 3 clusters Score -6411696 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64075 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -6411697.500000 Penalty: 3602.225830 Iteration 84Q: 3 clusters Score -6411698 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64061 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -6411711.000000 Penalty: 3602.225830 Iteration 85Q: 3 clusters Score -6411711 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64052 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -6411719.000000 Penalty: 3602.225830 Iteration 86Q: 3 clusters Score -6411719 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64032 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -6411721.500000 Penalty: 3602.225830 Iteration 87Q: 3 clusters Score -6411722 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64021 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -6411715.000000 Penalty: 3602.225830 Iteration 88Q: 3 clusters Score -6411715 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64015 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -6411718.500000 Penalty: 3602.225830 Iteration 89Q: 3 clusters Score -6411718 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64007 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -6411716.000000 Penalty: 3602.225830 Iteration 90Q: 3 clusters Score -6411716 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63999 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -6411717.000000 Penalty: 3602.225830 Iteration 91Q: 3 clusters Score -6411717 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63996 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -6411717.000000 Penalty: 3602.225830 Iteration 92Q: 3 clusters Score -6411717 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63993 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -6411720.000000 Penalty: 3602.225830 Iteration 93Q: 3 clusters Score -6411720 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63992 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -6411719.500000 Penalty: 3602.225830 Iteration 94Q: 3 clusters Score -6411720 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63991 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -6411717.000000 Penalty: 3602.225830 Iteration 95Q: 3 clusters Score -6411717 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63991 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -6411717.000000 Penalty: 3602.225830 Iteration 96F: 3 clusters Score -6411717 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Entering Unmasked Estep Score: -546316.812500 Penalty: 1397.360596 Iteration 0F: 2 clusters Score -546316.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -542070.312500 Penalty: 2794.721191 Iteration 0F: 3 clusters Score -542070.3 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -543312.062500 Penalty: 2794.721191 Iteration 1F: 3 clusters Score -543312.1 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -543529.125000 Penalty: 2794.721191 Iteration 2F: 3 clusters Score -543529.1 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -543724.562500 Penalty: 2794.721191 Iteration 3F: 3 clusters Score -543724.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -543938.250000 Penalty: 2794.721191 Iteration 4F: 3 clusters Score -543938.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -544159.125000 Penalty: 2794.721191 Iteration 5F: 3 clusters Score -544159.1 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -544373.562500 Penalty: 2794.721191 Iteration 6F: 3 clusters Score -544373.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -544545.937500 Penalty: 2794.721191 Iteration 7Q: 3 clusters Score -544545.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -544668.312500 Penalty: 2794.721191 Iteration 8Q: 3 clusters Score -544668.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -544775.687500 Penalty: 2794.721191 Iteration 9Q: 3 clusters Score -544775.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -544856.562500 Penalty: 2794.721191 Iteration 10Q: 3 clusters Score -544856.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -544927.812500 Penalty: 2794.721191 Iteration 11Q: 3 clusters Score -544927.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -544991.687500 Penalty: 2794.721191 Iteration 12Q: 3 clusters Score -544991.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -545048.000000 Penalty: 2794.721191 Iteration 13Q: 3 clusters Score -545048 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -545092.562500 Penalty: 2794.721191 Iteration 14Q: 3 clusters Score -545092.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -545130.812500 Penalty: 2794.721191 Iteration 15Q: 3 clusters Score -545130.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -545168.625000 Penalty: 2794.721191 Iteration 16Q: 3 clusters Score -545168.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -545209.625000 Penalty: 2794.721191 Iteration 17Q: 3 clusters Score -545209.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -545239.000000 Penalty: 2794.721191 Iteration 18Q: 3 clusters Score -545239 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -545272.750000 Penalty: 2794.721191 Iteration 19Q: 3 clusters Score -545272.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -545305.875000 Penalty: 2794.721191 Iteration 20F: 3 clusters Score -545305.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -545333.500000 Penalty: 2794.721191 Iteration 21Q: 3 clusters Score -545333.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -545351.125000 Penalty: 2794.721191 Iteration 22Q: 3 clusters Score -545351.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -545375.875000 Penalty: 2794.721191 Iteration 23Q: 3 clusters Score -545375.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -545403.312500 Penalty: 2794.721191 Iteration 24Q: 3 clusters Score -545403.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -545429.937500 Penalty: 2794.721191 Iteration 25Q: 3 clusters Score -545429.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -545452.000000 Penalty: 2794.721191 Iteration 26Q: 3 clusters Score -545452 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -545463.625000 Penalty: 2794.721191 Iteration 27Q: 3 clusters Score -545463.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -545479.312500 Penalty: 2794.721191 Iteration 28Q: 3 clusters Score -545479.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -545496.937500 Penalty: 2794.721191 Iteration 29Q: 3 clusters Score -545496.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -545505.500000 Penalty: 2794.721191 Iteration 30Q: 3 clusters Score -545505.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -545511.750000 Penalty: 2794.721191 Iteration 31Q: 3 clusters Score -545511.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -545516.000000 Penalty: 2794.721191 Iteration 32Q: 3 clusters Score -545516 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -545518.625000 Penalty: 2794.721191 Iteration 33Q: 3 clusters Score -545518.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -545524.812500 Penalty: 2794.721191 Iteration 34Q: 3 clusters Score -545524.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -545530.250000 Penalty: 2794.721191 Iteration 35Q: 3 clusters Score -545530.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -545535.312500 Penalty: 2794.721191 Iteration 36Q: 3 clusters Score -545535.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -545539.562500 Penalty: 2794.721191 Iteration 37Q: 3 clusters Score -545539.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -545539.625000 Penalty: 2794.721191 Iteration 38Q: 3 clusters Score -545539.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -545539.687500 Penalty: 2794.721191 Iteration 39Q: 3 clusters Score -545539.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -545539.562500 Penalty: 2794.721191 Iteration 40F: 3 clusters Score -545539.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11599 members Entering Unmasked Estep Score: -1161651.875000 Penalty: 1520.784546 Iteration 0F: 2 clusters Score -1161652 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1153497.375000 Penalty: 3041.569092 Iteration 0F: 3 clusters Score -1153497 nChanged 5051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -1156665.125000 Penalty: 3041.569092 Iteration 1F: 3 clusters Score -1156665 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -1157694.500000 Penalty: 3041.569092 Iteration 2F: 3 clusters Score -1157694 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -1158850.625000 Penalty: 3041.569092 Iteration 3F: 3 clusters Score -1158851 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -1159728.875000 Penalty: 3041.569092 Iteration 4F: 3 clusters Score -1159729 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -1160158.500000 Penalty: 3041.569092 Iteration 5F: 3 clusters Score -1160158 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 8117 members Entering Unmasked Estep Score: -1160373.750000 Penalty: 3041.569092 Iteration 6Q: 3 clusters Score -1160374 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -1160486.250000 Penalty: 3041.569092 Iteration 7Q: 3 clusters Score -1160486 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 8470 members Entering Unmasked Estep Score: -1160543.250000 Penalty: 3041.569092 Iteration 8Q: 3 clusters Score -1160543 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -1160580.250000 Penalty: 3041.569092 Iteration 9Q: 3 clusters Score -1160580 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -1160616.875000 Penalty: 3041.569092 Iteration 10Q: 3 clusters Score -1160617 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 8831 members Entering Unmasked Estep Score: -1160646.250000 Penalty: 3041.569092 Iteration 11Q: 3 clusters Score -1160646 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 8943 members Entering Unmasked Estep Score: -1160674.500000 Penalty: 3041.569092 Iteration 12Q: 3 clusters Score -1160674 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 9037 members Entering Unmasked Estep Score: -1160700.000000 Penalty: 3041.569092 Iteration 13Q: 3 clusters Score -1160700 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 9140 members Entering Unmasked Estep Score: -1160724.875000 Penalty: 3041.569092 Iteration 14Q: 3 clusters Score -1160725 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -1160750.750000 Penalty: 3041.569092 Iteration 15Q: 3 clusters Score -1160751 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -1160774.875000 Penalty: 3041.569092 Iteration 16Q: 3 clusters Score -1160775 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -1160795.375000 Penalty: 3041.569092 Iteration 17Q: 3 clusters Score -1160795 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -1160817.875000 Penalty: 3041.569092 Iteration 18Q: 3 clusters Score -1160818 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -1160840.500000 Penalty: 3041.569092 Iteration 19Q: 3 clusters Score -1160840 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -1160865.000000 Penalty: 3041.569092 Iteration 20F: 3 clusters Score -1160865 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -1160881.125000 Penalty: 3041.569092 Iteration 21Q: 3 clusters Score -1160881 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 9797 members Entering Unmasked Estep Score: -1160899.250000 Penalty: 3041.569092 Iteration 22Q: 3 clusters Score -1160899 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -1160903.875000 Penalty: 3041.569092 Iteration 23Q: 3 clusters Score -1160904 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 9880 members Entering Unmasked Estep Score: -1160912.375000 Penalty: 3041.569092 Iteration 24Q: 3 clusters Score -1160912 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 9909 members Entering Unmasked Estep Score: -1160918.125000 Penalty: 3041.569092 Iteration 25Q: 3 clusters Score -1160918 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 9943 members Entering Unmasked Estep Score: -1160924.375000 Penalty: 3041.569092 Iteration 26Q: 3 clusters Score -1160924 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 9980 members Entering Unmasked Estep Score: -1160931.500000 Penalty: 3041.569092 Iteration 27Q: 3 clusters Score -1160932 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 10013 members Entering Unmasked Estep Score: -1160942.875000 Penalty: 3041.569092 Iteration 28Q: 3 clusters Score -1160943 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -1160947.375000 Penalty: 3041.569092 Iteration 29Q: 3 clusters Score -1160947 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 10055 members Entering Unmasked Estep Score: -1160947.875000 Penalty: 3041.569092 Iteration 30Q: 3 clusters Score -1160948 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 10077 members Entering Unmasked Estep Score: -1160952.500000 Penalty: 3041.569092 Iteration 31Q: 3 clusters Score -1160952 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -1160957.500000 Penalty: 3041.569092 Iteration 32Q: 3 clusters Score -1160958 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 10117 members Entering Unmasked Estep Score: -1160959.500000 Penalty: 3041.569092 Iteration 33Q: 3 clusters Score -1160960 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 10140 members Entering Unmasked Estep Score: -1160964.625000 Penalty: 3041.569092 Iteration 34Q: 3 clusters Score -1160965 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -1160970.500000 Penalty: 3041.569092 Iteration 35Q: 3 clusters Score -1160970 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 10180 members Entering Unmasked Estep Score: -1160977.125000 Penalty: 3041.569092 Iteration 36Q: 3 clusters Score -1160977 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -1160982.375000 Penalty: 3041.569092 Iteration 37Q: 3 clusters Score -1160982 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 10225 members Entering Unmasked Estep Score: -1160980.875000 Penalty: 3041.569092 Iteration 38Q: 3 clusters Score -1160981 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 10238 members Entering Unmasked Estep Score: -1160982.250000 Penalty: 3041.569092 Iteration 39Q: 3 clusters Score -1160982 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 10251 members Entering Unmasked Estep Score: -1160985.000000 Penalty: 3041.569092 Iteration 40F: 3 clusters Score -1160985 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 10264 members Entering Unmasked Estep Score: -1160985.750000 Penalty: 3041.569092 Iteration 41Q: 3 clusters Score -1160986 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 10274 members Entering Unmasked Estep Score: -1160987.750000 Penalty: 3041.569092 Iteration 42Q: 3 clusters Score -1160988 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -1160991.250000 Penalty: 3041.569092 Iteration 43Q: 3 clusters Score -1160991 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 10296 members Entering Unmasked Estep Score: -1160993.250000 Penalty: 3041.569092 Iteration 44Q: 3 clusters Score -1160993 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -1160998.000000 Penalty: 3041.569092 Iteration 45Q: 3 clusters Score -1160998 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 10329 members Entering Unmasked Estep Score: -1161003.625000 Penalty: 3041.569092 Iteration 46Q: 3 clusters Score -1161004 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 10345 members Entering Unmasked Estep Score: -1161008.500000 Penalty: 3041.569092 Iteration 47Q: 3 clusters Score -1161008 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 10362 members Entering Unmasked Estep Score: -1161011.875000 Penalty: 3041.569092 Iteration 48Q: 3 clusters Score -1161012 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 10380 members Entering Unmasked Estep Score: -1161015.500000 Penalty: 3041.569092 Iteration 49Q: 3 clusters Score -1161016 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 10393 members Entering Unmasked Estep Score: -1161016.500000 Penalty: 3041.569092 Iteration 50Q: 3 clusters Score -1161016 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -1161019.750000 Penalty: 3041.569092 Iteration 51Q: 3 clusters Score -1161020 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -1161022.625000 Penalty: 3041.569092 Iteration 52Q: 3 clusters Score -1161023 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 10423 members Entering Unmasked Estep Score: -1161023.625000 Penalty: 3041.569092 Iteration 53Q: 3 clusters Score -1161024 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 10439 members Entering Unmasked Estep Score: -1161029.500000 Penalty: 3041.569092 Iteration 54Q: 3 clusters Score -1161030 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 10450 members Entering Unmasked Estep Score: -1161032.750000 Penalty: 3041.569092 Iteration 55Q: 3 clusters Score -1161033 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 10465 members Entering Unmasked Estep Score: -1161036.750000 Penalty: 3041.569092 Iteration 56Q: 3 clusters Score -1161037 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -1161035.250000 Penalty: 3041.569092 Iteration 57Q: 3 clusters Score -1161035 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -1161040.000000 Penalty: 3041.569092 Iteration 58Q: 3 clusters Score -1161040 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -1161040.500000 Penalty: 3041.569092 Iteration 59Q: 3 clusters Score -1161040 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 10496 members Entering Unmasked Estep Score: -1161045.500000 Penalty: 3041.569092 Iteration 60F: 3 clusters Score -1161046 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -1161046.875000 Penalty: 3041.569092 Iteration 61Q: 3 clusters Score -1161047 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 10517 members Entering Unmasked Estep Score: -1161047.625000 Penalty: 3041.569092 Iteration 62Q: 3 clusters Score -1161048 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -1161048.500000 Penalty: 3041.569092 Iteration 63Q: 3 clusters Score -1161048 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -1161047.750000 Penalty: 3041.569092 Iteration 64Q: 3 clusters Score -1161048 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -1161050.500000 Penalty: 3041.569092 Iteration 65Q: 3 clusters Score -1161050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 10536 members Entering Unmasked Estep Score: -1161053.000000 Penalty: 3041.569092 Iteration 66Q: 3 clusters Score -1161053 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 10540 members Entering Unmasked Estep Score: -1161051.500000 Penalty: 3041.569092 Iteration 67Q: 3 clusters Score -1161052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 10541 members Entering Unmasked Estep Score: -1161052.875000 Penalty: 3041.569092 Iteration 68Q: 3 clusters Score -1161053 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 10543 members Entering Unmasked Estep Score: -1161053.625000 Penalty: 3041.569092 Iteration 69Q: 3 clusters Score -1161054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 10543 members Entering Unmasked Estep Score: -1161053.625000 Penalty: 3041.569092 Iteration 70F: 3 clusters Score -1161054 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Entering Unmasked Estep Score: -431968.093750 Penalty: 1373.191895 Iteration 0F: 2 clusters Score -431968.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -428247.281250 Penalty: 2746.383789 Iteration 0F: 3 clusters Score -428247.3 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -429316.531250 Penalty: 2746.383789 Iteration 1F: 3 clusters Score -429316.5 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -429511.468750 Penalty: 2746.383789 Iteration 2F: 3 clusters Score -429511.5 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -429638.750000 Penalty: 2746.383789 Iteration 3F: 3 clusters Score -429638.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -429719.468750 Penalty: 2746.383789 Iteration 4Q: 3 clusters Score -429719.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -429799.281250 Penalty: 2746.383789 Iteration 5Q: 3 clusters Score -429799.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -429910.000000 Penalty: 2746.383789 Iteration 6Q: 3 clusters Score -429910 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -430059.500000 Penalty: 2746.383789 Iteration 7Q: 3 clusters Score -430059.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -430217.906250 Penalty: 2746.383789 Iteration 8Q: 3 clusters Score -430217.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -430398.781250 Penalty: 2746.383789 Iteration 9Q: 3 clusters Score -430398.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -430597.062500 Penalty: 2746.383789 Iteration 10Q: 3 clusters Score -430597.1 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -430781.343750 Penalty: 2746.383789 Iteration 11Q: 3 clusters Score -430781.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -430911.125000 Penalty: 2746.383789 Iteration 12Q: 3 clusters Score -430911.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -431008.500000 Penalty: 2746.383789 Iteration 13Q: 3 clusters Score -431008.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -431076.937500 Penalty: 2746.383789 Iteration 14Q: 3 clusters Score -431076.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -431114.000000 Penalty: 2746.383789 Iteration 15Q: 3 clusters Score -431114 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -431137.593750 Penalty: 2746.383789 Iteration 16Q: 3 clusters Score -431137.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -431153.375000 Penalty: 2746.383789 Iteration 17Q: 3 clusters Score -431153.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -431162.812500 Penalty: 2746.383789 Iteration 18Q: 3 clusters Score -431162.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -431169.343750 Penalty: 2746.383789 Iteration 19Q: 3 clusters Score -431169.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -431171.750000 Penalty: 2746.383789 Iteration 20F: 3 clusters Score -431171.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -431173.468750 Penalty: 2746.383789 Iteration 21Q: 3 clusters Score -431173.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -431175.031250 Penalty: 2746.383789 Iteration 22Q: 3 clusters Score -431175 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -431176.312500 Penalty: 2746.383789 Iteration 23Q: 3 clusters Score -431176.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -431176.968750 Penalty: 2746.383789 Iteration 24Q: 3 clusters Score -431177 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -431177.312500 Penalty: 2746.383789 Iteration 25Q: 3 clusters Score -431177.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -431177.593750 Penalty: 2746.383789 Iteration 26Q: 3 clusters Score -431177.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -431177.593750 Penalty: 2746.383789 Iteration 27F: 3 clusters Score -431177.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Entering Unmasked Estep Score: -32568.181641 Penalty: 983.464478 Iteration 0F: 2 clusters Score -32568.18 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 227 members Entering Unmasked Estep Score: -31720.611328 Penalty: 1966.928955 Iteration 0F: 3 clusters Score -31720.61 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -32066.574219 Penalty: 1966.928955 Iteration 1F: 3 clusters Score -32066.57 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -32248.046875 Penalty: 1966.928955 Iteration 2F: 3 clusters Score -32248.05 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -32301.525391 Penalty: 1966.928955 Iteration 3Q: 3 clusters Score -32301.53 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -32330.841797 Penalty: 1966.928955 Iteration 4Q: 3 clusters Score -32330.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -32362.646484 Penalty: 1966.928955 Iteration 5Q: 3 clusters Score -32362.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -32373.519531 Penalty: 1966.928955 Iteration 6Q: 3 clusters Score -32373.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -32374.210938 Penalty: 1966.928955 Iteration 7Q: 3 clusters Score -32374.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -32374.210938 Penalty: 1966.928955 Iteration 8F: 3 clusters Score -32374.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Entering Unmasked Estep Score: -330832.843750 Penalty: 1322.469238 Iteration 0F: 2 clusters Score -330832.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -327874.187500 Penalty: 2644.938477 Iteration 0F: 3 clusters Score -327874.2 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -328746.500000 Penalty: 2644.938477 Iteration 1F: 3 clusters Score -328746.5 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -328984.718750 Penalty: 2644.938477 Iteration 2F: 3 clusters Score -328984.7 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -329189.031250 Penalty: 2644.938477 Iteration 3F: 3 clusters Score -329189 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -329395.843750 Penalty: 2644.938477 Iteration 4F: 3 clusters Score -329395.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -329620.156250 Penalty: 2644.938477 Iteration 5F: 3 clusters Score -329620.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -329857.375000 Penalty: 2644.938477 Iteration 6F: 3 clusters Score -329857.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -330061.531250 Penalty: 2644.938477 Iteration 7Q: 3 clusters Score -330061.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -330230.218750 Penalty: 2644.938477 Iteration 8Q: 3 clusters Score -330230.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -330326.093750 Penalty: 2644.938477 Iteration 9Q: 3 clusters Score -330326.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -330386.250000 Penalty: 2644.938477 Iteration 10Q: 3 clusters Score -330386.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -330421.687500 Penalty: 2644.938477 Iteration 11Q: 3 clusters Score -330421.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -330460.406250 Penalty: 2644.938477 Iteration 12Q: 3 clusters Score -330460.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -330504.750000 Penalty: 2644.938477 Iteration 13Q: 3 clusters Score -330504.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -330547.562500 Penalty: 2644.938477 Iteration 14Q: 3 clusters Score -330547.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -330581.406250 Penalty: 2644.938477 Iteration 15Q: 3 clusters Score -330581.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -330606.593750 Penalty: 2644.938477 Iteration 16Q: 3 clusters Score -330606.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -330620.968750 Penalty: 2644.938477 Iteration 17Q: 3 clusters Score -330621 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -330632.906250 Penalty: 2644.938477 Iteration 18Q: 3 clusters Score -330632.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -330640.437500 Penalty: 2644.938477 Iteration 19Q: 3 clusters Score -330640.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -330654.500000 Penalty: 2644.938477 Iteration 20F: 3 clusters Score -330654.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -330668.156250 Penalty: 2644.938477 Iteration 21Q: 3 clusters Score -330668.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -330675.031250 Penalty: 2644.938477 Iteration 22Q: 3 clusters Score -330675 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -330682.843750 Penalty: 2644.938477 Iteration 23Q: 3 clusters Score -330682.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -330686.312500 Penalty: 2644.938477 Iteration 24Q: 3 clusters Score -330686.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -330690.187500 Penalty: 2644.938477 Iteration 25Q: 3 clusters Score -330690.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -330697.406250 Penalty: 2644.938477 Iteration 26Q: 3 clusters Score -330697.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -330697.750000 Penalty: 2644.938477 Iteration 27Q: 3 clusters Score -330697.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -330699.000000 Penalty: 2644.938477 Iteration 28Q: 3 clusters Score -330699 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -330701.437500 Penalty: 2644.938477 Iteration 29Q: 3 clusters Score -330701.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -330704.937500 Penalty: 2644.938477 Iteration 30Q: 3 clusters Score -330704.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -330707.531250 Penalty: 2644.938477 Iteration 31Q: 3 clusters Score -330707.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -330707.750000 Penalty: 2644.938477 Iteration 32Q: 3 clusters Score -330707.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -330708.250000 Penalty: 2644.938477 Iteration 33Q: 3 clusters Score -330708.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -330708.250000 Penalty: 2644.938477 Iteration 34F: 3 clusters Score -330708.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Entering Unmasked Estep Score: -242125.796875 Penalty: 1266.524902 Iteration 0F: 2 clusters Score -242125.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -239771.640625 Penalty: 2533.049805 Iteration 0F: 3 clusters Score -239771.6 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -240357.203125 Penalty: 2533.049805 Iteration 1F: 3 clusters Score -240357.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -240516.343750 Penalty: 2533.049805 Iteration 2F: 3 clusters Score -240516.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -240647.937500 Penalty: 2533.049805 Iteration 3F: 3 clusters Score -240647.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -240748.093750 Penalty: 2533.049805 Iteration 4F: 3 clusters Score -240748.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -240836.515625 Penalty: 2533.049805 Iteration 5Q: 3 clusters Score -240836.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -240902.453125 Penalty: 2533.049805 Iteration 6Q: 3 clusters Score -240902.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -240963.593750 Penalty: 2533.049805 Iteration 7Q: 3 clusters Score -240963.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -241017.375000 Penalty: 2533.049805 Iteration 8Q: 3 clusters Score -241017.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -241081.296875 Penalty: 2533.049805 Iteration 9Q: 3 clusters Score -241081.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -241141.484375 Penalty: 2533.049805 Iteration 10Q: 3 clusters Score -241141.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -241212.078125 Penalty: 2533.049805 Iteration 11Q: 3 clusters Score -241212.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -241297.375000 Penalty: 2533.049805 Iteration 12Q: 3 clusters Score -241297.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -241374.281250 Penalty: 2533.049805 Iteration 13Q: 3 clusters Score -241374.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -241433.859375 Penalty: 2533.049805 Iteration 14Q: 3 clusters Score -241433.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -241467.859375 Penalty: 2533.049805 Iteration 15Q: 3 clusters Score -241467.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -241493.703125 Penalty: 2533.049805 Iteration 16Q: 3 clusters Score -241493.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -241510.968750 Penalty: 2533.049805 Iteration 17Q: 3 clusters Score -241511 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -241529.796875 Penalty: 2533.049805 Iteration 18Q: 3 clusters Score -241529.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -241544.156250 Penalty: 2533.049805 Iteration 19Q: 3 clusters Score -241544.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -241557.718750 Penalty: 2533.049805 Iteration 20F: 3 clusters Score -241557.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -241564.218750 Penalty: 2533.049805 Iteration 21Q: 3 clusters Score -241564.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -241570.062500 Penalty: 2533.049805 Iteration 22Q: 3 clusters Score -241570.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -241574.859375 Penalty: 2533.049805 Iteration 23Q: 3 clusters Score -241574.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -241577.875000 Penalty: 2533.049805 Iteration 24Q: 3 clusters Score -241577.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -241579.187500 Penalty: 2533.049805 Iteration 25Q: 3 clusters Score -241579.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -241579.187500 Penalty: 2533.049805 Iteration 26F: 3 clusters Score -241579.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (19071 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19071 members Entering Unmasked Estep Score: -1916386.375000 Penalty: 1601.587769 Iteration 0F: 2 clusters Score -1916386 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9610 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -1903450.625000 Penalty: 3203.175537 Iteration 0F: 3 clusters Score -1903451 nChanged 8570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -1908200.875000 Penalty: 3203.175537 Iteration 1F: 3 clusters Score -1908201 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10415 members Mstep: Class 2 contains 8656 members Entering Unmasked Estep Score: -1908683.875000 Penalty: 3203.175537 Iteration 2F: 3 clusters Score -1908684 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10906 members Mstep: Class 2 contains 8165 members Entering Unmasked Estep Score: -1909237.750000 Penalty: 3203.175537 Iteration 3F: 3 clusters Score -1909238 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11482 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -1909800.875000 Penalty: 3203.175537 Iteration 4F: 3 clusters Score -1909801 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -1910453.250000 Penalty: 3203.175537 Iteration 5F: 3 clusters Score -1910453 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12903 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -1911254.625000 Penalty: 3203.175537 Iteration 6F: 3 clusters Score -1911255 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13710 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -1912168.000000 Penalty: 3203.175537 Iteration 7F: 3 clusters Score -1912168 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14405 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1913053.750000 Penalty: 3203.175537 Iteration 8F: 3 clusters Score -1913054 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14919 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -1913746.625000 Penalty: 3203.175537 Iteration 9Q: 3 clusters Score -1913747 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15269 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1914143.750000 Penalty: 3203.175537 Iteration 10Q: 3 clusters Score -1914144 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15524 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -1914385.375000 Penalty: 3203.175537 Iteration 11Q: 3 clusters Score -1914385 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15730 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -1914552.000000 Penalty: 3203.175537 Iteration 12Q: 3 clusters Score -1914552 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15909 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -1914662.375000 Penalty: 3203.175537 Iteration 13Q: 3 clusters Score -1914662 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16068 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -1914740.500000 Penalty: 3203.175537 Iteration 14Q: 3 clusters Score -1914740 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16183 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -1914795.250000 Penalty: 3203.175537 Iteration 15Q: 3 clusters Score -1914795 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16262 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -1914829.875000 Penalty: 3203.175537 Iteration 16Q: 3 clusters Score -1914830 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16353 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -1914858.875000 Penalty: 3203.175537 Iteration 17Q: 3 clusters Score -1914859 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16434 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -1914891.875000 Penalty: 3203.175537 Iteration 18Q: 3 clusters Score -1914892 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1914915.875000 Penalty: 3203.175537 Iteration 19Q: 3 clusters Score -1914916 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16592 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1914942.750000 Penalty: 3203.175537 Iteration 20F: 3 clusters Score -1914943 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16671 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -1914972.750000 Penalty: 3203.175537 Iteration 21Q: 3 clusters Score -1914973 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16744 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -1914996.750000 Penalty: 3203.175537 Iteration 22Q: 3 clusters Score -1914997 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16807 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -1915024.625000 Penalty: 3203.175537 Iteration 23Q: 3 clusters Score -1915025 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16867 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1915042.750000 Penalty: 3203.175537 Iteration 24Q: 3 clusters Score -1915043 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16922 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1915059.750000 Penalty: 3203.175537 Iteration 25Q: 3 clusters Score -1915060 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16972 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -1915074.875000 Penalty: 3203.175537 Iteration 26Q: 3 clusters Score -1915075 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17020 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -1915085.375000 Penalty: 3203.175537 Iteration 27Q: 3 clusters Score -1915085 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17056 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -1915100.500000 Penalty: 3203.175537 Iteration 28Q: 3 clusters Score -1915100 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17087 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -1915115.125000 Penalty: 3203.175537 Iteration 29Q: 3 clusters Score -1915115 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17118 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -1915124.875000 Penalty: 3203.175537 Iteration 30Q: 3 clusters Score -1915125 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17151 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -1915131.500000 Penalty: 3203.175537 Iteration 31Q: 3 clusters Score -1915132 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17177 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -1915140.250000 Penalty: 3203.175537 Iteration 32Q: 3 clusters Score -1915140 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17200 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -1915142.750000 Penalty: 3203.175537 Iteration 33Q: 3 clusters Score -1915143 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17225 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1915153.000000 Penalty: 3203.175537 Iteration 34Q: 3 clusters Score -1915153 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17247 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -1915159.125000 Penalty: 3203.175537 Iteration 35Q: 3 clusters Score -1915159 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17260 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -1915166.875000 Penalty: 3203.175537 Iteration 36Q: 3 clusters Score -1915167 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17274 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1915173.500000 Penalty: 3203.175537 Iteration 37Q: 3 clusters Score -1915174 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17291 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1915179.750000 Penalty: 3203.175537 Iteration 38Q: 3 clusters Score -1915180 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17309 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1915185.875000 Penalty: 3203.175537 Iteration 39Q: 3 clusters Score -1915186 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17320 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -1915191.375000 Penalty: 3203.175537 Iteration 40F: 3 clusters Score -1915191 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17333 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1915194.375000 Penalty: 3203.175537 Iteration 41Q: 3 clusters Score -1915194 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17346 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -1915198.625000 Penalty: 3203.175537 Iteration 42Q: 3 clusters Score -1915199 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17354 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -1915200.625000 Penalty: 3203.175537 Iteration 43Q: 3 clusters Score -1915201 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17361 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1915204.000000 Penalty: 3203.175537 Iteration 44Q: 3 clusters Score -1915204 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17366 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1915200.125000 Penalty: 3203.175537 Iteration 45Q: 3 clusters Score -1915200 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17374 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1915198.000000 Penalty: 3203.175537 Iteration 46Q: 3 clusters Score -1915198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17379 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -1915201.500000 Penalty: 3203.175537 Iteration 47Q: 3 clusters Score -1915202 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17382 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -1915203.250000 Penalty: 3203.175537 Iteration 48Q: 3 clusters Score -1915203 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17385 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -1915203.750000 Penalty: 3203.175537 Iteration 49Q: 3 clusters Score -1915204 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17386 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -1915210.750000 Penalty: 3203.175537 Iteration 50Q: 3 clusters Score -1915211 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17388 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -1915205.750000 Penalty: 3203.175537 Iteration 51Q: 3 clusters Score -1915206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17393 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -1915205.750000 Penalty: 3203.175537 Iteration 52Q: 3 clusters Score -1915206 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17397 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -1915206.000000 Penalty: 3203.175537 Iteration 53Q: 3 clusters Score -1915206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17399 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -1915206.000000 Penalty: 3203.175537 Iteration 54Q: 3 clusters Score -1915206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17401 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -1915207.250000 Penalty: 3203.175537 Iteration 55Q: 3 clusters Score -1915207 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17402 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -1915207.750000 Penalty: 3203.175537 Iteration 56Q: 3 clusters Score -1915208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17403 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -1915206.625000 Penalty: 3203.175537 Iteration 57Q: 3 clusters Score -1915207 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17403 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -1915206.625000 Penalty: 3203.175537 Iteration 58F: 3 clusters Score -1915207 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Entering Unmasked Estep Score: -172017.546875 Penalty: 1205.551880 Iteration 0F: 2 clusters Score -172017.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -170127.562500 Penalty: 2411.103760 Iteration 0F: 3 clusters Score -170127.6 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -170529.281250 Penalty: 2411.103760 Iteration 1F: 3 clusters Score -170529.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -170622.250000 Penalty: 2411.103760 Iteration 2F: 3 clusters Score -170622.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -170666.109375 Penalty: 2411.103760 Iteration 3Q: 3 clusters Score -170666.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -170691.281250 Penalty: 2411.103760 Iteration 4Q: 3 clusters Score -170691.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -170705.031250 Penalty: 2411.103760 Iteration 5Q: 3 clusters Score -170705 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -170715.562500 Penalty: 2411.103760 Iteration 6Q: 3 clusters Score -170715.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -170727.218750 Penalty: 2411.103760 Iteration 7Q: 3 clusters Score -170727.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -170734.984375 Penalty: 2411.103760 Iteration 8Q: 3 clusters Score -170735 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -170741.828125 Penalty: 2411.103760 Iteration 9Q: 3 clusters Score -170741.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -170746.406250 Penalty: 2411.103760 Iteration 10Q: 3 clusters Score -170746.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -170748.812500 Penalty: 2411.103760 Iteration 11Q: 3 clusters Score -170748.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -170753.296875 Penalty: 2411.103760 Iteration 12Q: 3 clusters Score -170753.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -170755.078125 Penalty: 2411.103760 Iteration 13Q: 3 clusters Score -170755.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -170759.531250 Penalty: 2411.103760 Iteration 14Q: 3 clusters Score -170759.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -170761.343750 Penalty: 2411.103760 Iteration 15Q: 3 clusters Score -170761.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -170764.843750 Penalty: 2411.103760 Iteration 16Q: 3 clusters Score -170764.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -170766.750000 Penalty: 2411.103760 Iteration 17Q: 3 clusters Score -170766.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -170767.218750 Penalty: 2411.103760 Iteration 18Q: 3 clusters Score -170767.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -170767.828125 Penalty: 2411.103760 Iteration 19Q: 3 clusters Score -170767.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -170768.359375 Penalty: 2411.103760 Iteration 20F: 3 clusters Score -170768.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -170768.953125 Penalty: 2411.103760 Iteration 21Q: 3 clusters Score -170769 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -170768.953125 Penalty: 2411.103760 Iteration 22F: 3 clusters Score -170769 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Entering Unmasked Estep Score: -231189.046875 Penalty: 1261.214355 Iteration 0F: 2 clusters Score -231189 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -228899.296875 Penalty: 2522.428711 Iteration 0F: 3 clusters Score -228899.3 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -229404.843750 Penalty: 2522.428711 Iteration 1F: 3 clusters Score -229404.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -229575.187500 Penalty: 2522.428711 Iteration 2F: 3 clusters Score -229575.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -229711.093750 Penalty: 2522.428711 Iteration 3F: 3 clusters Score -229711.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -229830.515625 Penalty: 2522.428711 Iteration 4F: 3 clusters Score -229830.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -229933.046875 Penalty: 2522.428711 Iteration 5Q: 3 clusters Score -229933 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -230043.265625 Penalty: 2522.428711 Iteration 6Q: 3 clusters Score -230043.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -230123.625000 Penalty: 2522.428711 Iteration 7Q: 3 clusters Score -230123.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -230176.453125 Penalty: 2522.428711 Iteration 8Q: 3 clusters Score -230176.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -230211.671875 Penalty: 2522.428711 Iteration 9Q: 3 clusters Score -230211.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -230238.390625 Penalty: 2522.428711 Iteration 10Q: 3 clusters Score -230238.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -230261.031250 Penalty: 2522.428711 Iteration 11Q: 3 clusters Score -230261 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -230284.171875 Penalty: 2522.428711 Iteration 12Q: 3 clusters Score -230284.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -230296.390625 Penalty: 2522.428711 Iteration 13Q: 3 clusters Score -230296.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -230305.671875 Penalty: 2522.428711 Iteration 14Q: 3 clusters Score -230305.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -230309.453125 Penalty: 2522.428711 Iteration 15Q: 3 clusters Score -230309.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -230310.390625 Penalty: 2522.428711 Iteration 16Q: 3 clusters Score -230310.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -230310.984375 Penalty: 2522.428711 Iteration 17Q: 3 clusters Score -230311 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -230311.515625 Penalty: 2522.428711 Iteration 18Q: 3 clusters Score -230311.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -230313.484375 Penalty: 2522.428711 Iteration 19Q: 3 clusters Score -230313.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -230314.734375 Penalty: 2522.428711 Iteration 20F: 3 clusters Score -230314.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -230315.984375 Penalty: 2522.428711 Iteration 21Q: 3 clusters Score -230316 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -230315.984375 Penalty: 2522.428711 Iteration 22F: 3 clusters Score -230316 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Entering Unmasked Estep Score: -113159.523438 Penalty: 1146.628418 Iteration 0F: 2 clusters Score -113159.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -111624.492188 Penalty: 2293.256836 Iteration 0F: 3 clusters Score -111624.5 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -111971.812500 Penalty: 2293.256836 Iteration 1F: 3 clusters Score -111971.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -112047.726562 Penalty: 2293.256836 Iteration 2F: 3 clusters Score -112047.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -112087.453125 Penalty: 2293.256836 Iteration 3Q: 3 clusters Score -112087.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -112105.250000 Penalty: 2293.256836 Iteration 4Q: 3 clusters Score -112105.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -112112.414062 Penalty: 2293.256836 Iteration 5Q: 3 clusters Score -112112.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -112117.671875 Penalty: 2293.256836 Iteration 6Q: 3 clusters Score -112117.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -112119.875000 Penalty: 2293.256836 Iteration 7Q: 3 clusters Score -112119.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -112120.656250 Penalty: 2293.256836 Iteration 8Q: 3 clusters Score -112120.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -112121.164062 Penalty: 2293.256836 Iteration 9Q: 3 clusters Score -112121.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -112121.164062 Penalty: 2293.256836 Iteration 10F: 3 clusters Score -112121.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Entering Unmasked Estep Score: -204933.296875 Penalty: 1244.154785 Iteration 0F: 2 clusters Score -204933.3 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 1086 members Entering Unmasked Estep Score: -202781.437500 Penalty: 2488.309570 Iteration 0F: 3 clusters Score -202781.4 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -203334.203125 Penalty: 2488.309570 Iteration 1F: 3 clusters Score -203334.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -203534.359375 Penalty: 2488.309570 Iteration 2F: 3 clusters Score -203534.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -203697.921875 Penalty: 2488.309570 Iteration 3F: 3 clusters Score -203697.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -203831.437500 Penalty: 2488.309570 Iteration 4F: 3 clusters Score -203831.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -203914.687500 Penalty: 2488.309570 Iteration 5Q: 3 clusters Score -203914.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -203971.578125 Penalty: 2488.309570 Iteration 6Q: 3 clusters Score -203971.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -204010.296875 Penalty: 2488.309570 Iteration 7Q: 3 clusters Score -204010.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -204037.140625 Penalty: 2488.309570 Iteration 8Q: 3 clusters Score -204037.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -204063.093750 Penalty: 2488.309570 Iteration 9Q: 3 clusters Score -204063.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -204091.765625 Penalty: 2488.309570 Iteration 10Q: 3 clusters Score -204091.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -204116.046875 Penalty: 2488.309570 Iteration 11Q: 3 clusters Score -204116 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -204132.187500 Penalty: 2488.309570 Iteration 12Q: 3 clusters Score -204132.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -204141.406250 Penalty: 2488.309570 Iteration 13Q: 3 clusters Score -204141.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -204144.453125 Penalty: 2488.309570 Iteration 14Q: 3 clusters Score -204144.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -204148.296875 Penalty: 2488.309570 Iteration 15Q: 3 clusters Score -204148.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -204150.046875 Penalty: 2488.309570 Iteration 16Q: 3 clusters Score -204150 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -204151.406250 Penalty: 2488.309570 Iteration 17Q: 3 clusters Score -204151.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -204152.234375 Penalty: 2488.309570 Iteration 18Q: 3 clusters Score -204152.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -204152.812500 Penalty: 2488.309570 Iteration 19Q: 3 clusters Score -204152.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -204154.609375 Penalty: 2488.309570 Iteration 20F: 3 clusters Score -204154.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -204156.421875 Penalty: 2488.309570 Iteration 21Q: 3 clusters Score -204156.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -204156.593750 Penalty: 2488.309570 Iteration 22Q: 3 clusters Score -204156.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -204159.171875 Penalty: 2488.309570 Iteration 23Q: 3 clusters Score -204159.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -204160.859375 Penalty: 2488.309570 Iteration 24Q: 3 clusters Score -204160.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -204161.734375 Penalty: 2488.309570 Iteration 25Q: 3 clusters Score -204161.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -204162.671875 Penalty: 2488.309570 Iteration 26Q: 3 clusters Score -204162.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -204163.406250 Penalty: 2488.309570 Iteration 27Q: 3 clusters Score -204163.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -204165.109375 Penalty: 2488.309570 Iteration 28Q: 3 clusters Score -204165.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -204166.484375 Penalty: 2488.309570 Iteration 29Q: 3 clusters Score -204166.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -204167.437500 Penalty: 2488.309570 Iteration 30Q: 3 clusters Score -204167.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -204168.703125 Penalty: 2488.309570 Iteration 31Q: 3 clusters Score -204168.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -204169.375000 Penalty: 2488.309570 Iteration 32Q: 3 clusters Score -204169.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -204169.375000 Penalty: 2488.309570 Iteration 33F: 3 clusters Score -204169.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Entering Unmasked Estep Score: -342451.406250 Penalty: 1319.837036 Iteration 0F: 2 clusters Score -342451.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -339531.906250 Penalty: 2639.674072 Iteration 0F: 3 clusters Score -339531.9 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -340233.937500 Penalty: 2639.674072 Iteration 1F: 3 clusters Score -340233.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -340343.343750 Penalty: 2639.674072 Iteration 2F: 3 clusters Score -340343.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -340402.031250 Penalty: 2639.674072 Iteration 3Q: 3 clusters Score -340402 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -340431.125000 Penalty: 2639.674072 Iteration 4Q: 3 clusters Score -340431.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -340457.343750 Penalty: 2639.674072 Iteration 5Q: 3 clusters Score -340457.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -340479.406250 Penalty: 2639.674072 Iteration 6Q: 3 clusters Score -340479.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -340498.406250 Penalty: 2639.674072 Iteration 7Q: 3 clusters Score -340498.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -340515.843750 Penalty: 2639.674072 Iteration 8Q: 3 clusters Score -340515.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -340534.250000 Penalty: 2639.674072 Iteration 9Q: 3 clusters Score -340534.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -340551.906250 Penalty: 2639.674072 Iteration 10Q: 3 clusters Score -340551.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -340567.125000 Penalty: 2639.674072 Iteration 11Q: 3 clusters Score -340567.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -340583.406250 Penalty: 2639.674072 Iteration 12Q: 3 clusters Score -340583.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -340596.687500 Penalty: 2639.674072 Iteration 13Q: 3 clusters Score -340596.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -340608.750000 Penalty: 2639.674072 Iteration 14Q: 3 clusters Score -340608.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -340618.593750 Penalty: 2639.674072 Iteration 15Q: 3 clusters Score -340618.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -340627.093750 Penalty: 2639.674072 Iteration 16Q: 3 clusters Score -340627.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -340632.656250 Penalty: 2639.674072 Iteration 17Q: 3 clusters Score -340632.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -340637.375000 Penalty: 2639.674072 Iteration 18Q: 3 clusters Score -340637.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -340642.656250 Penalty: 2639.674072 Iteration 19Q: 3 clusters Score -340642.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -340651.937500 Penalty: 2639.674072 Iteration 20F: 3 clusters Score -340651.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -340660.531250 Penalty: 2639.674072 Iteration 21Q: 3 clusters Score -340660.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -340670.093750 Penalty: 2639.674072 Iteration 22Q: 3 clusters Score -340670.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -340683.437500 Penalty: 2639.674072 Iteration 23Q: 3 clusters Score -340683.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -340695.062500 Penalty: 2639.674072 Iteration 24Q: 3 clusters Score -340695.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -340709.625000 Penalty: 2639.674072 Iteration 25Q: 3 clusters Score -340709.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -340728.125000 Penalty: 2639.674072 Iteration 26Q: 3 clusters Score -340728.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -340747.187500 Penalty: 2639.674072 Iteration 27Q: 3 clusters Score -340747.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -340770.562500 Penalty: 2639.674072 Iteration 28Q: 3 clusters Score -340770.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -340803.781250 Penalty: 2639.674072 Iteration 29Q: 3 clusters Score -340803.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -340834.250000 Penalty: 2639.674072 Iteration 30Q: 3 clusters Score -340834.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -340864.250000 Penalty: 2639.674072 Iteration 31Q: 3 clusters Score -340864.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -340900.718750 Penalty: 2639.674072 Iteration 32Q: 3 clusters Score -340900.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -340940.281250 Penalty: 2639.674072 Iteration 33Q: 3 clusters Score -340940.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -340969.750000 Penalty: 2639.674072 Iteration 34Q: 3 clusters Score -340969.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -340994.437500 Penalty: 2639.674072 Iteration 35Q: 3 clusters Score -340994.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -341026.093750 Penalty: 2639.674072 Iteration 36Q: 3 clusters Score -341026.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -341060.718750 Penalty: 2639.674072 Iteration 37Q: 3 clusters Score -341060.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -341098.875000 Penalty: 2639.674072 Iteration 38Q: 3 clusters Score -341098.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -341121.625000 Penalty: 2639.674072 Iteration 39Q: 3 clusters Score -341121.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -341147.625000 Penalty: 2639.674072 Iteration 40F: 3 clusters Score -341147.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -341168.656250 Penalty: 2639.674072 Iteration 41Q: 3 clusters Score -341168.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -341188.750000 Penalty: 2639.674072 Iteration 42Q: 3 clusters Score -341188.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -341206.093750 Penalty: 2639.674072 Iteration 43Q: 3 clusters Score -341206.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -341220.187500 Penalty: 2639.674072 Iteration 44Q: 3 clusters Score -341220.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -341234.187500 Penalty: 2639.674072 Iteration 45Q: 3 clusters Score -341234.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -341248.750000 Penalty: 2639.674072 Iteration 46Q: 3 clusters Score -341248.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -341263.687500 Penalty: 2639.674072 Iteration 47Q: 3 clusters Score -341263.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -341272.968750 Penalty: 2639.674072 Iteration 48Q: 3 clusters Score -341273 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -341287.343750 Penalty: 2639.674072 Iteration 49Q: 3 clusters Score -341287.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -341293.218750 Penalty: 2639.674072 Iteration 50Q: 3 clusters Score -341293.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -341296.937500 Penalty: 2639.674072 Iteration 51Q: 3 clusters Score -341296.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -341299.812500 Penalty: 2639.674072 Iteration 52Q: 3 clusters Score -341299.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -341302.468750 Penalty: 2639.674072 Iteration 53Q: 3 clusters Score -341302.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -341306.062500 Penalty: 2639.674072 Iteration 54Q: 3 clusters Score -341306.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -341306.062500 Penalty: 2639.674072 Iteration 55F: 3 clusters Score -341306.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Entering Unmasked Estep Score: -619890.875000 Penalty: 1415.314819 Iteration 0F: 2 clusters Score -619890.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -615297.937500 Penalty: 2830.629639 Iteration 0F: 3 clusters Score -615297.9 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -616556.625000 Penalty: 2830.629639 Iteration 1F: 3 clusters Score -616556.6 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -616732.500000 Penalty: 2830.629639 Iteration 2F: 3 clusters Score -616732.5 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -616847.437500 Penalty: 2830.629639 Iteration 3Q: 3 clusters Score -616847.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -616941.875000 Penalty: 2830.629639 Iteration 4Q: 3 clusters Score -616941.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -617008.625000 Penalty: 2830.629639 Iteration 5Q: 3 clusters Score -617008.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -617057.437500 Penalty: 2830.629639 Iteration 6Q: 3 clusters Score -617057.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -617097.125000 Penalty: 2830.629639 Iteration 7Q: 3 clusters Score -617097.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -617132.937500 Penalty: 2830.629639 Iteration 8Q: 3 clusters Score -617132.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -617158.812500 Penalty: 2830.629639 Iteration 9Q: 3 clusters Score -617158.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -617181.187500 Penalty: 2830.629639 Iteration 10Q: 3 clusters Score -617181.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -617204.750000 Penalty: 2830.629639 Iteration 11Q: 3 clusters Score -617204.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -617223.562500 Penalty: 2830.629639 Iteration 12Q: 3 clusters Score -617223.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -617240.187500 Penalty: 2830.629639 Iteration 13Q: 3 clusters Score -617240.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -617256.062500 Penalty: 2830.629639 Iteration 14Q: 3 clusters Score -617256.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -617271.750000 Penalty: 2830.629639 Iteration 15Q: 3 clusters Score -617271.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -617296.500000 Penalty: 2830.629639 Iteration 16Q: 3 clusters Score -617296.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -617322.375000 Penalty: 2830.629639 Iteration 17Q: 3 clusters Score -617322.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -617347.562500 Penalty: 2830.629639 Iteration 18Q: 3 clusters Score -617347.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -617380.437500 Penalty: 2830.629639 Iteration 19Q: 3 clusters Score -617380.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -617419.500000 Penalty: 2830.629639 Iteration 20F: 3 clusters Score -617419.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -617478.375000 Penalty: 2830.629639 Iteration 21Q: 3 clusters Score -617478.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -617558.625000 Penalty: 2830.629639 Iteration 22Q: 3 clusters Score -617558.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -617638.437500 Penalty: 2830.629639 Iteration 23Q: 3 clusters Score -617638.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -617738.625000 Penalty: 2830.629639 Iteration 24Q: 3 clusters Score -617738.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -617844.062500 Penalty: 2830.629639 Iteration 25Q: 3 clusters Score -617844.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -617934.062500 Penalty: 2830.629639 Iteration 26Q: 3 clusters Score -617934.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -618025.250000 Penalty: 2830.629639 Iteration 27Q: 3 clusters Score -618025.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -618111.500000 Penalty: 2830.629639 Iteration 28Q: 3 clusters Score -618111.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -618204.250000 Penalty: 2830.629639 Iteration 29Q: 3 clusters Score -618204.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -618274.625000 Penalty: 2830.629639 Iteration 30Q: 3 clusters Score -618274.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -618330.500000 Penalty: 2830.629639 Iteration 31Q: 3 clusters Score -618330.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -618382.312500 Penalty: 2830.629639 Iteration 32Q: 3 clusters Score -618382.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -618416.187500 Penalty: 2830.629639 Iteration 33Q: 3 clusters Score -618416.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -618447.875000 Penalty: 2830.629639 Iteration 34Q: 3 clusters Score -618447.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -618472.750000 Penalty: 2830.629639 Iteration 35Q: 3 clusters Score -618472.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -618487.625000 Penalty: 2830.629639 Iteration 36Q: 3 clusters Score -618487.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -618503.687500 Penalty: 2830.629639 Iteration 37Q: 3 clusters Score -618503.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -618517.625000 Penalty: 2830.629639 Iteration 38Q: 3 clusters Score -618517.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -618525.875000 Penalty: 2830.629639 Iteration 39Q: 3 clusters Score -618525.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -618533.375000 Penalty: 2830.629639 Iteration 40F: 3 clusters Score -618533.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -618544.687500 Penalty: 2830.629639 Iteration 41Q: 3 clusters Score -618544.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -618555.562500 Penalty: 2830.629639 Iteration 42Q: 3 clusters Score -618555.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -618563.312500 Penalty: 2830.629639 Iteration 43Q: 3 clusters Score -618563.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -618571.375000 Penalty: 2830.629639 Iteration 44Q: 3 clusters Score -618571.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -618575.312500 Penalty: 2830.629639 Iteration 45Q: 3 clusters Score -618575.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -618579.687500 Penalty: 2830.629639 Iteration 46Q: 3 clusters Score -618579.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -618587.875000 Penalty: 2830.629639 Iteration 47Q: 3 clusters Score -618587.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -618594.875000 Penalty: 2830.629639 Iteration 48Q: 3 clusters Score -618594.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -618600.125000 Penalty: 2830.629639 Iteration 49Q: 3 clusters Score -618600.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -618603.125000 Penalty: 2830.629639 Iteration 50Q: 3 clusters Score -618603.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -618604.375000 Penalty: 2830.629639 Iteration 51Q: 3 clusters Score -618604.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -618605.187500 Penalty: 2830.629639 Iteration 52Q: 3 clusters Score -618605.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -618605.125000 Penalty: 2830.629639 Iteration 53Q: 3 clusters Score -618605.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -618606.562500 Penalty: 2830.629639 Iteration 54Q: 3 clusters Score -618606.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -618607.125000 Penalty: 2830.629639 Iteration 55Q: 3 clusters Score -618607.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -618609.187500 Penalty: 2830.629639 Iteration 56Q: 3 clusters Score -618609.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -618609.187500 Penalty: 2830.629639 Iteration 57F: 3 clusters Score -618609.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Entering Unmasked Estep Score: -578379.375000 Penalty: 1406.585571 Iteration 0F: 2 clusters Score -578379.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -573909.625000 Penalty: 2813.171143 Iteration 0F: 3 clusters Score -573909.6 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -575152.437500 Penalty: 2813.171143 Iteration 1F: 3 clusters Score -575152.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -575333.500000 Penalty: 2813.171143 Iteration 2F: 3 clusters Score -575333.5 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -575481.125000 Penalty: 2813.171143 Iteration 3F: 3 clusters Score -575481.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -575588.062500 Penalty: 2813.171143 Iteration 4Q: 3 clusters Score -575588.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -575674.375000 Penalty: 2813.171143 Iteration 5Q: 3 clusters Score -575674.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -575742.437500 Penalty: 2813.171143 Iteration 6Q: 3 clusters Score -575742.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -575823.875000 Penalty: 2813.171143 Iteration 7Q: 3 clusters Score -575823.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -575910.812500 Penalty: 2813.171143 Iteration 8Q: 3 clusters Score -575910.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -575993.937500 Penalty: 2813.171143 Iteration 9Q: 3 clusters Score -575993.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -576076.687500 Penalty: 2813.171143 Iteration 10Q: 3 clusters Score -576076.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -576174.562500 Penalty: 2813.171143 Iteration 11Q: 3 clusters Score -576174.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -576272.812500 Penalty: 2813.171143 Iteration 12Q: 3 clusters Score -576272.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -576365.687500 Penalty: 2813.171143 Iteration 13Q: 3 clusters Score -576365.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -576436.625000 Penalty: 2813.171143 Iteration 14Q: 3 clusters Score -576436.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -576511.375000 Penalty: 2813.171143 Iteration 15Q: 3 clusters Score -576511.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -576591.437500 Penalty: 2813.171143 Iteration 16Q: 3 clusters Score -576591.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -576665.125000 Penalty: 2813.171143 Iteration 17Q: 3 clusters Score -576665.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -576732.625000 Penalty: 2813.171143 Iteration 18Q: 3 clusters Score -576732.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -576798.562500 Penalty: 2813.171143 Iteration 19Q: 3 clusters Score -576798.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -576869.437500 Penalty: 2813.171143 Iteration 20F: 3 clusters Score -576869.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -576929.875000 Penalty: 2813.171143 Iteration 21Q: 3 clusters Score -576929.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -576984.875000 Penalty: 2813.171143 Iteration 22Q: 3 clusters Score -576984.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -577021.250000 Penalty: 2813.171143 Iteration 23Q: 3 clusters Score -577021.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -577056.000000 Penalty: 2813.171143 Iteration 24Q: 3 clusters Score -577056 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -577089.125000 Penalty: 2813.171143 Iteration 25Q: 3 clusters Score -577089.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -577114.500000 Penalty: 2813.171143 Iteration 26Q: 3 clusters Score -577114.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -577141.687500 Penalty: 2813.171143 Iteration 27Q: 3 clusters Score -577141.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -577173.250000 Penalty: 2813.171143 Iteration 28Q: 3 clusters Score -577173.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -577196.125000 Penalty: 2813.171143 Iteration 29Q: 3 clusters Score -577196.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -577215.125000 Penalty: 2813.171143 Iteration 30Q: 3 clusters Score -577215.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -577228.187500 Penalty: 2813.171143 Iteration 31Q: 3 clusters Score -577228.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -577237.500000 Penalty: 2813.171143 Iteration 32Q: 3 clusters Score -577237.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -577245.250000 Penalty: 2813.171143 Iteration 33Q: 3 clusters Score -577245.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -577249.125000 Penalty: 2813.171143 Iteration 34Q: 3 clusters Score -577249.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -577256.812500 Penalty: 2813.171143 Iteration 35Q: 3 clusters Score -577256.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -577261.312500 Penalty: 2813.171143 Iteration 36Q: 3 clusters Score -577261.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -577268.750000 Penalty: 2813.171143 Iteration 37Q: 3 clusters Score -577268.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -577272.000000 Penalty: 2813.171143 Iteration 38Q: 3 clusters Score -577272 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -577272.000000 Penalty: 2813.171143 Iteration 39F: 3 clusters Score -577272 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Entering Unmasked Estep Score: -580985.750000 Penalty: 1405.990356 Iteration 0F: 2 clusters Score -580985.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -576564.000000 Penalty: 2811.980713 Iteration 0F: 3 clusters Score -576564 nChanged 2341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -577860.750000 Penalty: 2811.980713 Iteration 1F: 3 clusters Score -577860.8 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -578072.750000 Penalty: 2811.980713 Iteration 2F: 3 clusters Score -578072.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -578208.562500 Penalty: 2811.980713 Iteration 3Q: 3 clusters Score -578208.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -578312.000000 Penalty: 2811.980713 Iteration 4Q: 3 clusters Score -578312 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -578396.375000 Penalty: 2811.980713 Iteration 5Q: 3 clusters Score -578396.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -578487.625000 Penalty: 2811.980713 Iteration 6Q: 3 clusters Score -578487.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -578565.000000 Penalty: 2811.980713 Iteration 7Q: 3 clusters Score -578565 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -578632.250000 Penalty: 2811.980713 Iteration 8Q: 3 clusters Score -578632.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -578697.250000 Penalty: 2811.980713 Iteration 9Q: 3 clusters Score -578697.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -578771.937500 Penalty: 2811.980713 Iteration 10Q: 3 clusters Score -578771.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -578841.937500 Penalty: 2811.980713 Iteration 11Q: 3 clusters Score -578841.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -578899.937500 Penalty: 2811.980713 Iteration 12Q: 3 clusters Score -578899.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -578950.187500 Penalty: 2811.980713 Iteration 13Q: 3 clusters Score -578950.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -579008.375000 Penalty: 2811.980713 Iteration 14Q: 3 clusters Score -579008.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -579071.250000 Penalty: 2811.980713 Iteration 15Q: 3 clusters Score -579071.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -579130.000000 Penalty: 2811.980713 Iteration 16Q: 3 clusters Score -579130 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -579168.687500 Penalty: 2811.980713 Iteration 17Q: 3 clusters Score -579168.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -579196.875000 Penalty: 2811.980713 Iteration 18Q: 3 clusters Score -579196.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -579216.937500 Penalty: 2811.980713 Iteration 19Q: 3 clusters Score -579216.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -579235.125000 Penalty: 2811.980713 Iteration 20F: 3 clusters Score -579235.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -579252.000000 Penalty: 2811.980713 Iteration 21Q: 3 clusters Score -579252 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -579267.937500 Penalty: 2811.980713 Iteration 22Q: 3 clusters Score -579267.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -579283.625000 Penalty: 2811.980713 Iteration 23Q: 3 clusters Score -579283.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -579299.375000 Penalty: 2811.980713 Iteration 24Q: 3 clusters Score -579299.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -579305.875000 Penalty: 2811.980713 Iteration 25Q: 3 clusters Score -579305.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -579310.937500 Penalty: 2811.980713 Iteration 26Q: 3 clusters Score -579310.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -579322.187500 Penalty: 2811.980713 Iteration 27Q: 3 clusters Score -579322.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -579333.875000 Penalty: 2811.980713 Iteration 28Q: 3 clusters Score -579333.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -579345.125000 Penalty: 2811.980713 Iteration 29Q: 3 clusters Score -579345.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -579361.187500 Penalty: 2811.980713 Iteration 30Q: 3 clusters Score -579361.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -579371.187500 Penalty: 2811.980713 Iteration 31Q: 3 clusters Score -579371.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -579385.125000 Penalty: 2811.980713 Iteration 32Q: 3 clusters Score -579385.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -579392.187500 Penalty: 2811.980713 Iteration 33Q: 3 clusters Score -579392.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -579402.125000 Penalty: 2811.980713 Iteration 34Q: 3 clusters Score -579402.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -579415.937500 Penalty: 2811.980713 Iteration 35Q: 3 clusters Score -579415.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -579428.500000 Penalty: 2811.980713 Iteration 36Q: 3 clusters Score -579428.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -579438.812500 Penalty: 2811.980713 Iteration 37Q: 3 clusters Score -579438.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -579451.437500 Penalty: 2811.980713 Iteration 38Q: 3 clusters Score -579451.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -579464.312500 Penalty: 2811.980713 Iteration 39Q: 3 clusters Score -579464.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -579476.125000 Penalty: 2811.980713 Iteration 40F: 3 clusters Score -579476.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -579485.125000 Penalty: 2811.980713 Iteration 41Q: 3 clusters Score -579485.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -579495.187500 Penalty: 2811.980713 Iteration 42Q: 3 clusters Score -579495.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -579505.250000 Penalty: 2811.980713 Iteration 43Q: 3 clusters Score -579505.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -579512.000000 Penalty: 2811.980713 Iteration 44Q: 3 clusters Score -579512 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -579518.812500 Penalty: 2811.980713 Iteration 45Q: 3 clusters Score -579518.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -579522.687500 Penalty: 2811.980713 Iteration 46Q: 3 clusters Score -579522.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -579527.812500 Penalty: 2811.980713 Iteration 47Q: 3 clusters Score -579527.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -579533.312500 Penalty: 2811.980713 Iteration 48Q: 3 clusters Score -579533.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -579539.750000 Penalty: 2811.980713 Iteration 49Q: 3 clusters Score -579539.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -579542.625000 Penalty: 2811.980713 Iteration 50Q: 3 clusters Score -579542.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -579550.125000 Penalty: 2811.980713 Iteration 51Q: 3 clusters Score -579550.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -579554.875000 Penalty: 2811.980713 Iteration 52Q: 3 clusters Score -579554.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -579563.375000 Penalty: 2811.980713 Iteration 53Q: 3 clusters Score -579563.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -579572.625000 Penalty: 2811.980713 Iteration 54Q: 3 clusters Score -579572.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -579582.187500 Penalty: 2811.980713 Iteration 55Q: 3 clusters Score -579582.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -579593.375000 Penalty: 2811.980713 Iteration 56Q: 3 clusters Score -579593.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -579601.625000 Penalty: 2811.980713 Iteration 57Q: 3 clusters Score -579601.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -579608.812500 Penalty: 2811.980713 Iteration 58Q: 3 clusters Score -579608.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -579620.437500 Penalty: 2811.980713 Iteration 59Q: 3 clusters Score -579620.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -579631.375000 Penalty: 2811.980713 Iteration 60F: 3 clusters Score -579631.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -579646.250000 Penalty: 2811.980713 Iteration 61Q: 3 clusters Score -579646.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -579662.750000 Penalty: 2811.980713 Iteration 62Q: 3 clusters Score -579662.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -579676.375000 Penalty: 2811.980713 Iteration 63Q: 3 clusters Score -579676.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -579692.125000 Penalty: 2811.980713 Iteration 64Q: 3 clusters Score -579692.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -579705.312500 Penalty: 2811.980713 Iteration 65Q: 3 clusters Score -579705.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -579719.187500 Penalty: 2811.980713 Iteration 66Q: 3 clusters Score -579719.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -579734.312500 Penalty: 2811.980713 Iteration 67Q: 3 clusters Score -579734.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -579744.750000 Penalty: 2811.980713 Iteration 68Q: 3 clusters Score -579744.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -579753.625000 Penalty: 2811.980713 Iteration 69Q: 3 clusters Score -579753.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -579762.000000 Penalty: 2811.980713 Iteration 70Q: 3 clusters Score -579762 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -579769.562500 Penalty: 2811.980713 Iteration 71Q: 3 clusters Score -579769.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -579777.937500 Penalty: 2811.980713 Iteration 72Q: 3 clusters Score -579777.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -579784.687500 Penalty: 2811.980713 Iteration 73Q: 3 clusters Score -579784.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -579794.875000 Penalty: 2811.980713 Iteration 74Q: 3 clusters Score -579794.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -579803.750000 Penalty: 2811.980713 Iteration 75Q: 3 clusters Score -579803.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -579807.437500 Penalty: 2811.980713 Iteration 76Q: 3 clusters Score -579807.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -579809.250000 Penalty: 2811.980713 Iteration 77Q: 3 clusters Score -579809.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -579814.000000 Penalty: 2811.980713 Iteration 78Q: 3 clusters Score -579814 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -579817.562500 Penalty: 2811.980713 Iteration 79Q: 3 clusters Score -579817.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -579822.125000 Penalty: 2811.980713 Iteration 80F: 3 clusters Score -579822.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -579824.750000 Penalty: 2811.980713 Iteration 81Q: 3 clusters Score -579824.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 5146 members Entering Unmasked Estep Score: -579827.062500 Penalty: 2811.980713 Iteration 82Q: 3 clusters Score -579827.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -579829.250000 Penalty: 2811.980713 Iteration 83Q: 3 clusters Score -579829.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -579831.750000 Penalty: 2811.980713 Iteration 84Q: 3 clusters Score -579831.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -579834.062500 Penalty: 2811.980713 Iteration 85Q: 3 clusters Score -579834.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -579836.312500 Penalty: 2811.980713 Iteration 86Q: 3 clusters Score -579836.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -579837.312500 Penalty: 2811.980713 Iteration 87Q: 3 clusters Score -579837.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -579839.625000 Penalty: 2811.980713 Iteration 88Q: 3 clusters Score -579839.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -579844.125000 Penalty: 2811.980713 Iteration 89Q: 3 clusters Score -579844.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -579847.687500 Penalty: 2811.980713 Iteration 90Q: 3 clusters Score -579847.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -579851.750000 Penalty: 2811.980713 Iteration 91Q: 3 clusters Score -579851.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -579854.000000 Penalty: 2811.980713 Iteration 92Q: 3 clusters Score -579854 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -579854.562500 Penalty: 2811.980713 Iteration 93Q: 3 clusters Score -579854.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -579854.875000 Penalty: 2811.980713 Iteration 94Q: 3 clusters Score -579854.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -579854.875000 Penalty: 2811.980713 Iteration 95F: 3 clusters Score -579854.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Entering Unmasked Estep Score: -219512.687500 Penalty: 1252.762573 Iteration 0F: 2 clusters Score -219512.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -217257.203125 Penalty: 2505.525146 Iteration 0F: 3 clusters Score -217257.2 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -217799.390625 Penalty: 2505.525146 Iteration 1F: 3 clusters Score -217799.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -217941.296875 Penalty: 2505.525146 Iteration 2F: 3 clusters Score -217941.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -218009.468750 Penalty: 2505.525146 Iteration 3Q: 3 clusters Score -218009.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -218050.437500 Penalty: 2505.525146 Iteration 4Q: 3 clusters Score -218050.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -218102.453125 Penalty: 2505.525146 Iteration 5Q: 3 clusters Score -218102.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -218165.468750 Penalty: 2505.525146 Iteration 6Q: 3 clusters Score -218165.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -218210.234375 Penalty: 2505.525146 Iteration 7Q: 3 clusters Score -218210.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -218245.234375 Penalty: 2505.525146 Iteration 8Q: 3 clusters Score -218245.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -218267.468750 Penalty: 2505.525146 Iteration 9Q: 3 clusters Score -218267.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -218297.468750 Penalty: 2505.525146 Iteration 10Q: 3 clusters Score -218297.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -218327.781250 Penalty: 2505.525146 Iteration 11Q: 3 clusters Score -218327.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -218357.796875 Penalty: 2505.525146 Iteration 12Q: 3 clusters Score -218357.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -218381.843750 Penalty: 2505.525146 Iteration 13Q: 3 clusters Score -218381.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -218414.250000 Penalty: 2505.525146 Iteration 14Q: 3 clusters Score -218414.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -218469.609375 Penalty: 2505.525146 Iteration 15Q: 3 clusters Score -218469.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -218531.078125 Penalty: 2505.525146 Iteration 16Q: 3 clusters Score -218531.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -218581.812500 Penalty: 2505.525146 Iteration 17Q: 3 clusters Score -218581.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -218643.437500 Penalty: 2505.525146 Iteration 18Q: 3 clusters Score -218643.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -218709.375000 Penalty: 2505.525146 Iteration 19Q: 3 clusters Score -218709.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -218773.125000 Penalty: 2505.525146 Iteration 20F: 3 clusters Score -218773.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -218836.812500 Penalty: 2505.525146 Iteration 21Q: 3 clusters Score -218836.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -218877.812500 Penalty: 2505.525146 Iteration 22Q: 3 clusters Score -218877.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -218907.687500 Penalty: 2505.525146 Iteration 23Q: 3 clusters Score -218907.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -218928.593750 Penalty: 2505.525146 Iteration 24Q: 3 clusters Score -218928.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -218939.593750 Penalty: 2505.525146 Iteration 25Q: 3 clusters Score -218939.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -218946.140625 Penalty: 2505.525146 Iteration 26Q: 3 clusters Score -218946.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -218950.421875 Penalty: 2505.525146 Iteration 27Q: 3 clusters Score -218950.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -218951.218750 Penalty: 2505.525146 Iteration 28Q: 3 clusters Score -218951.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -218952.234375 Penalty: 2505.525146 Iteration 29Q: 3 clusters Score -218952.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -218952.234375 Penalty: 2505.525146 Iteration 30F: 3 clusters Score -218952.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Entering Unmasked Estep Score: -56697.363281 Penalty: 1045.613770 Iteration 0F: 2 clusters Score -56697.36 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 319 members Entering Unmasked Estep Score: -55567.597656 Penalty: 2091.227539 Iteration 0F: 3 clusters Score -55567.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -55830.125000 Penalty: 2091.227539 Iteration 1F: 3 clusters Score -55830.12 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -55991.132812 Penalty: 2091.227539 Iteration 2F: 3 clusters Score -55991.13 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -56138.347656 Penalty: 2091.227539 Iteration 3F: 3 clusters Score -56138.35 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -56281.972656 Penalty: 2091.227539 Iteration 4F: 3 clusters Score -56281.97 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -56365.621094 Penalty: 2091.227539 Iteration 5F: 3 clusters Score -56365.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -56404.406250 Penalty: 2091.227539 Iteration 6Q: 3 clusters Score -56404.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -56435.960938 Penalty: 2091.227539 Iteration 7Q: 3 clusters Score -56435.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -56467.160156 Penalty: 2091.227539 Iteration 8Q: 3 clusters Score -56467.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -56488.695312 Penalty: 2091.227539 Iteration 9Q: 3 clusters Score -56488.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -56525.253906 Penalty: 2091.227539 Iteration 10Q: 3 clusters Score -56525.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -56537.519531 Penalty: 2091.227539 Iteration 11Q: 3 clusters Score -56537.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -56552.480469 Penalty: 2091.227539 Iteration 12Q: 3 clusters Score -56552.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -56560.980469 Penalty: 2091.227539 Iteration 13Q: 3 clusters Score -56560.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -56570.007812 Penalty: 2091.227539 Iteration 14Q: 3 clusters Score -56570.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -56578.421875 Penalty: 2091.227539 Iteration 15Q: 3 clusters Score -56578.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -56582.433594 Penalty: 2091.227539 Iteration 16Q: 3 clusters Score -56582.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -56583.683594 Penalty: 2091.227539 Iteration 17Q: 3 clusters Score -56583.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -56585.449219 Penalty: 2091.227539 Iteration 18F: 3 clusters Score -56585.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -56620.906250 Penalty: 2091.227539 Iteration 19Q: 3 clusters Score -56620.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -56639.519531 Penalty: 2091.227539 Iteration 20F: 3 clusters Score -56639.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (13597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13597 members Entering Unmasked Estep Score: -1392921.375000 Penalty: 1546.610840 Iteration 0F: 2 clusters Score -1392921 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -1383455.500000 Penalty: 3093.221680 Iteration 0F: 3 clusters Score -1383456 nChanged 5988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -1386834.875000 Penalty: 3093.221680 Iteration 1F: 3 clusters Score -1386835 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -1387233.125000 Penalty: 3093.221680 Iteration 2F: 3 clusters Score -1387233 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -1387590.500000 Penalty: 3093.221680 Iteration 3F: 3 clusters Score -1387590 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -1387952.500000 Penalty: 3093.221680 Iteration 4F: 3 clusters Score -1387952 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -1388257.875000 Penalty: 3093.221680 Iteration 5Q: 3 clusters Score -1388258 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -1388506.500000 Penalty: 3093.221680 Iteration 6Q: 3 clusters Score -1388506 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -1388711.500000 Penalty: 3093.221680 Iteration 7Q: 3 clusters Score -1388712 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -1388925.625000 Penalty: 3093.221680 Iteration 8Q: 3 clusters Score -1388926 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -1389121.750000 Penalty: 3093.221680 Iteration 9Q: 3 clusters Score -1389122 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -1389322.125000 Penalty: 3093.221680 Iteration 10Q: 3 clusters Score -1389322 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -1389489.625000 Penalty: 3093.221680 Iteration 11Q: 3 clusters Score -1389490 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -1389646.000000 Penalty: 3093.221680 Iteration 12Q: 3 clusters Score -1389646 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 8242 members Entering Unmasked Estep Score: -1389764.625000 Penalty: 3093.221680 Iteration 13Q: 3 clusters Score -1389765 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 8354 members Entering Unmasked Estep Score: -1389859.250000 Penalty: 3093.221680 Iteration 14Q: 3 clusters Score -1389859 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 8431 members Entering Unmasked Estep Score: -1389941.625000 Penalty: 3093.221680 Iteration 15Q: 3 clusters Score -1389942 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 8511 members Entering Unmasked Estep Score: -1389997.250000 Penalty: 3093.221680 Iteration 16Q: 3 clusters Score -1389997 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -1390034.375000 Penalty: 3093.221680 Iteration 17Q: 3 clusters Score -1390034 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -1390064.875000 Penalty: 3093.221680 Iteration 18Q: 3 clusters Score -1390065 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -1390091.375000 Penalty: 3093.221680 Iteration 19Q: 3 clusters Score -1390091 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -1390113.625000 Penalty: 3093.221680 Iteration 20F: 3 clusters Score -1390114 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -1390127.500000 Penalty: 3093.221680 Iteration 21Q: 3 clusters Score -1390128 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -1390141.750000 Penalty: 3093.221680 Iteration 22Q: 3 clusters Score -1390142 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 8885 members Entering Unmasked Estep Score: -1390145.875000 Penalty: 3093.221680 Iteration 23Q: 3 clusters Score -1390146 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -1390149.500000 Penalty: 3093.221680 Iteration 24Q: 3 clusters Score -1390150 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 8931 members Entering Unmasked Estep Score: -1390153.875000 Penalty: 3093.221680 Iteration 25Q: 3 clusters Score -1390154 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 8949 members Entering Unmasked Estep Score: -1390162.750000 Penalty: 3093.221680 Iteration 26Q: 3 clusters Score -1390163 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -1390164.500000 Penalty: 3093.221680 Iteration 27Q: 3 clusters Score -1390164 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -1390170.125000 Penalty: 3093.221680 Iteration 28Q: 3 clusters Score -1390170 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 9008 members Entering Unmasked Estep Score: -1390171.125000 Penalty: 3093.221680 Iteration 29Q: 3 clusters Score -1390171 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -1390174.375000 Penalty: 3093.221680 Iteration 30Q: 3 clusters Score -1390174 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 9047 members Entering Unmasked Estep Score: -1390179.125000 Penalty: 3093.221680 Iteration 31Q: 3 clusters Score -1390179 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -1390178.375000 Penalty: 3093.221680 Iteration 32Q: 3 clusters Score -1390178 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -1390183.875000 Penalty: 3093.221680 Iteration 33Q: 3 clusters Score -1390184 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -1390185.500000 Penalty: 3093.221680 Iteration 34Q: 3 clusters Score -1390186 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -1390191.125000 Penalty: 3093.221680 Iteration 35Q: 3 clusters Score -1390191 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 9125 members Entering Unmasked Estep Score: -1390192.750000 Penalty: 3093.221680 Iteration 36Q: 3 clusters Score -1390193 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -1390188.500000 Penalty: 3093.221680 Iteration 37Q: 3 clusters Score -1390188 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -1390192.875000 Penalty: 3093.221680 Iteration 38Q: 3 clusters Score -1390193 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -1390194.000000 Penalty: 3093.221680 Iteration 39Q: 3 clusters Score -1390194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -1390191.500000 Penalty: 3093.221680 Iteration 40F: 3 clusters Score -1390192 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -1390192.625000 Penalty: 3093.221680 Iteration 41Q: 3 clusters Score -1390193 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -1390193.000000 Penalty: 3093.221680 Iteration 42Q: 3 clusters Score -1390193 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 9174 members Entering Unmasked Estep Score: -1390193.250000 Penalty: 3093.221680 Iteration 43Q: 3 clusters Score -1390193 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 9181 members Entering Unmasked Estep Score: -1390194.250000 Penalty: 3093.221680 Iteration 44Q: 3 clusters Score -1390194 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 9190 members Entering Unmasked Estep Score: -1390197.375000 Penalty: 3093.221680 Iteration 45Q: 3 clusters Score -1390197 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -1390194.625000 Penalty: 3093.221680 Iteration 46Q: 3 clusters Score -1390195 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 9225 members Entering Unmasked Estep Score: -1390199.250000 Penalty: 3093.221680 Iteration 47Q: 3 clusters Score -1390199 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 9257 members Entering Unmasked Estep Score: -1390202.500000 Penalty: 3093.221680 Iteration 48Q: 3 clusters Score -1390202 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 9291 members Entering Unmasked Estep Score: -1390208.000000 Penalty: 3093.221680 Iteration 49Q: 3 clusters Score -1390208 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -1390212.875000 Penalty: 3093.221680 Iteration 50Q: 3 clusters Score -1390213 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 9383 members Entering Unmasked Estep Score: -1390223.375000 Penalty: 3093.221680 Iteration 51Q: 3 clusters Score -1390223 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 9432 members Entering Unmasked Estep Score: -1390232.750000 Penalty: 3093.221680 Iteration 52Q: 3 clusters Score -1390233 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 9491 members Entering Unmasked Estep Score: -1390247.875000 Penalty: 3093.221680 Iteration 53Q: 3 clusters Score -1390248 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -1390264.875000 Penalty: 3093.221680 Iteration 54Q: 3 clusters Score -1390265 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -1390272.250000 Penalty: 3093.221680 Iteration 55Q: 3 clusters Score -1390272 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -1390284.875000 Penalty: 3093.221680 Iteration 56Q: 3 clusters Score -1390285 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 9747 members Entering Unmasked Estep Score: -1390296.750000 Penalty: 3093.221680 Iteration 57Q: 3 clusters Score -1390297 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -1390301.125000 Penalty: 3093.221680 Iteration 58Q: 3 clusters Score -1390301 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -1390309.125000 Penalty: 3093.221680 Iteration 59Q: 3 clusters Score -1390309 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 9904 members Entering Unmasked Estep Score: -1390315.125000 Penalty: 3093.221680 Iteration 60F: 3 clusters Score -1390315 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -1390322.000000 Penalty: 3093.221680 Iteration 61Q: 3 clusters Score -1390322 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 10011 members Entering Unmasked Estep Score: -1390336.000000 Penalty: 3093.221680 Iteration 62Q: 3 clusters Score -1390336 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 10083 members Entering Unmasked Estep Score: -1390349.000000 Penalty: 3093.221680 Iteration 63Q: 3 clusters Score -1390349 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 10152 members Entering Unmasked Estep Score: -1390362.375000 Penalty: 3093.221680 Iteration 64Q: 3 clusters Score -1390362 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 10224 members Entering Unmasked Estep Score: -1390376.875000 Penalty: 3093.221680 Iteration 65Q: 3 clusters Score -1390377 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -1390395.375000 Penalty: 3093.221680 Iteration 66Q: 3 clusters Score -1390395 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 10388 members Entering Unmasked Estep Score: -1390416.875000 Penalty: 3093.221680 Iteration 67Q: 3 clusters Score -1390417 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 10482 members Entering Unmasked Estep Score: -1390440.875000 Penalty: 3093.221680 Iteration 68Q: 3 clusters Score -1390441 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 10576 members Entering Unmasked Estep Score: -1390468.000000 Penalty: 3093.221680 Iteration 69Q: 3 clusters Score -1390468 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -1390495.875000 Penalty: 3093.221680 Iteration 70Q: 3 clusters Score -1390496 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 10785 members Entering Unmasked Estep Score: -1390522.875000 Penalty: 3093.221680 Iteration 71Q: 3 clusters Score -1390523 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 10880 members Entering Unmasked Estep Score: -1390545.250000 Penalty: 3093.221680 Iteration 72Q: 3 clusters Score -1390545 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -1390574.375000 Penalty: 3093.221680 Iteration 73Q: 3 clusters Score -1390574 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -1390604.750000 Penalty: 3093.221680 Iteration 74Q: 3 clusters Score -1390605 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 11179 members Entering Unmasked Estep Score: -1390633.875000 Penalty: 3093.221680 Iteration 75Q: 3 clusters Score -1390634 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 11282 members Entering Unmasked Estep Score: -1390666.500000 Penalty: 3093.221680 Iteration 76Q: 3 clusters Score -1390666 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -1390710.625000 Penalty: 3093.221680 Iteration 77Q: 3 clusters Score -1390711 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 11528 members Entering Unmasked Estep Score: -1390753.250000 Penalty: 3093.221680 Iteration 78Q: 3 clusters Score -1390753 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 11654 members Entering Unmasked Estep Score: -1390803.375000 Penalty: 3093.221680 Iteration 79Q: 3 clusters Score -1390803 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 11782 members Entering Unmasked Estep Score: -1390853.125000 Penalty: 3093.221680 Iteration 80F: 3 clusters Score -1390853 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -1390910.375000 Penalty: 3093.221680 Iteration 81Q: 3 clusters Score -1390910 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -1390971.875000 Penalty: 3093.221680 Iteration 82Q: 3 clusters Score -1390972 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 12209 members Entering Unmasked Estep Score: -1391042.000000 Penalty: 3093.221680 Iteration 83Q: 3 clusters Score -1391042 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 12373 members Entering Unmasked Estep Score: -1391138.750000 Penalty: 3093.221680 Iteration 84Q: 3 clusters Score -1391139 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 12524 members Entering Unmasked Estep Score: -1391222.875000 Penalty: 3093.221680 Iteration 85Q: 3 clusters Score -1391223 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -1391307.125000 Penalty: 3093.221680 Iteration 86Q: 3 clusters Score -1391307 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 12799 members Entering Unmasked Estep Score: -1391391.875000 Penalty: 3093.221680 Iteration 87Q: 3 clusters Score -1391392 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 12892 members Entering Unmasked Estep Score: -1391446.500000 Penalty: 3093.221680 Iteration 88Q: 3 clusters Score -1391446 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 12960 members Entering Unmasked Estep Score: -1391482.875000 Penalty: 3093.221680 Iteration 89Q: 3 clusters Score -1391483 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 13019 members Entering Unmasked Estep Score: -1391509.000000 Penalty: 3093.221680 Iteration 90Q: 3 clusters Score -1391509 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 13067 members Entering Unmasked Estep Score: -1391545.750000 Penalty: 3093.221680 Iteration 91Q: 3 clusters Score -1391546 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 13105 members Entering Unmasked Estep Score: -1391573.750000 Penalty: 3093.221680 Iteration 92Q: 3 clusters Score -1391574 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 13141 members Entering Unmasked Estep Score: -1391587.875000 Penalty: 3093.221680 Iteration 93Q: 3 clusters Score -1391588 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 13167 members Entering Unmasked Estep Score: -1391604.125000 Penalty: 3093.221680 Iteration 94Q: 3 clusters Score -1391604 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -1391611.500000 Penalty: 3093.221680 Iteration 95Q: 3 clusters Score -1391612 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 13200 members Entering Unmasked Estep Score: -1391615.750000 Penalty: 3093.221680 Iteration 96Q: 3 clusters Score -1391616 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 13208 members Entering Unmasked Estep Score: -1391620.750000 Penalty: 3093.221680 Iteration 97Q: 3 clusters Score -1391621 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 13214 members Entering Unmasked Estep Score: -1391624.750000 Penalty: 3093.221680 Iteration 98Q: 3 clusters Score -1391625 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 13220 members Entering Unmasked Estep Score: -1391626.500000 Penalty: 3093.221680 Iteration 99Q: 3 clusters Score -1391626 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 13224 members Entering Unmasked Estep Score: -1391627.875000 Penalty: 3093.221680 Iteration 100F: 3 clusters Score -1391628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 13228 members Entering Unmasked Estep Score: -1391628.750000 Penalty: 3093.221680 Iteration 101Q: 3 clusters Score -1391629 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 13229 members Entering Unmasked Estep Score: -1391628.000000 Penalty: 3093.221680 Iteration 102Q: 3 clusters Score -1391628 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 13230 members Entering Unmasked Estep Score: -1391629.250000 Penalty: 3093.221680 Iteration 103Q: 3 clusters Score -1391629 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 13230 members Entering Unmasked Estep Score: -1391629.250000 Penalty: 3093.221680 Iteration 104F: 3 clusters Score -1391629 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Entering Unmasked Estep Score: -352575.656250 Penalty: 1331.382568 Iteration 0F: 2 clusters Score -352575.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -349476.437500 Penalty: 2662.765137 Iteration 0F: 3 clusters Score -349476.4 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -350320.218750 Penalty: 2662.765137 Iteration 1F: 3 clusters Score -350320.2 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -350515.562500 Penalty: 2662.765137 Iteration 2F: 3 clusters Score -350515.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -350680.593750 Penalty: 2662.765137 Iteration 3F: 3 clusters Score -350680.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -350861.281250 Penalty: 2662.765137 Iteration 4F: 3 clusters Score -350861.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -351014.906250 Penalty: 2662.765137 Iteration 5F: 3 clusters Score -351014.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -351140.468750 Penalty: 2662.765137 Iteration 6Q: 3 clusters Score -351140.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -351238.156250 Penalty: 2662.765137 Iteration 7Q: 3 clusters Score -351238.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -351315.312500 Penalty: 2662.765137 Iteration 8Q: 3 clusters Score -351315.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -351382.250000 Penalty: 2662.765137 Iteration 9Q: 3 clusters Score -351382.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -351439.718750 Penalty: 2662.765137 Iteration 10Q: 3 clusters Score -351439.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -351482.375000 Penalty: 2662.765137 Iteration 11Q: 3 clusters Score -351482.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -351518.312500 Penalty: 2662.765137 Iteration 12Q: 3 clusters Score -351518.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -351548.062500 Penalty: 2662.765137 Iteration 13Q: 3 clusters Score -351548.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -351569.937500 Penalty: 2662.765137 Iteration 14Q: 3 clusters Score -351569.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -351587.593750 Penalty: 2662.765137 Iteration 15Q: 3 clusters Score -351587.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -351599.843750 Penalty: 2662.765137 Iteration 16Q: 3 clusters Score -351599.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -351609.968750 Penalty: 2662.765137 Iteration 17Q: 3 clusters Score -351610 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -351619.125000 Penalty: 2662.765137 Iteration 18Q: 3 clusters Score -351619.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -351626.875000 Penalty: 2662.765137 Iteration 19Q: 3 clusters Score -351626.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -351635.125000 Penalty: 2662.765137 Iteration 20F: 3 clusters Score -351635.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -351642.750000 Penalty: 2662.765137 Iteration 21Q: 3 clusters Score -351642.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -351648.468750 Penalty: 2662.765137 Iteration 22Q: 3 clusters Score -351648.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -351653.750000 Penalty: 2662.765137 Iteration 23Q: 3 clusters Score -351653.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -351658.375000 Penalty: 2662.765137 Iteration 24Q: 3 clusters Score -351658.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -351659.093750 Penalty: 2662.765137 Iteration 25Q: 3 clusters Score -351659.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -351660.281250 Penalty: 2662.765137 Iteration 26Q: 3 clusters Score -351660.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -351661.031250 Penalty: 2662.765137 Iteration 27Q: 3 clusters Score -351661 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -351661.750000 Penalty: 2662.765137 Iteration 28Q: 3 clusters Score -351661.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -351663.937500 Penalty: 2662.765137 Iteration 29Q: 3 clusters Score -351663.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -351665.281250 Penalty: 2662.765137 Iteration 30Q: 3 clusters Score -351665.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -351666.718750 Penalty: 2662.765137 Iteration 31Q: 3 clusters Score -351666.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -351667.062500 Penalty: 2662.765137 Iteration 32Q: 3 clusters Score -351667.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -351667.906250 Penalty: 2662.765137 Iteration 33Q: 3 clusters Score -351667.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -351667.875000 Penalty: 2662.765137 Iteration 34Q: 3 clusters Score -351667.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -351667.937500 Penalty: 2662.765137 Iteration 35Q: 3 clusters Score -351667.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -351667.937500 Penalty: 2662.765137 Iteration 36F: 3 clusters Score -351667.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Entering Unmasked Estep Score: -9780.360352 Penalty: 763.828064 Iteration 0F: 2 clusters Score -9780.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -9205.221680 Penalty: 1527.656128 Iteration 0F: 3 clusters Score -9205.222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -9223.547852 Penalty: 1527.656128 Iteration 1Q: 3 clusters Score -9223.548 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -9223.547852 Penalty: 1527.656128 Iteration 2F: 3 clusters Score -9223.548 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Entering Unmasked Estep Score: -464012.406250 Penalty: 1371.058594 Iteration 0F: 2 clusters Score -464012.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -460253.750000 Penalty: 2742.117188 Iteration 0F: 3 clusters Score -460253.8 nChanged 1859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -461314.500000 Penalty: 2742.117188 Iteration 1F: 3 clusters Score -461314.5 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -461492.625000 Penalty: 2742.117188 Iteration 2F: 3 clusters Score -461492.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -461597.500000 Penalty: 2742.117188 Iteration 3Q: 3 clusters Score -461597.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -461676.843750 Penalty: 2742.117188 Iteration 4Q: 3 clusters Score -461676.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -461737.062500 Penalty: 2742.117188 Iteration 5Q: 3 clusters Score -461737.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -461777.562500 Penalty: 2742.117188 Iteration 6Q: 3 clusters Score -461777.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -461824.718750 Penalty: 2742.117188 Iteration 7Q: 3 clusters Score -461824.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -461861.437500 Penalty: 2742.117188 Iteration 8Q: 3 clusters Score -461861.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -461896.250000 Penalty: 2742.117188 Iteration 9Q: 3 clusters Score -461896.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -461932.562500 Penalty: 2742.117188 Iteration 10Q: 3 clusters Score -461932.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -461974.468750 Penalty: 2742.117188 Iteration 11Q: 3 clusters Score -461974.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -462020.593750 Penalty: 2742.117188 Iteration 12Q: 3 clusters Score -462020.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -462067.093750 Penalty: 2742.117188 Iteration 13Q: 3 clusters Score -462067.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -462122.531250 Penalty: 2742.117188 Iteration 14Q: 3 clusters Score -462122.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -462188.843750 Penalty: 2742.117188 Iteration 15Q: 3 clusters Score -462188.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -462250.812500 Penalty: 2742.117188 Iteration 16Q: 3 clusters Score -462250.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -462307.468750 Penalty: 2742.117188 Iteration 17Q: 3 clusters Score -462307.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -462361.437500 Penalty: 2742.117188 Iteration 18Q: 3 clusters Score -462361.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -462403.593750 Penalty: 2742.117188 Iteration 19Q: 3 clusters Score -462403.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -462458.187500 Penalty: 2742.117188 Iteration 20F: 3 clusters Score -462458.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -462501.843750 Penalty: 2742.117188 Iteration 21Q: 3 clusters Score -462501.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -462533.250000 Penalty: 2742.117188 Iteration 22Q: 3 clusters Score -462533.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -462565.906250 Penalty: 2742.117188 Iteration 23Q: 3 clusters Score -462565.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -462593.187500 Penalty: 2742.117188 Iteration 24Q: 3 clusters Score -462593.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -462615.500000 Penalty: 2742.117188 Iteration 25Q: 3 clusters Score -462615.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -462634.593750 Penalty: 2742.117188 Iteration 26Q: 3 clusters Score -462634.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -462653.000000 Penalty: 2742.117188 Iteration 27Q: 3 clusters Score -462653 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -462669.718750 Penalty: 2742.117188 Iteration 28Q: 3 clusters Score -462669.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -462683.718750 Penalty: 2742.117188 Iteration 29Q: 3 clusters Score -462683.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -462695.593750 Penalty: 2742.117188 Iteration 30Q: 3 clusters Score -462695.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -462707.593750 Penalty: 2742.117188 Iteration 31Q: 3 clusters Score -462707.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -462718.312500 Penalty: 2742.117188 Iteration 32Q: 3 clusters Score -462718.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -462729.531250 Penalty: 2742.117188 Iteration 33Q: 3 clusters Score -462729.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -462757.343750 Penalty: 2742.117188 Iteration 34Q: 3 clusters Score -462757.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -462791.968750 Penalty: 2742.117188 Iteration 35Q: 3 clusters Score -462792 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -462830.375000 Penalty: 2742.117188 Iteration 36Q: 3 clusters Score -462830.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -462854.687500 Penalty: 2742.117188 Iteration 37Q: 3 clusters Score -462854.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -462879.750000 Penalty: 2742.117188 Iteration 38Q: 3 clusters Score -462879.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -462897.062500 Penalty: 2742.117188 Iteration 39Q: 3 clusters Score -462897.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -462908.843750 Penalty: 2742.117188 Iteration 40F: 3 clusters Score -462908.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -462917.593750 Penalty: 2742.117188 Iteration 41Q: 3 clusters Score -462917.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -462924.531250 Penalty: 2742.117188 Iteration 42Q: 3 clusters Score -462924.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -462931.156250 Penalty: 2742.117188 Iteration 43Q: 3 clusters Score -462931.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -462938.031250 Penalty: 2742.117188 Iteration 44Q: 3 clusters Score -462938 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -462940.156250 Penalty: 2742.117188 Iteration 45Q: 3 clusters Score -462940.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -462942.562500 Penalty: 2742.117188 Iteration 46Q: 3 clusters Score -462942.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -462946.468750 Penalty: 2742.117188 Iteration 47Q: 3 clusters Score -462946.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -462947.968750 Penalty: 2742.117188 Iteration 48Q: 3 clusters Score -462948 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -462950.750000 Penalty: 2742.117188 Iteration 49Q: 3 clusters Score -462950.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -462952.343750 Penalty: 2742.117188 Iteration 50Q: 3 clusters Score -462952.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -462953.843750 Penalty: 2742.117188 Iteration 51Q: 3 clusters Score -462953.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -462955.000000 Penalty: 2742.117188 Iteration 52Q: 3 clusters Score -462955 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -462955.562500 Penalty: 2742.117188 Iteration 53Q: 3 clusters Score -462955.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -462956.031250 Penalty: 2742.117188 Iteration 54Q: 3 clusters Score -462956 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -462956.031250 Penalty: 2742.117188 Iteration 55F: 3 clusters Score -462956 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (16636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16636 members Entering Unmasked Estep Score: -1601421.250000 Penalty: 1579.390137 Iteration 0F: 2 clusters Score -1601421 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 8277 members Entering Unmasked Estep Score: -1589904.125000 Penalty: 3158.780273 Iteration 0F: 3 clusters Score -1589904 nChanged 7469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -1594086.000000 Penalty: 3158.780273 Iteration 1F: 3 clusters Score -1594086 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9129 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -1594381.125000 Penalty: 3158.780273 Iteration 2Q: 3 clusters Score -1594381 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9481 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1594621.250000 Penalty: 3158.780273 Iteration 3Q: 3 clusters Score -1594621 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9916 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -1594873.750000 Penalty: 3158.780273 Iteration 4Q: 3 clusters Score -1594874 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10478 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -1595184.125000 Penalty: 3158.780273 Iteration 5Q: 3 clusters Score -1595184 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -1595606.250000 Penalty: 3158.780273 Iteration 6Q: 3 clusters Score -1595606 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -1596170.875000 Penalty: 3158.780273 Iteration 7F: 3 clusters Score -1596171 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13095 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -1596979.500000 Penalty: 3158.780273 Iteration 8F: 3 clusters Score -1596980 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14135 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -1597874.125000 Penalty: 3158.780273 Iteration 9F: 3 clusters Score -1597874 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15052 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -1598723.500000 Penalty: 3158.780273 Iteration 10F: 3 clusters Score -1598724 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15683 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -1599312.875000 Penalty: 3158.780273 Iteration 11Q: 3 clusters Score -1599313 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16092 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1599678.250000 Penalty: 3158.780273 Iteration 12Q: 3 clusters Score -1599678 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16292 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -1599854.875000 Penalty: 3158.780273 Iteration 13Q: 3 clusters Score -1599855 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -1599931.750000 Penalty: 3158.780273 Iteration 14Q: 3 clusters Score -1599932 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16412 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1599976.500000 Penalty: 3158.780273 Iteration 15Q: 3 clusters Score -1599976 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16432 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -1600007.125000 Penalty: 3158.780273 Iteration 16Q: 3 clusters Score -1600007 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16444 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -1600019.375000 Penalty: 3158.780273 Iteration 17Q: 3 clusters Score -1600019 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16445 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -1600025.250000 Penalty: 3158.780273 Iteration 18Q: 3 clusters Score -1600025 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16447 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -1600027.875000 Penalty: 3158.780273 Iteration 19Q: 3 clusters Score -1600028 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16453 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -1600031.250000 Penalty: 3158.780273 Iteration 20F: 3 clusters Score -1600031 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16457 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -1600036.000000 Penalty: 3158.780273 Iteration 21Q: 3 clusters Score -1600036 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16462 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -1600044.125000 Penalty: 3158.780273 Iteration 22Q: 3 clusters Score -1600044 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16467 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -1600053.125000 Penalty: 3158.780273 Iteration 23Q: 3 clusters Score -1600053 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16471 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1600056.750000 Penalty: 3158.780273 Iteration 24Q: 3 clusters Score -1600057 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16474 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -1600061.375000 Penalty: 3158.780273 Iteration 25Q: 3 clusters Score -1600061 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16475 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -1600063.375000 Penalty: 3158.780273 Iteration 26Q: 3 clusters Score -1600063 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16477 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -1600067.875000 Penalty: 3158.780273 Iteration 27Q: 3 clusters Score -1600068 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16479 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -1600072.500000 Penalty: 3158.780273 Iteration 28Q: 3 clusters Score -1600072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16482 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -1600076.625000 Penalty: 3158.780273 Iteration 29Q: 3 clusters Score -1600077 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16483 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -1600077.625000 Penalty: 3158.780273 Iteration 30Q: 3 clusters Score -1600078 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16485 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -1600081.625000 Penalty: 3158.780273 Iteration 31Q: 3 clusters Score -1600082 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16485 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -1600081.625000 Penalty: 3158.780273 Iteration 32F: 3 clusters Score -1600082 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Entering Unmasked Estep Score: -107594.539062 Penalty: 1141.071167 Iteration 0F: 2 clusters Score -107594.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -106071.093750 Penalty: 2282.142334 Iteration 0F: 3 clusters Score -106071.1 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -106347.500000 Penalty: 2282.142334 Iteration 1F: 3 clusters Score -106347.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -106434.468750 Penalty: 2282.142334 Iteration 2F: 3 clusters Score -106434.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -106487.851562 Penalty: 2282.142334 Iteration 3F: 3 clusters Score -106487.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -106515.273438 Penalty: 2282.142334 Iteration 4Q: 3 clusters Score -106515.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -106542.750000 Penalty: 2282.142334 Iteration 5Q: 3 clusters Score -106542.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -106577.453125 Penalty: 2282.142334 Iteration 6Q: 3 clusters Score -106577.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -106609.953125 Penalty: 2282.142334 Iteration 7Q: 3 clusters Score -106610 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -106625.218750 Penalty: 2282.142334 Iteration 8Q: 3 clusters Score -106625.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -106653.132812 Penalty: 2282.142334 Iteration 9Q: 3 clusters Score -106653.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -106686.757812 Penalty: 2282.142334 Iteration 10Q: 3 clusters Score -106686.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -106716.781250 Penalty: 2282.142334 Iteration 11Q: 3 clusters Score -106716.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -106743.773438 Penalty: 2282.142334 Iteration 12Q: 3 clusters Score -106743.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -106768.625000 Penalty: 2282.142334 Iteration 13Q: 3 clusters Score -106768.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -106782.382812 Penalty: 2282.142334 Iteration 14Q: 3 clusters Score -106782.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -106790.406250 Penalty: 2282.142334 Iteration 15Q: 3 clusters Score -106790.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -106799.007812 Penalty: 2282.142334 Iteration 16Q: 3 clusters Score -106799 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -106804.398438 Penalty: 2282.142334 Iteration 17Q: 3 clusters Score -106804.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -106811.867188 Penalty: 2282.142334 Iteration 18Q: 3 clusters Score -106811.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -106818.140625 Penalty: 2282.142334 Iteration 19Q: 3 clusters Score -106818.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -106826.062500 Penalty: 2282.142334 Iteration 20F: 3 clusters Score -106826.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -106827.882812 Penalty: 2282.142334 Iteration 21Q: 3 clusters Score -106827.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -106828.460938 Penalty: 2282.142334 Iteration 22Q: 3 clusters Score -106828.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -106828.460938 Penalty: 2282.142334 Iteration 23F: 3 clusters Score -106828.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Entering Unmasked Estep Score: -80801.734375 Penalty: 1095.909546 Iteration 0F: 2 clusters Score -80801.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -79473.679688 Penalty: 2191.819092 Iteration 0F: 3 clusters Score -79473.68 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -79729.773438 Penalty: 2191.819092 Iteration 1F: 3 clusters Score -79729.77 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -79791.843750 Penalty: 2191.819092 Iteration 2F: 3 clusters Score -79791.84 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -79824.125000 Penalty: 2191.819092 Iteration 3Q: 3 clusters Score -79824.12 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -79855.695312 Penalty: 2191.819092 Iteration 4Q: 3 clusters Score -79855.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -79886.835938 Penalty: 2191.819092 Iteration 5Q: 3 clusters Score -79886.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -79903.000000 Penalty: 2191.819092 Iteration 6Q: 3 clusters Score -79903 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -79908.250000 Penalty: 2191.819092 Iteration 7Q: 3 clusters Score -79908.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -79921.632812 Penalty: 2191.819092 Iteration 8Q: 3 clusters Score -79921.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -79966.085938 Penalty: 2191.819092 Iteration 9Q: 3 clusters Score -79966.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -79977.421875 Penalty: 2191.819092 Iteration 10Q: 3 clusters Score -79977.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -79984.812500 Penalty: 2191.819092 Iteration 11Q: 3 clusters Score -79984.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -80004.312500 Penalty: 2191.819092 Iteration 12Q: 3 clusters Score -80004.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -80027.070312 Penalty: 2191.819092 Iteration 13Q: 3 clusters Score -80027.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -80055.750000 Penalty: 2191.819092 Iteration 14Q: 3 clusters Score -80055.75 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -80097.812500 Penalty: 2191.819092 Iteration 15Q: 3 clusters Score -80097.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -80128.296875 Penalty: 2191.819092 Iteration 16Q: 3 clusters Score -80128.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -80158.859375 Penalty: 2191.819092 Iteration 17Q: 3 clusters Score -80158.86 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -80199.796875 Penalty: 2191.819092 Iteration 18Q: 3 clusters Score -80199.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -80253.156250 Penalty: 2191.819092 Iteration 19Q: 3 clusters Score -80253.16 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -80315.929688 Penalty: 2191.819092 Iteration 20F: 3 clusters Score -80315.93 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -80435.890625 Penalty: 2191.819092 Iteration 21Q: 3 clusters Score -80435.89 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -80635.515625 Penalty: 2191.819092 Iteration 22Q: 3 clusters Score -80635.52 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -80786.734375 Penalty: 2191.819092 Iteration 23F: 3 clusters Score -80786.73 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -80865.289062 Penalty: 2191.819092 Iteration 24Q: 3 clusters Score -80865.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -80894.132812 Penalty: 2191.819092 Iteration 25Q: 3 clusters Score -80894.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -80900.007812 Penalty: 2191.819092 Iteration 26Q: 3 clusters Score -80900.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -80903.390625 Penalty: 2191.819092 Iteration 27Q: 3 clusters Score -80903.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -80904.273438 Penalty: 2191.819092 Iteration 28Q: 3 clusters Score -80904.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -80904.273438 Penalty: 2191.819092 Iteration 29F: 3 clusters Score -80904.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65106 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4677 members Mstep: Class 7 contains 425 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2426 members Mstep: Class 10 contains 19071 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6061 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16636 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 406 members Mstep: Class 28 contains 5660 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3774 members Mstep: Class 31 contains 370 members Mstep: Class 32 contains 443 members Entering Unmasked Estep Score: -22264858.000000 Penalty: 64227.179688 Splitting cluster 27 changes total score from -22265694.000000 to -22264858.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (5660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Entering Unmasked Estep Score: -571977.250000 Penalty: 1404.191650 Iteration 0F: 2 clusters Score -571977.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -567603.812500 Penalty: 2808.383301 Iteration 0F: 3 clusters Score -567603.8 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -568793.500000 Penalty: 2808.383301 Iteration 1F: 3 clusters Score -568793.5 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -568978.750000 Penalty: 2808.383301 Iteration 2F: 3 clusters Score -568978.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -569070.375000 Penalty: 2808.383301 Iteration 3Q: 3 clusters Score -569070.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -569129.625000 Penalty: 2808.383301 Iteration 4Q: 3 clusters Score -569129.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -569183.250000 Penalty: 2808.383301 Iteration 5Q: 3 clusters Score -569183.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -569229.750000 Penalty: 2808.383301 Iteration 6Q: 3 clusters Score -569229.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -569273.500000 Penalty: 2808.383301 Iteration 7Q: 3 clusters Score -569273.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -569317.375000 Penalty: 2808.383301 Iteration 8Q: 3 clusters Score -569317.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -569364.312500 Penalty: 2808.383301 Iteration 9Q: 3 clusters Score -569364.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -569399.875000 Penalty: 2808.383301 Iteration 10Q: 3 clusters Score -569399.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -569433.000000 Penalty: 2808.383301 Iteration 11Q: 3 clusters Score -569433 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -569464.562500 Penalty: 2808.383301 Iteration 12Q: 3 clusters Score -569464.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -569498.625000 Penalty: 2808.383301 Iteration 13Q: 3 clusters Score -569498.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -569541.625000 Penalty: 2808.383301 Iteration 14Q: 3 clusters Score -569541.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -569589.500000 Penalty: 2808.383301 Iteration 15Q: 3 clusters Score -569589.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -569648.625000 Penalty: 2808.383301 Iteration 16Q: 3 clusters Score -569648.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -569732.312500 Penalty: 2808.383301 Iteration 17Q: 3 clusters Score -569732.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -569831.500000 Penalty: 2808.383301 Iteration 18Q: 3 clusters Score -569831.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -569940.250000 Penalty: 2808.383301 Iteration 19Q: 3 clusters Score -569940.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -570031.937500 Penalty: 2808.383301 Iteration 20F: 3 clusters Score -570031.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -570106.312500 Penalty: 2808.383301 Iteration 21Q: 3 clusters Score -570106.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -570168.375000 Penalty: 2808.383301 Iteration 22Q: 3 clusters Score -570168.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -570216.187500 Penalty: 2808.383301 Iteration 23Q: 3 clusters Score -570216.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -570255.000000 Penalty: 2808.383301 Iteration 24Q: 3 clusters Score -570255 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -570297.125000 Penalty: 2808.383301 Iteration 25Q: 3 clusters Score -570297.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -570329.062500 Penalty: 2808.383301 Iteration 26Q: 3 clusters Score -570329.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -570358.437500 Penalty: 2808.383301 Iteration 27Q: 3 clusters Score -570358.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -570383.625000 Penalty: 2808.383301 Iteration 28Q: 3 clusters Score -570383.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -570405.875000 Penalty: 2808.383301 Iteration 29Q: 3 clusters Score -570405.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -570419.750000 Penalty: 2808.383301 Iteration 30Q: 3 clusters Score -570419.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -570434.687500 Penalty: 2808.383301 Iteration 31Q: 3 clusters Score -570434.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -570449.875000 Penalty: 2808.383301 Iteration 32Q: 3 clusters Score -570449.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -570463.562500 Penalty: 2808.383301 Iteration 33Q: 3 clusters Score -570463.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -570475.000000 Penalty: 2808.383301 Iteration 34Q: 3 clusters Score -570475 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -570483.625000 Penalty: 2808.383301 Iteration 35Q: 3 clusters Score -570483.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -570493.375000 Penalty: 2808.383301 Iteration 36Q: 3 clusters Score -570493.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -570501.750000 Penalty: 2808.383301 Iteration 37Q: 3 clusters Score -570501.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -570509.562500 Penalty: 2808.383301 Iteration 38Q: 3 clusters Score -570509.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -570514.937500 Penalty: 2808.383301 Iteration 39Q: 3 clusters Score -570514.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -570521.500000 Penalty: 2808.383301 Iteration 40F: 3 clusters Score -570521.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -570526.750000 Penalty: 2808.383301 Iteration 41Q: 3 clusters Score -570526.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -570528.937500 Penalty: 2808.383301 Iteration 42Q: 3 clusters Score -570528.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -570529.750000 Penalty: 2808.383301 Iteration 43Q: 3 clusters Score -570529.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -570530.875000 Penalty: 2808.383301 Iteration 44Q: 3 clusters Score -570530.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -570532.750000 Penalty: 2808.383301 Iteration 45Q: 3 clusters Score -570532.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -570534.000000 Penalty: 2808.383301 Iteration 46Q: 3 clusters Score -570534 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -570537.625000 Penalty: 2808.383301 Iteration 47Q: 3 clusters Score -570537.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -570538.937500 Penalty: 2808.383301 Iteration 48Q: 3 clusters Score -570538.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -570541.437500 Penalty: 2808.383301 Iteration 49Q: 3 clusters Score -570541.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -570542.625000 Penalty: 2808.383301 Iteration 50Q: 3 clusters Score -570542.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -570541.937500 Penalty: 2808.383301 Iteration 51Q: 3 clusters Score -570541.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -570543.875000 Penalty: 2808.383301 Iteration 52Q: 3 clusters Score -570543.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -570544.937500 Penalty: 2808.383301 Iteration 53Q: 3 clusters Score -570544.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -570544.062500 Penalty: 2808.383301 Iteration 54Q: 3 clusters Score -570544.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -570544.937500 Penalty: 2808.383301 Iteration 55Q: 3 clusters Score -570544.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -570545.562500 Penalty: 2808.383301 Iteration 56Q: 3 clusters Score -570545.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -570546.125000 Penalty: 2808.383301 Iteration 57Q: 3 clusters Score -570546.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -570546.375000 Penalty: 2808.383301 Iteration 58Q: 3 clusters Score -570546.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -570546.500000 Penalty: 2808.383301 Iteration 59Q: 3 clusters Score -570546.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -570546.312500 Penalty: 2808.383301 Iteration 60F: 3 clusters Score -570546.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Entering Unmasked Estep Score: -364931.843750 Penalty: 1330.300415 Iteration 0F: 2 clusters Score -364931.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -361807.250000 Penalty: 2660.600830 Iteration 0F: 3 clusters Score -361807.2 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -362586.312500 Penalty: 2660.600830 Iteration 1F: 3 clusters Score -362586.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -362739.718750 Penalty: 2660.600830 Iteration 2F: 3 clusters Score -362739.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -362861.062500 Penalty: 2660.600830 Iteration 3F: 3 clusters Score -362861.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -362952.750000 Penalty: 2660.600830 Iteration 4Q: 3 clusters Score -362952.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -363016.718750 Penalty: 2660.600830 Iteration 5Q: 3 clusters Score -363016.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -363064.312500 Penalty: 2660.600830 Iteration 6Q: 3 clusters Score -363064.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -363093.781250 Penalty: 2660.600830 Iteration 7Q: 3 clusters Score -363093.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -363130.562500 Penalty: 2660.600830 Iteration 8Q: 3 clusters Score -363130.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -363161.000000 Penalty: 2660.600830 Iteration 9Q: 3 clusters Score -363161 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -363189.656250 Penalty: 2660.600830 Iteration 10Q: 3 clusters Score -363189.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -363212.625000 Penalty: 2660.600830 Iteration 11Q: 3 clusters Score -363212.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -363232.343750 Penalty: 2660.600830 Iteration 12Q: 3 clusters Score -363232.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -363252.031250 Penalty: 2660.600830 Iteration 13Q: 3 clusters Score -363252 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -363275.937500 Penalty: 2660.600830 Iteration 14Q: 3 clusters Score -363275.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -363296.625000 Penalty: 2660.600830 Iteration 15Q: 3 clusters Score -363296.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -363315.062500 Penalty: 2660.600830 Iteration 16Q: 3 clusters Score -363315.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -363336.968750 Penalty: 2660.600830 Iteration 17Q: 3 clusters Score -363337 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -363362.468750 Penalty: 2660.600830 Iteration 18Q: 3 clusters Score -363362.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -363397.343750 Penalty: 2660.600830 Iteration 19Q: 3 clusters Score -363397.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -363434.593750 Penalty: 2660.600830 Iteration 20F: 3 clusters Score -363434.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -363469.687500 Penalty: 2660.600830 Iteration 21Q: 3 clusters Score -363469.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -363507.062500 Penalty: 2660.600830 Iteration 22Q: 3 clusters Score -363507.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -363541.156250 Penalty: 2660.600830 Iteration 23Q: 3 clusters Score -363541.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -363569.093750 Penalty: 2660.600830 Iteration 24Q: 3 clusters Score -363569.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -363586.625000 Penalty: 2660.600830 Iteration 25Q: 3 clusters Score -363586.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -363603.687500 Penalty: 2660.600830 Iteration 26Q: 3 clusters Score -363603.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -363621.000000 Penalty: 2660.600830 Iteration 27Q: 3 clusters Score -363621 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -363637.781250 Penalty: 2660.600830 Iteration 28Q: 3 clusters Score -363637.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -363651.812500 Penalty: 2660.600830 Iteration 29Q: 3 clusters Score -363651.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -363661.937500 Penalty: 2660.600830 Iteration 30Q: 3 clusters Score -363661.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -363670.500000 Penalty: 2660.600830 Iteration 31Q: 3 clusters Score -363670.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -363684.781250 Penalty: 2660.600830 Iteration 32Q: 3 clusters Score -363684.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -363701.031250 Penalty: 2660.600830 Iteration 33Q: 3 clusters Score -363701 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -363711.687500 Penalty: 2660.600830 Iteration 34Q: 3 clusters Score -363711.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -363725.843750 Penalty: 2660.600830 Iteration 35Q: 3 clusters Score -363725.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -363734.375000 Penalty: 2660.600830 Iteration 36Q: 3 clusters Score -363734.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -363743.687500 Penalty: 2660.600830 Iteration 37Q: 3 clusters Score -363743.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -363749.281250 Penalty: 2660.600830 Iteration 38Q: 3 clusters Score -363749.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -363754.062500 Penalty: 2660.600830 Iteration 39Q: 3 clusters Score -363754.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -363759.093750 Penalty: 2660.600830 Iteration 40F: 3 clusters Score -363759.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -363765.906250 Penalty: 2660.600830 Iteration 41Q: 3 clusters Score -363765.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -363773.562500 Penalty: 2660.600830 Iteration 42Q: 3 clusters Score -363773.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -363783.375000 Penalty: 2660.600830 Iteration 43Q: 3 clusters Score -363783.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -363790.531250 Penalty: 2660.600830 Iteration 44Q: 3 clusters Score -363790.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -363798.562500 Penalty: 2660.600830 Iteration 45Q: 3 clusters Score -363798.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -363805.937500 Penalty: 2660.600830 Iteration 46Q: 3 clusters Score -363805.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -363812.687500 Penalty: 2660.600830 Iteration 47Q: 3 clusters Score -363812.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -363816.656250 Penalty: 2660.600830 Iteration 48Q: 3 clusters Score -363816.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -363819.187500 Penalty: 2660.600830 Iteration 49Q: 3 clusters Score -363819.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -363822.937500 Penalty: 2660.600830 Iteration 50Q: 3 clusters Score -363822.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -363826.718750 Penalty: 2660.600830 Iteration 51Q: 3 clusters Score -363826.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -363832.156250 Penalty: 2660.600830 Iteration 52Q: 3 clusters Score -363832.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -363838.656250 Penalty: 2660.600830 Iteration 53Q: 3 clusters Score -363838.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -363842.812500 Penalty: 2660.600830 Iteration 54Q: 3 clusters Score -363842.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -363845.875000 Penalty: 2660.600830 Iteration 55Q: 3 clusters Score -363845.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -363846.406250 Penalty: 2660.600830 Iteration 56Q: 3 clusters Score -363846.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -363846.531250 Penalty: 2660.600830 Iteration 57Q: 3 clusters Score -363846.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -363849.937500 Penalty: 2660.600830 Iteration 58Q: 3 clusters Score -363849.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -363854.281250 Penalty: 2660.600830 Iteration 59Q: 3 clusters Score -363854.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -363858.812500 Penalty: 2660.600830 Iteration 60F: 3 clusters Score -363858.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -363861.218750 Penalty: 2660.600830 Iteration 61Q: 3 clusters Score -363861.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -363862.000000 Penalty: 2660.600830 Iteration 62Q: 3 clusters Score -363862 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -363862.250000 Penalty: 2660.600830 Iteration 63Q: 3 clusters Score -363862.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -363864.468750 Penalty: 2660.600830 Iteration 64Q: 3 clusters Score -363864.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -363865.437500 Penalty: 2660.600830 Iteration 65Q: 3 clusters Score -363865.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -363867.500000 Penalty: 2660.600830 Iteration 66Q: 3 clusters Score -363867.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -363872.937500 Penalty: 2660.600830 Iteration 67Q: 3 clusters Score -363872.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -363876.281250 Penalty: 2660.600830 Iteration 68Q: 3 clusters Score -363876.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -363880.875000 Penalty: 2660.600830 Iteration 69Q: 3 clusters Score -363880.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -363885.218750 Penalty: 2660.600830 Iteration 70Q: 3 clusters Score -363885.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -363887.906250 Penalty: 2660.600830 Iteration 71Q: 3 clusters Score -363887.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -363890.031250 Penalty: 2660.600830 Iteration 72Q: 3 clusters Score -363890 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -363891.125000 Penalty: 2660.600830 Iteration 73Q: 3 clusters Score -363891.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -363891.281250 Penalty: 2660.600830 Iteration 74Q: 3 clusters Score -363891.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -363892.250000 Penalty: 2660.600830 Iteration 75Q: 3 clusters Score -363892.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -363893.375000 Penalty: 2660.600830 Iteration 76Q: 3 clusters Score -363893.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -363895.031250 Penalty: 2660.600830 Iteration 77Q: 3 clusters Score -363895 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -363896.968750 Penalty: 2660.600830 Iteration 78Q: 3 clusters Score -363897 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -363898.781250 Penalty: 2660.600830 Iteration 79Q: 3 clusters Score -363898.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -363898.875000 Penalty: 2660.600830 Iteration 80F: 3 clusters Score -363898.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -363901.906250 Penalty: 2660.600830 Iteration 81Q: 3 clusters Score -363901.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -363902.562500 Penalty: 2660.600830 Iteration 82Q: 3 clusters Score -363902.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -363903.750000 Penalty: 2660.600830 Iteration 83Q: 3 clusters Score -363903.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -363903.750000 Penalty: 2660.600830 Iteration 84F: 3 clusters Score -363903.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (3774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Entering Unmasked Estep Score: -361348.968750 Penalty: 1338.332153 Iteration 0F: 2 clusters Score -361349 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -358128.906250 Penalty: 2676.664307 Iteration 0F: 3 clusters Score -358128.9 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -359142.843750 Penalty: 2676.664307 Iteration 1F: 3 clusters Score -359142.8 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -359437.468750 Penalty: 2676.664307 Iteration 2F: 3 clusters Score -359437.5 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -359657.812500 Penalty: 2676.664307 Iteration 3F: 3 clusters Score -359657.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -359832.843750 Penalty: 2676.664307 Iteration 4F: 3 clusters Score -359832.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -359963.718750 Penalty: 2676.664307 Iteration 5F: 3 clusters Score -359963.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -360062.531250 Penalty: 2676.664307 Iteration 6Q: 3 clusters Score -360062.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -360152.968750 Penalty: 2676.664307 Iteration 7Q: 3 clusters Score -360153 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -360228.906250 Penalty: 2676.664307 Iteration 8Q: 3 clusters Score -360228.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -360274.531250 Penalty: 2676.664307 Iteration 9Q: 3 clusters Score -360274.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -360320.437500 Penalty: 2676.664307 Iteration 10Q: 3 clusters Score -360320.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -360357.781250 Penalty: 2676.664307 Iteration 11Q: 3 clusters Score -360357.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -360387.125000 Penalty: 2676.664307 Iteration 12Q: 3 clusters Score -360387.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -360411.468750 Penalty: 2676.664307 Iteration 13Q: 3 clusters Score -360411.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -360424.281250 Penalty: 2676.664307 Iteration 14Q: 3 clusters Score -360424.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -360432.031250 Penalty: 2676.664307 Iteration 15Q: 3 clusters Score -360432 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -360438.531250 Penalty: 2676.664307 Iteration 16Q: 3 clusters Score -360438.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -360441.281250 Penalty: 2676.664307 Iteration 17Q: 3 clusters Score -360441.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -360446.875000 Penalty: 2676.664307 Iteration 18Q: 3 clusters Score -360446.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -360456.406250 Penalty: 2676.664307 Iteration 19Q: 3 clusters Score -360456.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -360466.250000 Penalty: 2676.664307 Iteration 20F: 3 clusters Score -360466.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -360479.937500 Penalty: 2676.664307 Iteration 21Q: 3 clusters Score -360479.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -360484.718750 Penalty: 2676.664307 Iteration 22Q: 3 clusters Score -360484.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -360489.281250 Penalty: 2676.664307 Iteration 23Q: 3 clusters Score -360489.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -360495.218750 Penalty: 2676.664307 Iteration 24Q: 3 clusters Score -360495.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -360501.750000 Penalty: 2676.664307 Iteration 25Q: 3 clusters Score -360501.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -360507.500000 Penalty: 2676.664307 Iteration 26Q: 3 clusters Score -360507.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -360512.031250 Penalty: 2676.664307 Iteration 27Q: 3 clusters Score -360512 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -360517.812500 Penalty: 2676.664307 Iteration 28Q: 3 clusters Score -360517.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -360523.468750 Penalty: 2676.664307 Iteration 29Q: 3 clusters Score -360523.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -360524.812500 Penalty: 2676.664307 Iteration 30Q: 3 clusters Score -360524.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -360527.375000 Penalty: 2676.664307 Iteration 31Q: 3 clusters Score -360527.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -360527.593750 Penalty: 2676.664307 Iteration 32Q: 3 clusters Score -360527.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -360528.031250 Penalty: 2676.664307 Iteration 33Q: 3 clusters Score -360528 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -360528.750000 Penalty: 2676.664307 Iteration 34Q: 3 clusters Score -360528.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -360528.750000 Penalty: 2676.664307 Iteration 35F: 3 clusters Score -360528.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Entering Unmasked Estep Score: -35651.796875 Penalty: 960.944275 Iteration 0F: 2 clusters Score -35651.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -34667.093750 Penalty: 1921.888550 Iteration 0F: 3 clusters Score -34667.09 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -34753.785156 Penalty: 1921.888550 Iteration 1F: 3 clusters Score -34753.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -34791.277344 Penalty: 1921.888550 Iteration 2Q: 3 clusters Score -34791.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -34820.457031 Penalty: 1921.888550 Iteration 3Q: 3 clusters Score -34820.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -34833.980469 Penalty: 1921.888550 Iteration 4Q: 3 clusters Score -34833.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -34845.507812 Penalty: 1921.888550 Iteration 5Q: 3 clusters Score -34845.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -34850.710938 Penalty: 1921.888550 Iteration 6Q: 3 clusters Score -34850.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -34851.968750 Penalty: 1921.888550 Iteration 7Q: 3 clusters Score -34851.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -34851.968750 Penalty: 1921.888550 Iteration 8F: 3 clusters Score -34851.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65106 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4677 members Mstep: Class 7 contains 425 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2426 members Mstep: Class 10 contains 19071 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6061 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16636 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5660 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3774 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265692.000000 Penalty: 62220.078125 Iteration 199Q: 32 clusters Score -2.226569e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65100 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4677 members Mstep: Class 7 contains 425 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2431 members Mstep: Class 10 contains 19070 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6061 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16636 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5662 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3774 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265694.000000 Penalty: 62220.078125 Iteration 200F: 32 clusters Score -2.226569e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65097 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4677 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 19070 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6061 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16635 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5662 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3773 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265706.000000 Penalty: 62220.078125 Iteration 201Q: 32 clusters Score -2.226571e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33793 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65094 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4677 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2442 members Mstep: Class 10 contains 19069 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16634 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5662 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3772 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265690.000000 Penalty: 62220.078125 Iteration 202Q: 32 clusters Score -2.226569e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65090 members Mstep: Class 4 contains 5426 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4678 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2446 members Mstep: Class 10 contains 19070 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16633 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5662 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3773 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265694.000000 Penalty: 62220.078125 Iteration 203Q: 32 clusters Score -2.226569e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65087 members Mstep: Class 4 contains 5426 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4678 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2449 members Mstep: Class 10 contains 19070 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16633 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5662 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3773 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265694.000000 Penalty: 62220.078125 Iteration 204Q: 32 clusters Score -2.226569e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65084 members Mstep: Class 4 contains 5426 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4678 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2452 members Mstep: Class 10 contains 19070 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16633 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5662 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3773 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265702.000000 Penalty: 62220.078125 Iteration 205Q: 32 clusters Score -2.22657e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65082 members Mstep: Class 4 contains 5426 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4678 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2454 members Mstep: Class 10 contains 19071 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16632 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5662 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3773 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265696.000000 Penalty: 62220.078125 Iteration 206Q: 32 clusters Score -2.22657e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65078 members Mstep: Class 4 contains 5426 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4678 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2455 members Mstep: Class 10 contains 19073 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16633 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5662 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3773 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265710.000000 Penalty: 62220.078125 Iteration 207Q: 32 clusters Score -2.226571e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65078 members Mstep: Class 4 contains 5426 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4678 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2455 members Mstep: Class 10 contains 19073 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16633 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 849 members Mstep: Class 28 contains 5662 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3773 members Mstep: Class 31 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -22265710.000000 Penalty: 62220.078125 Iteration 208F: 32 clusters Score -2.226571e+07 nChanged 0 Entering ConstructFrom: Score: -22265710.000000 Penalty: 62220.078125 Entering ConstructFrom: Trying to split cluster 1 (33792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33792 members Entering Unmasked Estep Score: -3329803.500000 Penalty: 1694.546631 Iteration 0F: 2 clusters Score -3329804 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16862 members Mstep: Class 2 contains 16930 members Entering Unmasked Estep Score: -3307259.500000 Penalty: 3389.093262 Iteration 0F: 3 clusters Score -3307260 nChanged 15534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16356 members Mstep: Class 2 contains 17436 members Entering Unmasked Estep Score: -3316497.250000 Penalty: 3389.093262 Iteration 1F: 3 clusters Score -3316497 nChanged 2099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15947 members Mstep: Class 2 contains 17845 members Entering Unmasked Estep Score: -3317770.000000 Penalty: 3389.093262 Iteration 2F: 3 clusters Score -3317770 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15503 members Mstep: Class 2 contains 18289 members Entering Unmasked Estep Score: -3319405.000000 Penalty: 3389.093262 Iteration 3F: 3 clusters Score -3319405 nChanged 2395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15034 members Mstep: Class 2 contains 18758 members Entering Unmasked Estep Score: -3321292.250000 Penalty: 3389.093262 Iteration 4F: 3 clusters Score -3321292 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14684 members Mstep: Class 2 contains 19108 members Entering Unmasked Estep Score: -3323153.250000 Penalty: 3389.093262 Iteration 5F: 3 clusters Score -3323153 nChanged 2195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14549 members Mstep: Class 2 contains 19243 members Entering Unmasked Estep Score: -3324768.750000 Penalty: 3389.093262 Iteration 6F: 3 clusters Score -3324769 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14567 members Mstep: Class 2 contains 19225 members Entering Unmasked Estep Score: -3325895.000000 Penalty: 3389.093262 Iteration 7F: 3 clusters Score -3325895 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14677 members Mstep: Class 2 contains 19115 members Entering Unmasked Estep Score: -3326493.000000 Penalty: 3389.093262 Iteration 8Q: 3 clusters Score -3326493 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 19011 members Entering Unmasked Estep Score: -3326793.750000 Penalty: 3389.093262 Iteration 9Q: 3 clusters Score -3326794 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14861 members Mstep: Class 2 contains 18931 members Entering Unmasked Estep Score: -3326961.750000 Penalty: 3389.093262 Iteration 10Q: 3 clusters Score -3326962 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14873 members Mstep: Class 2 contains 18919 members Entering Unmasked Estep Score: -3327040.500000 Penalty: 3389.093262 Iteration 11Q: 3 clusters Score -3327040 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14873 members Mstep: Class 2 contains 18919 members Entering Unmasked Estep Score: -3327091.750000 Penalty: 3389.093262 Iteration 12Q: 3 clusters Score -3327092 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14869 members Mstep: Class 2 contains 18923 members Entering Unmasked Estep Score: -3327138.000000 Penalty: 3389.093262 Iteration 13Q: 3 clusters Score -3327138 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14867 members Mstep: Class 2 contains 18925 members Entering Unmasked Estep Score: -3327177.250000 Penalty: 3389.093262 Iteration 14Q: 3 clusters Score -3327177 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14890 members Mstep: Class 2 contains 18902 members Entering Unmasked Estep Score: -3327204.750000 Penalty: 3389.093262 Iteration 15Q: 3 clusters Score -3327205 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14901 members Mstep: Class 2 contains 18891 members Entering Unmasked Estep Score: -3327232.250000 Penalty: 3389.093262 Iteration 16Q: 3 clusters Score -3327232 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14913 members Mstep: Class 2 contains 18879 members Entering Unmasked Estep Score: -3327247.000000 Penalty: 3389.093262 Iteration 17Q: 3 clusters Score -3327247 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14912 members Mstep: Class 2 contains 18880 members Entering Unmasked Estep Score: -3327259.250000 Penalty: 3389.093262 Iteration 18Q: 3 clusters Score -3327259 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14906 members Mstep: Class 2 contains 18886 members Entering Unmasked Estep Score: -3327257.000000 Penalty: 3389.093262 Iteration 19Q: 3 clusters Score -3327257 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14895 members Mstep: Class 2 contains 18897 members Entering Unmasked Estep Score: -3327254.500000 Penalty: 3389.093262 Iteration 20F: 3 clusters Score -3327254 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14871 members Mstep: Class 2 contains 18921 members Entering Unmasked Estep Score: -3327267.000000 Penalty: 3389.093262 Iteration 21Q: 3 clusters Score -3327267 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14849 members Mstep: Class 2 contains 18943 members Entering Unmasked Estep Score: -3327273.000000 Penalty: 3389.093262 Iteration 22Q: 3 clusters Score -3327273 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14829 members Mstep: Class 2 contains 18963 members Entering Unmasked Estep Score: -3327268.750000 Penalty: 3389.093262 Iteration 23Q: 3 clusters Score -3327269 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14796 members Mstep: Class 2 contains 18996 members Entering Unmasked Estep Score: -3327274.500000 Penalty: 3389.093262 Iteration 24Q: 3 clusters Score -3327274 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14765 members Mstep: Class 2 contains 19027 members Entering Unmasked Estep Score: -3327275.000000 Penalty: 3389.093262 Iteration 25Q: 3 clusters Score -3327275 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14739 members Mstep: Class 2 contains 19053 members Entering Unmasked Estep Score: -3327279.250000 Penalty: 3389.093262 Iteration 26Q: 3 clusters Score -3327279 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14719 members Mstep: Class 2 contains 19073 members Entering Unmasked Estep Score: -3327290.000000 Penalty: 3389.093262 Iteration 27Q: 3 clusters Score -3327290 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14703 members Mstep: Class 2 contains 19089 members Entering Unmasked Estep Score: -3327299.250000 Penalty: 3389.093262 Iteration 28Q: 3 clusters Score -3327299 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14684 members Mstep: Class 2 contains 19108 members Entering Unmasked Estep Score: -3327307.500000 Penalty: 3389.093262 Iteration 29Q: 3 clusters Score -3327308 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14648 members Mstep: Class 2 contains 19144 members Entering Unmasked Estep Score: -3327304.000000 Penalty: 3389.093262 Iteration 30Q: 3 clusters Score -3327304 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14627 members Mstep: Class 2 contains 19165 members Entering Unmasked Estep Score: -3327310.750000 Penalty: 3389.093262 Iteration 31Q: 3 clusters Score -3327311 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14607 members Mstep: Class 2 contains 19185 members Entering Unmasked Estep Score: -3327324.250000 Penalty: 3389.093262 Iteration 32Q: 3 clusters Score -3327324 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14587 members Mstep: Class 2 contains 19205 members Entering Unmasked Estep Score: -3327337.500000 Penalty: 3389.093262 Iteration 33Q: 3 clusters Score -3327338 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14567 members Mstep: Class 2 contains 19225 members Entering Unmasked Estep Score: -3327335.750000 Penalty: 3389.093262 Iteration 34Q: 3 clusters Score -3327336 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14554 members Mstep: Class 2 contains 19238 members Entering Unmasked Estep Score: -3327338.250000 Penalty: 3389.093262 Iteration 35Q: 3 clusters Score -3327338 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14545 members Mstep: Class 2 contains 19247 members Entering Unmasked Estep Score: -3327336.750000 Penalty: 3389.093262 Iteration 36Q: 3 clusters Score -3327337 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Mstep: Class 2 contains 19254 members Entering Unmasked Estep Score: -3327331.000000 Penalty: 3389.093262 Iteration 37Q: 3 clusters Score -3327331 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14524 members Mstep: Class 2 contains 19268 members Entering Unmasked Estep Score: -3327333.250000 Penalty: 3389.093262 Iteration 38Q: 3 clusters Score -3327333 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14511 members Mstep: Class 2 contains 19281 members Entering Unmasked Estep Score: -3327335.250000 Penalty: 3389.093262 Iteration 39Q: 3 clusters Score -3327335 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14495 members Mstep: Class 2 contains 19297 members Entering Unmasked Estep Score: -3327333.750000 Penalty: 3389.093262 Iteration 40F: 3 clusters Score -3327334 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14478 members Mstep: Class 2 contains 19314 members Entering Unmasked Estep Score: -3327343.250000 Penalty: 3389.093262 Iteration 41Q: 3 clusters Score -3327343 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14462 members Mstep: Class 2 contains 19330 members Entering Unmasked Estep Score: -3327333.750000 Penalty: 3389.093262 Iteration 42Q: 3 clusters Score -3327334 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14451 members Mstep: Class 2 contains 19341 members Entering Unmasked Estep Score: -3327335.000000 Penalty: 3389.093262 Iteration 43Q: 3 clusters Score -3327335 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14438 members Mstep: Class 2 contains 19354 members Entering Unmasked Estep Score: -3327339.250000 Penalty: 3389.093262 Iteration 44Q: 3 clusters Score -3327339 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14423 members Mstep: Class 2 contains 19369 members Entering Unmasked Estep Score: -3327334.500000 Penalty: 3389.093262 Iteration 45Q: 3 clusters Score -3327334 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14405 members Mstep: Class 2 contains 19387 members Entering Unmasked Estep Score: -3327337.500000 Penalty: 3389.093262 Iteration 46Q: 3 clusters Score -3327338 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14389 members Mstep: Class 2 contains 19403 members Entering Unmasked Estep Score: -3327336.750000 Penalty: 3389.093262 Iteration 47Q: 3 clusters Score -3327337 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 19420 members Entering Unmasked Estep Score: -3327336.500000 Penalty: 3389.093262 Iteration 48Q: 3 clusters Score -3327336 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14358 members Mstep: Class 2 contains 19434 members Entering Unmasked Estep Score: -3327334.750000 Penalty: 3389.093262 Iteration 49Q: 3 clusters Score -3327335 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 19450 members Entering Unmasked Estep Score: -3327340.750000 Penalty: 3389.093262 Iteration 50Q: 3 clusters Score -3327341 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14325 members Mstep: Class 2 contains 19467 members Entering Unmasked Estep Score: -3327342.250000 Penalty: 3389.093262 Iteration 51Q: 3 clusters Score -3327342 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 19492 members Entering Unmasked Estep Score: -3327334.250000 Penalty: 3389.093262 Iteration 52Q: 3 clusters Score -3327334 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14279 members Mstep: Class 2 contains 19513 members Entering Unmasked Estep Score: -3327333.750000 Penalty: 3389.093262 Iteration 53Q: 3 clusters Score -3327334 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14265 members Mstep: Class 2 contains 19527 members Entering Unmasked Estep Score: -3327337.250000 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Entering Unmasked Estep Score: -3327334.750000 Penalty: 3389.093262 Iteration 62Q: 3 clusters Score -3327335 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14106 members Mstep: Class 2 contains 19686 members Entering Unmasked Estep Score: -3327340.750000 Penalty: 3389.093262 Iteration 63Q: 3 clusters Score -3327341 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14089 members Mstep: Class 2 contains 19703 members Entering Unmasked Estep Score: -3327345.000000 Penalty: 3389.093262 Iteration 64Q: 3 clusters Score -3327345 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14075 members Mstep: Class 2 contains 19717 members Entering Unmasked Estep Score: -3327349.000000 Penalty: 3389.093262 Iteration 65Q: 3 clusters Score -3327349 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14067 members Mstep: Class 2 contains 19725 members Entering Unmasked Estep Score: -3327352.000000 Penalty: 3389.093262 Iteration 66Q: 3 clusters Score -3327352 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14059 members Mstep: Class 2 contains 19733 members Entering Unmasked Estep Score: -3327348.750000 Penalty: 3389.093262 Iteration 67Q: 3 clusters Score -3327349 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14052 members Mstep: Class 2 contains 19740 members Entering Unmasked Estep Score: -3327348.500000 Penalty: 3389.093262 Iteration 68Q: 3 clusters Score -3327348 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14047 members Mstep: Class 2 contains 19745 members Entering Unmasked Estep Score: -3327349.750000 Penalty: 3389.093262 Iteration 69Q: 3 clusters Score -3327350 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14042 members Mstep: Class 2 contains 19750 members Entering Unmasked Estep Score: -3327350.000000 Penalty: 3389.093262 Iteration 70Q: 3 clusters Score -3327350 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14039 members Mstep: Class 2 contains 19753 members Entering Unmasked Estep Score: -3327347.500000 Penalty: 3389.093262 Iteration 71Q: 3 clusters Score -3327348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14036 members Mstep: Class 2 contains 19756 members Entering Unmasked Estep Score: -3327351.500000 Penalty: 3389.093262 Iteration 72Q: 3 clusters Score -3327352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14033 members Mstep: Class 2 contains 19759 members Entering Unmasked Estep Score: -3327348.250000 Penalty: 3389.093262 Iteration 73Q: 3 clusters Score -3327348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14030 members Mstep: Class 2 contains 19762 members Entering Unmasked Estep Score: -3327351.000000 Penalty: 3389.093262 Iteration 74Q: 3 clusters Score -3327351 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14027 members Mstep: Class 2 contains 19765 members Entering Unmasked Estep Score: -3327353.500000 Penalty: 3389.093262 Iteration 75Q: 3 clusters Score -3327354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14024 members Mstep: Class 2 contains 19768 members Entering Unmasked Estep Score: -3327352.750000 Penalty: 3389.093262 Iteration 76Q: 3 clusters Score -3327353 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14023 members Mstep: Class 2 contains 19769 members Entering Unmasked Estep Score: -3327353.250000 Penalty: 3389.093262 Iteration 77Q: 3 clusters Score -3327353 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14021 members Mstep: Class 2 contains 19771 members Entering Unmasked Estep Score: -3327352.250000 Penalty: 3389.093262 Iteration 78Q: 3 clusters Score -3327352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14017 members Mstep: Class 2 contains 19775 members Entering Unmasked Estep Score: -3327351.500000 Penalty: 3389.093262 Iteration 79Q: 3 clusters Score -3327352 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14010 members Mstep: Class 2 contains 19782 members Entering Unmasked Estep Score: -3327349.750000 Penalty: 3389.093262 Iteration 80F: 3 clusters Score -3327350 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14002 members Mstep: Class 2 contains 19790 members Entering Unmasked Estep Score: -3327347.500000 Penalty: 3389.093262 Iteration 81Q: 3 clusters Score -3327348 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13993 members Mstep: Class 2 contains 19799 members Entering Unmasked Estep Score: -3327347.000000 Penalty: 3389.093262 Iteration 82Q: 3 clusters Score -3327347 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13987 members Mstep: Class 2 contains 19805 members Entering Unmasked Estep Score: -3327344.500000 Penalty: 3389.093262 Iteration 83Q: 3 clusters Score -3327344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13984 members Mstep: Class 2 contains 19808 members Entering Unmasked Estep Score: -3327343.500000 Penalty: 3389.093262 Iteration 84Q: 3 clusters Score -3327344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13981 members Mstep: Class 2 contains 19811 members Entering Unmasked Estep Score: -3327346.750000 Penalty: 3389.093262 Iteration 85Q: 3 clusters Score -3327347 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13979 members Mstep: Class 2 contains 19813 members Entering Unmasked Estep Score: -3327349.500000 Penalty: 3389.093262 Iteration 86Q: 3 clusters Score -3327350 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13977 members Mstep: Class 2 contains 19815 members Entering Unmasked Estep Score: -3327345.750000 Penalty: 3389.093262 Iteration 87Q: 3 clusters Score -3327346 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13973 members Mstep: Class 2 contains 19819 members Entering Unmasked Estep Score: -3327345.500000 Penalty: 3389.093262 Iteration 88Q: 3 clusters Score -3327346 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13970 members Mstep: Class 2 contains 19822 members Entering Unmasked Estep Score: -3327347.000000 Penalty: 3389.093262 Iteration 89Q: 3 clusters Score -3327347 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13969 members Mstep: Class 2 contains 19823 members Entering Unmasked Estep Score: -3327349.500000 Penalty: 3389.093262 Iteration 90Q: 3 clusters Score -3327350 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13968 members Mstep: Class 2 contains 19824 members Entering Unmasked Estep Score: -3327351.000000 Penalty: 3389.093262 Iteration 91Q: 3 clusters Score -3327351 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13966 members Mstep: Class 2 contains 19826 members Entering Unmasked Estep Score: -3327349.000000 Penalty: 3389.093262 Iteration 92Q: 3 clusters Score -3327349 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13960 members Mstep: Class 2 contains 19832 members Entering Unmasked Estep Score: -3327349.250000 Penalty: 3389.093262 Iteration 93Q: 3 clusters Score -3327349 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13954 members Mstep: Class 2 contains 19838 members Entering Unmasked Estep Score: -3327342.500000 Penalty: 3389.093262 Iteration 94Q: 3 clusters Score -3327342 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13951 members Mstep: Class 2 contains 19841 members Entering Unmasked Estep Score: -3327338.500000 Penalty: 3389.093262 Iteration 95Q: 3 clusters Score -3327338 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13945 members Mstep: Class 2 contains 19847 members Entering Unmasked Estep Score: -3327338.750000 Penalty: 3389.093262 Iteration 96Q: 3 clusters Score -3327339 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13944 members Mstep: Class 2 contains 19848 members Entering Unmasked Estep Score: -3327337.750000 Penalty: 3389.093262 Iteration 97Q: 3 clusters 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101Q: 3 clusters Score -3327342 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13933 members Mstep: Class 2 contains 19859 members Entering Unmasked Estep Score: -3327340.750000 Penalty: 3389.093262 Iteration 102Q: 3 clusters Score -3327341 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13923 members Mstep: Class 2 contains 19869 members Entering Unmasked Estep Score: -3327344.250000 Penalty: 3389.093262 Iteration 103Q: 3 clusters Score -3327344 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13916 members Mstep: Class 2 contains 19876 members Entering Unmasked Estep Score: -3327347.750000 Penalty: 3389.093262 Iteration 104Q: 3 clusters Score -3327348 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13912 members Mstep: Class 2 contains 19880 members Entering Unmasked Estep Score: -3327346.000000 Penalty: 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-3327355.250000 Penalty: 3389.093262 Iteration 109Q: 3 clusters Score -3327355 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13887 members Mstep: Class 2 contains 19905 members Entering Unmasked Estep Score: -3327347.750000 Penalty: 3389.093262 Iteration 110Q: 3 clusters Score -3327348 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13882 members Mstep: Class 2 contains 19910 members Entering Unmasked Estep Score: -3327354.000000 Penalty: 3389.093262 Iteration 111Q: 3 clusters Score -3327354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13877 members Mstep: Class 2 contains 19915 members Entering Unmasked Estep Score: -3327358.000000 Penalty: 3389.093262 Iteration 112Q: 3 clusters Score -3327358 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13867 members Mstep: Class 2 contains 19925 members Entering Unmasked Estep Score: -3327361.250000 Penalty: 3389.093262 Iteration 113Q: 3 clusters Score -3327361 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13854 members Mstep: Class 2 contains 19938 members Entering Unmasked Estep Score: -3327355.750000 Penalty: 3389.093262 Iteration 114Q: 3 clusters Score -3327356 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13840 members Mstep: Class 2 contains 19952 members Entering Unmasked Estep Score: -3327355.750000 Penalty: 3389.093262 Iteration 115Q: 3 clusters Score -3327356 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 19964 members Entering Unmasked Estep Score: -3327355.250000 Penalty: 3389.093262 Iteration 116Q: 3 clusters Score -3327355 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13819 members Mstep: Class 2 contains 19973 members Entering Unmasked Estep Score: -3327355.000000 Penalty: 3389.093262 Iteration 117Q: 3 clusters Score -3327355 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13810 members Mstep: Class 2 contains 19982 members Entering Unmasked Estep Score: -3327358.500000 Penalty: 3389.093262 Iteration 118Q: 3 clusters Score -3327358 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13792 members Mstep: Class 2 contains 20000 members Entering Unmasked Estep Score: -3327359.750000 Penalty: 3389.093262 Iteration 119Q: 3 clusters Score -3327360 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 20011 members Entering Unmasked Estep Score: -3327353.500000 Penalty: 3389.093262 Iteration 120F: 3 clusters Score -3327354 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13773 members Mstep: Class 2 contains 20019 members Entering Unmasked Estep Score: -3327355.750000 Penalty: 3389.093262 Iteration 121Q: 3 clusters Score -3327356 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13764 members Mstep: Class 2 contains 20028 members Entering Unmasked Estep Score: -3327359.500000 Penalty: 3389.093262 Iteration 122Q: 3 clusters Score -3327360 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13754 members Mstep: Class 2 contains 20038 members Entering Unmasked Estep Score: -3327356.750000 Penalty: 3389.093262 Iteration 123Q: 3 clusters Score -3327357 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13742 members Mstep: Class 2 contains 20050 members Entering Unmasked Estep Score: -3327355.250000 Penalty: 3389.093262 Iteration 124Q: 3 clusters Score -3327355 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13730 members Mstep: Class 2 contains 20062 members Entering Unmasked Estep Score: -3327350.750000 Penalty: 3389.093262 Iteration 125Q: 3 clusters Score -3327351 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13721 members Mstep: Class 2 contains 20071 members Entering Unmasked Estep Score: -3327355.500000 Penalty: 3389.093262 Iteration 126Q: 3 clusters Score -3327356 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13710 members Mstep: Class 2 contains 20082 members Entering Unmasked Estep Score: -3327355.500000 Penalty: 3389.093262 Iteration 127Q: 3 clusters Score -3327356 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13703 members Mstep: Class 2 contains 20089 members Entering Unmasked Estep Score: -3327350.000000 Penalty: 3389.093262 Iteration 128Q: 3 clusters Score -3327350 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13691 members Mstep: Class 2 contains 20101 members Entering Unmasked Estep Score: -3327355.250000 Penalty: 3389.093262 Iteration 129Q: 3 clusters Score -3327355 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13684 members Mstep: Class 2 contains 20108 members Entering Unmasked Estep Score: -3327353.500000 Penalty: 3389.093262 Iteration 130Q: 3 clusters Score -3327354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13679 members Mstep: Class 2 contains 20113 members Entering Unmasked Estep Score: -3327355.000000 Penalty: 3389.093262 Iteration 131Q: 3 clusters Score -3327355 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13675 members Mstep: Class 2 contains 20117 members Entering Unmasked Estep Score: -3327354.250000 Penalty: 3389.093262 Iteration 132Q: 3 clusters Score -3327354 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13671 members Mstep: Class 2 contains 20121 members Entering Unmasked Estep Score: -3327354.250000 Penalty: 3389.093262 Iteration 133Q: 3 clusters Score -3327354 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13667 members Mstep: Class 2 contains 20125 members Entering Unmasked Estep Score: -3327356.250000 Penalty: 3389.093262 Iteration 134Q: 3 clusters Score -3327356 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13668 members Mstep: Class 2 contains 20124 members Entering Unmasked Estep Score: -3327355.250000 Penalty: 3389.093262 Iteration 135Q: 3 clusters Score -3327355 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13668 members Mstep: Class 2 contains 20124 members Entering Unmasked Estep Score: -3327355.250000 Penalty: 3389.093262 Iteration 136F: 3 clusters Score -3327355 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -28776.164062 Penalty: 944.310425 Iteration 0F: 2 clusters Score -28776.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -27912.285156 Penalty: 1888.620850 Iteration 0F: 3 clusters Score -27912.29 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -28037.060547 Penalty: 1888.620850 Iteration 1F: 3 clusters Score -28037.06 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -28092.458984 Penalty: 1888.620850 Iteration 2F: 3 clusters Score -28092.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -28110.367188 Penalty: 1888.620850 Iteration 3Q: 3 clusters Score -28110.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -28123.810547 Penalty: 1888.620850 Iteration 4Q: 3 clusters Score -28123.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -28144.515625 Penalty: 1888.620850 Iteration 5Q: 3 clusters Score -28144.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -28159.337891 Penalty: 1888.620850 Iteration 6Q: 3 clusters Score -28159.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -28179.242188 Penalty: 1888.620850 Iteration 7Q: 3 clusters Score -28179.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -28183.662109 Penalty: 1888.620850 Iteration 8Q: 3 clusters Score -28183.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -28190.234375 Penalty: 1888.620850 Iteration 9Q: 3 clusters Score -28190.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -28191.871094 Penalty: 1888.620850 Iteration 10Q: 3 clusters Score -28191.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -28191.871094 Penalty: 1888.620850 Iteration 11F: 3 clusters Score -28191.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (65078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65078 members Entering Unmasked Estep Score: -6409679.000000 Penalty: 1801.042969 Iteration 0F: 2 clusters Score -6409679 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32401 members Mstep: Class 2 contains 32677 members Entering Unmasked Estep Score: -6366144.500000 Penalty: 3602.085938 Iteration 0F: 3 clusters Score -6366144 nChanged 30877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30996 members Mstep: Class 2 contains 34082 members Entering Unmasked Estep Score: -6384076.000000 Penalty: 3602.085938 Iteration 1F: 3 clusters Score -6384076 nChanged 2915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30013 members Mstep: Class 2 contains 35065 members Entering Unmasked Estep Score: -6385105.000000 Penalty: 3602.085938 Iteration 2Q: 3 clusters Score -6385105 nChanged 3200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28523 members Mstep: Class 2 contains 36555 members Entering Unmasked Estep Score: -6386434.000000 Penalty: 3602.085938 Iteration 3Q: 3 clusters Score -6386434 nChanged 3606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26245 members Mstep: Class 2 contains 38833 members Entering Unmasked Estep Score: -6388261.500000 Penalty: 3602.085938 Iteration 4F: 3 clusters Score -6388262 nChanged 4029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23142 members Mstep: Class 2 contains 41936 members Entering Unmasked Estep Score: -6390792.000000 Penalty: 3602.085938 Iteration 5F: 3 clusters Score -6390792 nChanged 4402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19262 members Mstep: Class 2 contains 45816 members Entering Unmasked Estep Score: -6394308.000000 Penalty: 3602.085938 Iteration 6F: 3 clusters Score -6394308 nChanged 4279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15339 members Mstep: Class 2 contains 49739 members Entering Unmasked Estep Score: -6398074.500000 Penalty: 3602.085938 Iteration 7F: 3 clusters Score -6398074 nChanged 3547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12146 members Mstep: Class 2 contains 52932 members Entering Unmasked Estep Score: -6401290.000000 Penalty: 3602.085938 Iteration 8F: 3 clusters Score -6401290 nChanged 2672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 55248 members Entering Unmasked Estep Score: -6403477.000000 Penalty: 3602.085938 Iteration 9Q: 3 clusters Score -6403477 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 56950 members Entering Unmasked Estep Score: -6404893.500000 Penalty: 3602.085938 Iteration 10Q: 3 clusters Score -6404894 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 58333 members Entering Unmasked Estep Score: -6405886.500000 Penalty: 3602.085938 Iteration 11Q: 3 clusters Score -6405886 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 59465 members Entering Unmasked Estep Score: -6406677.500000 Penalty: 3602.085938 Iteration 12Q: 3 clusters Score -6406678 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 60374 members Entering Unmasked Estep Score: -6407336.000000 Penalty: 3602.085938 Iteration 13Q: 3 clusters Score -6407336 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 61069 members Entering Unmasked Estep Score: -6407825.000000 Penalty: 3602.085938 Iteration 14Q: 3 clusters Score -6407825 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 61604 members Entering Unmasked Estep Score: -6408144.500000 Penalty: 3602.085938 Iteration 15Q: 3 clusters Score -6408144 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 62030 members Entering Unmasked Estep Score: -6408409.500000 Penalty: 3602.085938 Iteration 16Q: 3 clusters Score -6408410 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 62318 members Entering Unmasked Estep Score: -6408586.000000 Penalty: 3602.085938 Iteration 17Q: 3 clusters Score -6408586 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 62521 members Entering Unmasked Estep Score: -6408688.000000 Penalty: 3602.085938 Iteration 18Q: 3 clusters Score -6408688 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 62694 members Entering Unmasked Estep Score: -6408769.500000 Penalty: 3602.085938 Iteration 19Q: 3 clusters Score -6408770 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 62838 members Entering Unmasked Estep Score: -6408871.500000 Penalty: 3602.085938 Iteration 20F: 3 clusters Score -6408872 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 62962 members Entering Unmasked Estep Score: -6408958.500000 Penalty: 3602.085938 Iteration 21Q: 3 clusters Score -6408958 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 63047 members Entering Unmasked Estep Score: -6409005.000000 Penalty: 3602.085938 Iteration 22Q: 3 clusters Score -6409005 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 63104 members Entering Unmasked Estep Score: -6409011.500000 Penalty: 3602.085938 Iteration 23Q: 3 clusters Score -6409012 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 63144 members Entering Unmasked Estep Score: -6409030.500000 Penalty: 3602.085938 Iteration 24Q: 3 clusters Score -6409030 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 63183 members Entering Unmasked Estep Score: -6409038.500000 Penalty: 3602.085938 Iteration 25Q: 3 clusters Score -6409038 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 63216 members Entering Unmasked Estep Score: -6409052.000000 Penalty: 3602.085938 Iteration 26Q: 3 clusters Score -6409052 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 63234 members Entering Unmasked Estep Score: -6409061.000000 Penalty: 3602.085938 Iteration 27Q: 3 clusters Score -6409061 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 63245 members Entering Unmasked Estep Score: -6409057.000000 Penalty: 3602.085938 Iteration 28Q: 3 clusters Score -6409057 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 63247 members Entering Unmasked Estep Score: -6409054.500000 Penalty: 3602.085938 Iteration 29Q: 3 clusters Score -6409054 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 63252 members Entering Unmasked Estep Score: -6409064.000000 Penalty: 3602.085938 Iteration 30Q: 3 clusters Score -6409064 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 63257 members Entering Unmasked Estep Score: -6409060.000000 Penalty: 3602.085938 Iteration 31Q: 3 clusters Score -6409060 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 63261 members Entering Unmasked Estep Score: -6409060.000000 Penalty: 3602.085938 Iteration 32Q: 3 clusters Score -6409060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 63262 members Entering Unmasked Estep Score: -6409064.000000 Penalty: 3602.085938 Iteration 33Q: 3 clusters Score -6409064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 63265 members Entering Unmasked Estep Score: -6409063.000000 Penalty: 3602.085938 Iteration 34Q: 3 clusters Score -6409063 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 63267 members Entering Unmasked Estep Score: -6409062.500000 Penalty: 3602.085938 Iteration 35Q: 3 clusters Score -6409062 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 63270 members Entering Unmasked Estep Score: -6409066.500000 Penalty: 3602.085938 Iteration 36Q: 3 clusters Score -6409066 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 63273 members Entering Unmasked Estep Score: -6409067.500000 Penalty: 3602.085938 Iteration 37Q: 3 clusters Score -6409068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 63273 members Entering Unmasked Estep Score: -6409067.500000 Penalty: 3602.085938 Iteration 38F: 3 clusters Score -6409068 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Entering Unmasked Estep Score: -546217.687500 Penalty: 1397.330566 Iteration 0F: 2 clusters Score -546217.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -541955.250000 Penalty: 2794.661133 Iteration 0F: 3 clusters Score -541955.2 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -543271.062500 Penalty: 2794.661133 Iteration 1F: 3 clusters Score -543271.1 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -543484.562500 Penalty: 2794.661133 Iteration 2F: 3 clusters Score -543484.6 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -543670.437500 Penalty: 2794.661133 Iteration 3F: 3 clusters Score -543670.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -543828.875000 Penalty: 2794.661133 Iteration 4F: 3 clusters Score -543828.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -543967.812500 Penalty: 2794.661133 Iteration 5Q: 3 clusters Score -543967.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -544111.125000 Penalty: 2794.661133 Iteration 6Q: 3 clusters Score -544111.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -544257.875000 Penalty: 2794.661133 Iteration 7Q: 3 clusters Score -544257.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -544417.500000 Penalty: 2794.661133 Iteration 8Q: 3 clusters Score -544417.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -544589.312500 Penalty: 2794.661133 Iteration 9Q: 3 clusters Score -544589.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -544741.812500 Penalty: 2794.661133 Iteration 10Q: 3 clusters Score -544741.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -544853.125000 Penalty: 2794.661133 Iteration 11Q: 3 clusters Score -544853.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -544933.312500 Penalty: 2794.661133 Iteration 12Q: 3 clusters Score -544933.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -544982.687500 Penalty: 2794.661133 Iteration 13Q: 3 clusters Score -544982.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -545012.937500 Penalty: 2794.661133 Iteration 14Q: 3 clusters Score -545012.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -545043.250000 Penalty: 2794.661133 Iteration 15Q: 3 clusters Score -545043.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -545067.500000 Penalty: 2794.661133 Iteration 16Q: 3 clusters Score -545067.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -545077.562500 Penalty: 2794.661133 Iteration 17Q: 3 clusters Score -545077.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -545091.375000 Penalty: 2794.661133 Iteration 18Q: 3 clusters Score -545091.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -545101.375000 Penalty: 2794.661133 Iteration 19Q: 3 clusters Score -545101.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -545109.187500 Penalty: 2794.661133 Iteration 20F: 3 clusters Score -545109.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -545115.937500 Penalty: 2794.661133 Iteration 21Q: 3 clusters Score -545115.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -545123.375000 Penalty: 2794.661133 Iteration 22Q: 3 clusters Score -545123.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -545128.562500 Penalty: 2794.661133 Iteration 23Q: 3 clusters Score -545128.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -545136.937500 Penalty: 2794.661133 Iteration 24Q: 3 clusters Score -545136.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -545147.687500 Penalty: 2794.661133 Iteration 25Q: 3 clusters Score -545147.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -545163.625000 Penalty: 2794.661133 Iteration 26Q: 3 clusters Score -545163.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -545180.000000 Penalty: 2794.661133 Iteration 27Q: 3 clusters Score -545180 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -545192.375000 Penalty: 2794.661133 Iteration 28Q: 3 clusters Score -545192.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -545203.062500 Penalty: 2794.661133 Iteration 29Q: 3 clusters Score -545203.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -545217.687500 Penalty: 2794.661133 Iteration 30Q: 3 clusters Score -545217.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -545230.687500 Penalty: 2794.661133 Iteration 31Q: 3 clusters Score -545230.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -545241.125000 Penalty: 2794.661133 Iteration 32Q: 3 clusters Score -545241.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -545254.812500 Penalty: 2794.661133 Iteration 33Q: 3 clusters Score -545254.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -545267.625000 Penalty: 2794.661133 Iteration 34Q: 3 clusters Score -545267.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -545292.062500 Penalty: 2794.661133 Iteration 35Q: 3 clusters Score -545292.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -545320.125000 Penalty: 2794.661133 Iteration 36Q: 3 clusters Score -545320.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -545351.375000 Penalty: 2794.661133 Iteration 37Q: 3 clusters Score -545351.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -545379.500000 Penalty: 2794.661133 Iteration 38Q: 3 clusters Score -545379.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -545412.000000 Penalty: 2794.661133 Iteration 39Q: 3 clusters Score -545412 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -545453.000000 Penalty: 2794.661133 Iteration 40F: 3 clusters Score -545453 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -545480.750000 Penalty: 2794.661133 Iteration 41Q: 3 clusters Score -545480.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -545502.062500 Penalty: 2794.661133 Iteration 42Q: 3 clusters Score -545502.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -545516.875000 Penalty: 2794.661133 Iteration 43Q: 3 clusters Score -545516.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -545531.625000 Penalty: 2794.661133 Iteration 44Q: 3 clusters Score -545531.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -545538.000000 Penalty: 2794.661133 Iteration 45Q: 3 clusters Score -545538 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -545544.500000 Penalty: 2794.661133 Iteration 46Q: 3 clusters Score -545544.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -545547.437500 Penalty: 2794.661133 Iteration 47Q: 3 clusters Score -545547.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -545550.687500 Penalty: 2794.661133 Iteration 48Q: 3 clusters Score -545550.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -545550.437500 Penalty: 2794.661133 Iteration 49Q: 3 clusters Score -545550.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -545550.437500 Penalty: 2794.661133 Iteration 50F: 3 clusters Score -545550.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11599 members Entering Unmasked Estep Score: -1161651.875000 Penalty: 1520.784546 Iteration 0F: 2 clusters Score -1161652 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -1153483.750000 Penalty: 3041.569092 Iteration 0F: 3 clusters Score -1153484 nChanged 5054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -1156215.125000 Penalty: 3041.569092 Iteration 1F: 3 clusters Score -1156215 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1156502.625000 Penalty: 3041.569092 Iteration 2F: 3 clusters Score -1156503 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -1156734.000000 Penalty: 3041.569092 Iteration 3Q: 3 clusters Score -1156734 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -1156968.875000 Penalty: 3041.569092 Iteration 4Q: 3 clusters Score -1156969 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -1157232.125000 Penalty: 3041.569092 Iteration 5Q: 3 clusters Score -1157232 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7011 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -1157578.625000 Penalty: 3041.569092 Iteration 6Q: 3 clusters Score -1157579 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -1158071.625000 Penalty: 3041.569092 Iteration 7F: 3 clusters Score -1158072 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -1158685.500000 Penalty: 3041.569092 Iteration 8F: 3 clusters Score -1158686 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8608 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -1159383.625000 Penalty: 3041.569092 Iteration 9F: 3 clusters Score -1159384 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9085 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1160021.000000 Penalty: 3041.569092 Iteration 10F: 3 clusters Score -1160021 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9447 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -1160440.000000 Penalty: 3041.569092 Iteration 11F: 3 clusters Score -1160440 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -1160684.375000 Penalty: 3041.569092 Iteration 12Q: 3 clusters Score -1160684 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9884 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -1160824.625000 Penalty: 3041.569092 Iteration 13Q: 3 clusters Score -1160825 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10021 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1160896.000000 Penalty: 3041.569092 Iteration 14Q: 3 clusters Score -1160896 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -1160933.750000 Penalty: 3041.569092 Iteration 15Q: 3 clusters Score -1160934 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -1160952.625000 Penalty: 3041.569092 Iteration 16Q: 3 clusters Score -1160953 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1160965.375000 Penalty: 3041.569092 Iteration 17Q: 3 clusters Score -1160965 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10270 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -1160978.000000 Penalty: 3041.569092 Iteration 18Q: 3 clusters Score -1160978 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1160985.000000 Penalty: 3041.569092 Iteration 19Q: 3 clusters Score -1160985 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1160992.500000 Penalty: 3041.569092 Iteration 20F: 3 clusters Score -1160992 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1160999.125000 Penalty: 3041.569092 Iteration 21Q: 3 clusters Score -1160999 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10387 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1161006.750000 Penalty: 3041.569092 Iteration 22Q: 3 clusters Score -1161007 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10404 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1161011.250000 Penalty: 3041.569092 Iteration 23Q: 3 clusters Score -1161011 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10423 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -1161014.375000 Penalty: 3041.569092 Iteration 24Q: 3 clusters Score -1161014 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10440 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1161022.875000 Penalty: 3041.569092 Iteration 25Q: 3 clusters Score -1161023 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10458 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -1161027.750000 Penalty: 3041.569092 Iteration 26Q: 3 clusters Score -1161028 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -1161029.750000 Penalty: 3041.569092 Iteration 27Q: 3 clusters Score -1161030 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10487 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1161033.875000 Penalty: 3041.569092 Iteration 28Q: 3 clusters Score -1161034 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1161036.125000 Penalty: 3041.569092 Iteration 29Q: 3 clusters Score -1161036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10499 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -1161035.750000 Penalty: 3041.569092 Iteration 30Q: 3 clusters Score -1161036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10502 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1161036.250000 Penalty: 3041.569092 Iteration 31Q: 3 clusters Score -1161036 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10506 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1161035.500000 Penalty: 3041.569092 Iteration 32Q: 3 clusters Score -1161036 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1161036.875000 Penalty: 3041.569092 Iteration 33Q: 3 clusters Score -1161037 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1161037.125000 Penalty: 3041.569092 Iteration 34Q: 3 clusters Score -1161037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1161039.125000 Penalty: 3041.569092 Iteration 35Q: 3 clusters Score -1161039 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10509 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1161038.250000 Penalty: 3041.569092 Iteration 36Q: 3 clusters Score -1161038 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10509 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1161038.250000 Penalty: 3041.569092 Iteration 37F: 3 clusters Score -1161038 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Entering Unmasked Estep Score: -432064.218750 Penalty: 1373.226807 Iteration 0F: 2 clusters Score -432064.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -428280.812500 Penalty: 2746.453613 Iteration 0F: 3 clusters Score -428280.8 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -429277.281250 Penalty: 2746.453613 Iteration 1F: 3 clusters Score -429277.3 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -429481.281250 Penalty: 2746.453613 Iteration 2F: 3 clusters Score -429481.3 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -429621.187500 Penalty: 2746.453613 Iteration 3F: 3 clusters Score -429621.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -429741.031250 Penalty: 2746.453613 Iteration 4Q: 3 clusters Score -429741 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -429850.312500 Penalty: 2746.453613 Iteration 5Q: 3 clusters Score -429850.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -429973.218750 Penalty: 2746.453613 Iteration 6Q: 3 clusters Score -429973.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -430117.656250 Penalty: 2746.453613 Iteration 7Q: 3 clusters Score -430117.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -430269.375000 Penalty: 2746.453613 Iteration 8Q: 3 clusters Score -430269.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -430400.781250 Penalty: 2746.453613 Iteration 9Q: 3 clusters Score -430400.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -430499.093750 Penalty: 2746.453613 Iteration 10Q: 3 clusters Score -430499.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -430587.812500 Penalty: 2746.453613 Iteration 11Q: 3 clusters Score -430587.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -430668.531250 Penalty: 2746.453613 Iteration 12Q: 3 clusters Score -430668.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -430745.125000 Penalty: 2746.453613 Iteration 13Q: 3 clusters Score -430745.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -430805.218750 Penalty: 2746.453613 Iteration 14Q: 3 clusters Score -430805.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -430861.218750 Penalty: 2746.453613 Iteration 15Q: 3 clusters Score -430861.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -430906.375000 Penalty: 2746.453613 Iteration 16Q: 3 clusters Score -430906.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -430930.218750 Penalty: 2746.453613 Iteration 17Q: 3 clusters Score -430930.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -430951.687500 Penalty: 2746.453613 Iteration 18Q: 3 clusters Score -430951.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -430973.187500 Penalty: 2746.453613 Iteration 19Q: 3 clusters Score -430973.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -430994.906250 Penalty: 2746.453613 Iteration 20F: 3 clusters Score -430994.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -431010.875000 Penalty: 2746.453613 Iteration 21Q: 3 clusters Score -431010.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -431026.250000 Penalty: 2746.453613 Iteration 22Q: 3 clusters Score -431026.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -431039.625000 Penalty: 2746.453613 Iteration 23Q: 3 clusters Score -431039.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -431056.437500 Penalty: 2746.453613 Iteration 24Q: 3 clusters Score -431056.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -431068.875000 Penalty: 2746.453613 Iteration 25Q: 3 clusters Score -431068.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -431079.156250 Penalty: 2746.453613 Iteration 26Q: 3 clusters Score -431079.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -431089.156250 Penalty: 2746.453613 Iteration 27Q: 3 clusters Score -431089.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -431098.062500 Penalty: 2746.453613 Iteration 28Q: 3 clusters Score -431098.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -431107.625000 Penalty: 2746.453613 Iteration 29Q: 3 clusters Score -431107.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -431119.343750 Penalty: 2746.453613 Iteration 30Q: 3 clusters Score -431119.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -431136.656250 Penalty: 2746.453613 Iteration 31Q: 3 clusters Score -431136.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -431155.156250 Penalty: 2746.453613 Iteration 32Q: 3 clusters Score -431155.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -431162.718750 Penalty: 2746.453613 Iteration 33Q: 3 clusters Score -431162.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -431173.343750 Penalty: 2746.453613 Iteration 34Q: 3 clusters Score -431173.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -431178.625000 Penalty: 2746.453613 Iteration 35Q: 3 clusters Score -431178.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -431183.687500 Penalty: 2746.453613 Iteration 36Q: 3 clusters Score -431183.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -431188.937500 Penalty: 2746.453613 Iteration 37Q: 3 clusters Score -431188.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -431193.437500 Penalty: 2746.453613 Iteration 38Q: 3 clusters Score -431193.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -431196.625000 Penalty: 2746.453613 Iteration 39Q: 3 clusters Score -431196.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -431203.093750 Penalty: 2746.453613 Iteration 40F: 3 clusters Score -431203.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -431207.562500 Penalty: 2746.453613 Iteration 41Q: 3 clusters Score -431207.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -431212.875000 Penalty: 2746.453613 Iteration 42Q: 3 clusters Score -431212.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -431214.562500 Penalty: 2746.453613 Iteration 43Q: 3 clusters Score -431214.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -431216.406250 Penalty: 2746.453613 Iteration 44Q: 3 clusters Score -431216.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -431219.156250 Penalty: 2746.453613 Iteration 45Q: 3 clusters Score -431219.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -431223.875000 Penalty: 2746.453613 Iteration 46Q: 3 clusters Score -431223.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -431228.031250 Penalty: 2746.453613 Iteration 47Q: 3 clusters Score -431228 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -431233.281250 Penalty: 2746.453613 Iteration 48Q: 3 clusters Score -431233.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -431241.656250 Penalty: 2746.453613 Iteration 49Q: 3 clusters Score -431241.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -431243.843750 Penalty: 2746.453613 Iteration 50Q: 3 clusters Score -431243.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -431247.687500 Penalty: 2746.453613 Iteration 51Q: 3 clusters Score -431247.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -431248.906250 Penalty: 2746.453613 Iteration 52Q: 3 clusters Score -431248.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -431248.906250 Penalty: 2746.453613 Iteration 53F: 3 clusters Score -431248.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Entering Unmasked Estep Score: -32648.912109 Penalty: 983.846436 Iteration 0F: 2 clusters Score -32648.91 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 225 members Entering Unmasked Estep Score: -31785.626953 Penalty: 1967.692871 Iteration 0F: 3 clusters Score -31785.63 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -32085.615234 Penalty: 1967.692871 Iteration 1F: 3 clusters Score -32085.62 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -32224.160156 Penalty: 1967.692871 Iteration 2F: 3 clusters Score -32224.16 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -32373.269531 Penalty: 1967.692871 Iteration 3F: 3 clusters Score -32373.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -32475.064453 Penalty: 1967.692871 Iteration 4Q: 3 clusters Score -32475.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -32518.593750 Penalty: 1967.692871 Iteration 5Q: 3 clusters Score -32518.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -32527.929688 Penalty: 1967.692871 Iteration 6Q: 3 clusters Score -32527.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -32528.779297 Penalty: 1967.692871 Iteration 7Q: 3 clusters Score -32528.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -32528.779297 Penalty: 1967.692871 Iteration 8F: 3 clusters Score -32528.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Entering Unmasked Estep Score: -330832.843750 Penalty: 1322.469238 Iteration 0F: 2 clusters Score -330832.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -327883.906250 Penalty: 2644.938477 Iteration 0F: 3 clusters Score -327883.9 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -328669.375000 Penalty: 2644.938477 Iteration 1F: 3 clusters Score -328669.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -328856.937500 Penalty: 2644.938477 Iteration 2F: 3 clusters Score -328856.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -329016.156250 Penalty: 2644.938477 Iteration 3F: 3 clusters Score -329016.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -329243.062500 Penalty: 2644.938477 Iteration 4F: 3 clusters Score -329243.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -329486.218750 Penalty: 2644.938477 Iteration 5F: 3 clusters Score -329486.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -329783.968750 Penalty: 2644.938477 Iteration 6F: 3 clusters Score -329784 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -330093.812500 Penalty: 2644.938477 Iteration 7F: 3 clusters Score -330093.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -330300.968750 Penalty: 2644.938477 Iteration 8F: 3 clusters Score -330301 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -330392.406250 Penalty: 2644.938477 Iteration 9Q: 3 clusters Score -330392.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -330436.812500 Penalty: 2644.938477 Iteration 10Q: 3 clusters Score -330436.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -330485.687500 Penalty: 2644.938477 Iteration 11Q: 3 clusters Score -330485.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -330533.656250 Penalty: 2644.938477 Iteration 12Q: 3 clusters Score -330533.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -330567.812500 Penalty: 2644.938477 Iteration 13Q: 3 clusters Score -330567.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -330590.406250 Penalty: 2644.938477 Iteration 14Q: 3 clusters Score -330590.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -330610.875000 Penalty: 2644.938477 Iteration 15Q: 3 clusters Score -330610.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -330631.843750 Penalty: 2644.938477 Iteration 16Q: 3 clusters Score -330631.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -330651.218750 Penalty: 2644.938477 Iteration 17Q: 3 clusters Score -330651.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -330669.375000 Penalty: 2644.938477 Iteration 18Q: 3 clusters Score -330669.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -330678.281250 Penalty: 2644.938477 Iteration 19Q: 3 clusters Score -330678.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -330682.687500 Penalty: 2644.938477 Iteration 20F: 3 clusters Score -330682.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -330687.593750 Penalty: 2644.938477 Iteration 21Q: 3 clusters Score -330687.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -330694.531250 Penalty: 2644.938477 Iteration 22Q: 3 clusters Score -330694.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -330702.187500 Penalty: 2644.938477 Iteration 23Q: 3 clusters Score -330702.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -330706.062500 Penalty: 2644.938477 Iteration 24Q: 3 clusters Score -330706.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -330711.968750 Penalty: 2644.938477 Iteration 25Q: 3 clusters Score -330712 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -330717.531250 Penalty: 2644.938477 Iteration 26Q: 3 clusters Score -330717.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -330721.656250 Penalty: 2644.938477 Iteration 27Q: 3 clusters Score -330721.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -330723.875000 Penalty: 2644.938477 Iteration 28Q: 3 clusters Score -330723.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -330724.625000 Penalty: 2644.938477 Iteration 29Q: 3 clusters Score -330724.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -330725.906250 Penalty: 2644.938477 Iteration 30Q: 3 clusters Score -330725.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -330726.062500 Penalty: 2644.938477 Iteration 31Q: 3 clusters Score -330726.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -330726.062500 Penalty: 2644.938477 Iteration 32F: 3 clusters Score -330726.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Entering Unmasked Estep Score: -245059.109375 Penalty: 1268.455811 Iteration 0F: 2 clusters Score -245059.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -242662.125000 Penalty: 2536.911621 Iteration 0F: 3 clusters Score -242662.1 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -243247.906250 Penalty: 2536.911621 Iteration 1F: 3 clusters Score -243247.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -243396.203125 Penalty: 2536.911621 Iteration 2F: 3 clusters Score -243396.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -243475.703125 Penalty: 2536.911621 Iteration 3F: 3 clusters Score -243475.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -243535.156250 Penalty: 2536.911621 Iteration 4Q: 3 clusters Score -243535.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -243574.046875 Penalty: 2536.911621 Iteration 5Q: 3 clusters Score -243574 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -243593.781250 Penalty: 2536.911621 Iteration 6Q: 3 clusters Score -243593.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -243605.765625 Penalty: 2536.911621 Iteration 7Q: 3 clusters Score -243605.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -243617.156250 Penalty: 2536.911621 Iteration 8Q: 3 clusters Score -243617.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -243626.140625 Penalty: 2536.911621 Iteration 9Q: 3 clusters Score -243626.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -243638.437500 Penalty: 2536.911621 Iteration 10Q: 3 clusters Score -243638.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -243650.796875 Penalty: 2536.911621 Iteration 11Q: 3 clusters Score -243650.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -243663.640625 Penalty: 2536.911621 Iteration 12Q: 3 clusters Score -243663.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -243677.546875 Penalty: 2536.911621 Iteration 13Q: 3 clusters Score -243677.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -243688.156250 Penalty: 2536.911621 Iteration 14Q: 3 clusters Score -243688.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -243702.781250 Penalty: 2536.911621 Iteration 15Q: 3 clusters Score -243702.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -243712.187500 Penalty: 2536.911621 Iteration 16Q: 3 clusters Score -243712.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -243719.171875 Penalty: 2536.911621 Iteration 17Q: 3 clusters Score -243719.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -243728.578125 Penalty: 2536.911621 Iteration 18Q: 3 clusters Score -243728.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -243742.640625 Penalty: 2536.911621 Iteration 19Q: 3 clusters Score -243742.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -243758.171875 Penalty: 2536.911621 Iteration 20F: 3 clusters Score -243758.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -243779.796875 Penalty: 2536.911621 Iteration 21Q: 3 clusters Score -243779.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -243806.500000 Penalty: 2536.911621 Iteration 22Q: 3 clusters Score -243806.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -243834.765625 Penalty: 2536.911621 Iteration 23Q: 3 clusters Score -243834.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -243860.296875 Penalty: 2536.911621 Iteration 24Q: 3 clusters Score -243860.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -243878.718750 Penalty: 2536.911621 Iteration 25Q: 3 clusters Score -243878.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -243902.765625 Penalty: 2536.911621 Iteration 26Q: 3 clusters Score -243902.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -243920.031250 Penalty: 2536.911621 Iteration 27Q: 3 clusters Score -243920 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -243935.515625 Penalty: 2536.911621 Iteration 28Q: 3 clusters Score -243935.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -243959.859375 Penalty: 2536.911621 Iteration 29Q: 3 clusters Score -243959.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -243990.625000 Penalty: 2536.911621 Iteration 30Q: 3 clusters Score -243990.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -244023.343750 Penalty: 2536.911621 Iteration 31Q: 3 clusters Score -244023.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -244048.546875 Penalty: 2536.911621 Iteration 32Q: 3 clusters Score -244048.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -244068.359375 Penalty: 2536.911621 Iteration 33Q: 3 clusters Score -244068.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -244079.703125 Penalty: 2536.911621 Iteration 34Q: 3 clusters Score -244079.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -244091.375000 Penalty: 2536.911621 Iteration 35Q: 3 clusters Score -244091.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -244106.515625 Penalty: 2536.911621 Iteration 36Q: 3 clusters Score -244106.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -244120.906250 Penalty: 2536.911621 Iteration 37Q: 3 clusters Score -244120.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -244137.718750 Penalty: 2536.911621 Iteration 38Q: 3 clusters Score -244137.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -244157.593750 Penalty: 2536.911621 Iteration 39Q: 3 clusters Score -244157.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -244169.687500 Penalty: 2536.911621 Iteration 40F: 3 clusters Score -244169.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -244182.109375 Penalty: 2536.911621 Iteration 41Q: 3 clusters Score -244182.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -244200.234375 Penalty: 2536.911621 Iteration 42Q: 3 clusters Score -244200.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -244214.812500 Penalty: 2536.911621 Iteration 43Q: 3 clusters Score -244214.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -244228.765625 Penalty: 2536.911621 Iteration 44Q: 3 clusters Score -244228.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -244238.343750 Penalty: 2536.911621 Iteration 45Q: 3 clusters Score -244238.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -244248.109375 Penalty: 2536.911621 Iteration 46Q: 3 clusters Score -244248.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -244253.625000 Penalty: 2536.911621 Iteration 47Q: 3 clusters Score -244253.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -244263.656250 Penalty: 2536.911621 Iteration 48Q: 3 clusters Score -244263.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -244271.109375 Penalty: 2536.911621 Iteration 49Q: 3 clusters Score -244271.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -244279.484375 Penalty: 2536.911621 Iteration 50Q: 3 clusters Score -244279.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -244286.218750 Penalty: 2536.911621 Iteration 51Q: 3 clusters Score -244286.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -244293.765625 Penalty: 2536.911621 Iteration 52Q: 3 clusters Score -244293.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -244301.718750 Penalty: 2536.911621 Iteration 53Q: 3 clusters Score -244301.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -244307.015625 Penalty: 2536.911621 Iteration 54Q: 3 clusters Score -244307 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -244313.156250 Penalty: 2536.911621 Iteration 55Q: 3 clusters Score -244313.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -244318.062500 Penalty: 2536.911621 Iteration 56Q: 3 clusters Score -244318.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -244326.890625 Penalty: 2536.911621 Iteration 57Q: 3 clusters Score -244326.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -244338.953125 Penalty: 2536.911621 Iteration 58Q: 3 clusters Score -244339 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -244347.625000 Penalty: 2536.911621 Iteration 59Q: 3 clusters Score -244347.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -244362.437500 Penalty: 2536.911621 Iteration 60F: 3 clusters Score -244362.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -244375.656250 Penalty: 2536.911621 Iteration 61Q: 3 clusters Score -244375.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -244383.125000 Penalty: 2536.911621 Iteration 62Q: 3 clusters Score -244383.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -244395.343750 Penalty: 2536.911621 Iteration 63Q: 3 clusters Score -244395.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -244414.109375 Penalty: 2536.911621 Iteration 64Q: 3 clusters Score -244414.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -244426.687500 Penalty: 2536.911621 Iteration 65Q: 3 clusters Score -244426.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -244437.531250 Penalty: 2536.911621 Iteration 66Q: 3 clusters Score -244437.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -244447.156250 Penalty: 2536.911621 Iteration 67Q: 3 clusters Score -244447.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -244457.250000 Penalty: 2536.911621 Iteration 68Q: 3 clusters Score -244457.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -244465.250000 Penalty: 2536.911621 Iteration 69Q: 3 clusters Score -244465.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -244473.906250 Penalty: 2536.911621 Iteration 70Q: 3 clusters Score -244473.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -244484.109375 Penalty: 2536.911621 Iteration 71Q: 3 clusters Score -244484.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -244490.609375 Penalty: 2536.911621 Iteration 72Q: 3 clusters Score -244490.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -244492.578125 Penalty: 2536.911621 Iteration 73Q: 3 clusters Score -244492.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -244494.453125 Penalty: 2536.911621 Iteration 74Q: 3 clusters Score -244494.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -244495.703125 Penalty: 2536.911621 Iteration 75Q: 3 clusters Score -244495.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -244495.703125 Penalty: 2536.911621 Iteration 76F: 3 clusters Score -244495.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (19073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19073 members Entering Unmasked Estep Score: -1916596.125000 Penalty: 1601.604614 Iteration 0F: 2 clusters Score -1916596 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9501 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -1903514.750000 Penalty: 3203.209229 Iteration 0F: 3 clusters Score -1903515 nChanged 8557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 9709 members Entering Unmasked Estep Score: -1908213.750000 Penalty: 3203.209229 Iteration 1F: 3 clusters Score -1908214 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 9913 members Entering Unmasked Estep Score: -1908576.375000 Penalty: 3203.209229 Iteration 2F: 3 clusters Score -1908576 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8885 members Mstep: Class 2 contains 10188 members Entering Unmasked Estep Score: -1908953.875000 Penalty: 3203.209229 Iteration 3Q: 3 clusters Score -1908954 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 10567 members Entering Unmasked Estep Score: -1909328.375000 Penalty: 3203.209229 Iteration 4Q: 3 clusters Score -1909328 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -1909768.125000 Penalty: 3203.209229 Iteration 5Q: 3 clusters Score -1909768 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 11671 members Entering Unmasked Estep Score: -1910257.125000 Penalty: 3203.209229 Iteration 6Q: 3 clusters Score -1910257 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 12334 members Entering Unmasked Estep Score: -1910859.375000 Penalty: 3203.209229 Iteration 7F: 3 clusters Score -1910859 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 13007 members Entering Unmasked Estep Score: -1911510.625000 Penalty: 3203.209229 Iteration 8F: 3 clusters Score -1911511 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 13610 members Entering Unmasked Estep Score: -1912112.000000 Penalty: 3203.209229 Iteration 9Q: 3 clusters Score -1912112 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 14148 members Entering Unmasked Estep Score: -1912664.875000 Penalty: 3203.209229 Iteration 10Q: 3 clusters Score -1912665 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 14628 members Entering Unmasked Estep Score: -1913173.375000 Penalty: 3203.209229 Iteration 11Q: 3 clusters Score -1913173 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -1913570.250000 Penalty: 3203.209229 Iteration 12Q: 3 clusters Score -1913570 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 15269 members Entering Unmasked Estep Score: -1913850.750000 Penalty: 3203.209229 Iteration 13Q: 3 clusters Score -1913851 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 15493 members Entering Unmasked Estep Score: -1914091.125000 Penalty: 3203.209229 Iteration 14Q: 3 clusters Score -1914091 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 15691 members Entering Unmasked Estep Score: -1914297.875000 Penalty: 3203.209229 Iteration 15Q: 3 clusters Score -1914298 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 15837 members Entering Unmasked Estep Score: -1914449.500000 Penalty: 3203.209229 Iteration 16Q: 3 clusters Score -1914450 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 15953 members Entering Unmasked Estep Score: -1914573.625000 Penalty: 3203.209229 Iteration 17Q: 3 clusters Score -1914574 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 16041 members Entering Unmasked Estep Score: -1914666.500000 Penalty: 3203.209229 Iteration 18Q: 3 clusters Score -1914666 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 16141 members Entering Unmasked Estep Score: -1914755.250000 Penalty: 3203.209229 Iteration 19Q: 3 clusters Score -1914755 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 16250 members Entering Unmasked Estep Score: -1914840.000000 Penalty: 3203.209229 Iteration 20F: 3 clusters Score -1914840 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 16334 members Entering Unmasked Estep Score: -1914886.375000 Penalty: 3203.209229 Iteration 21Q: 3 clusters Score -1914886 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 16406 members Entering Unmasked Estep Score: -1914917.500000 Penalty: 3203.209229 Iteration 22Q: 3 clusters Score -1914918 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 16478 members Entering Unmasked Estep Score: -1914949.500000 Penalty: 3203.209229 Iteration 23Q: 3 clusters Score -1914950 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 16547 members Entering Unmasked Estep Score: -1914977.500000 Penalty: 3203.209229 Iteration 24Q: 3 clusters Score -1914978 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 16607 members Entering Unmasked Estep Score: -1915003.250000 Penalty: 3203.209229 Iteration 25Q: 3 clusters Score -1915003 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 16664 members Entering Unmasked Estep Score: -1915029.750000 Penalty: 3203.209229 Iteration 26Q: 3 clusters Score -1915030 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 16717 members Entering Unmasked Estep Score: -1915050.500000 Penalty: 3203.209229 Iteration 27Q: 3 clusters Score -1915050 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 16769 members Entering Unmasked Estep Score: -1915086.250000 Penalty: 3203.209229 Iteration 28Q: 3 clusters Score -1915086 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 16839 members Entering Unmasked Estep Score: -1915118.125000 Penalty: 3203.209229 Iteration 29Q: 3 clusters Score -1915118 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 16889 members Entering Unmasked Estep Score: -1915126.000000 Penalty: 3203.209229 Iteration 30Q: 3 clusters Score -1915126 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 16922 members Entering Unmasked Estep Score: -1915136.625000 Penalty: 3203.209229 Iteration 31Q: 3 clusters Score -1915137 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 16968 members Entering Unmasked Estep Score: -1915155.750000 Penalty: 3203.209229 Iteration 32Q: 3 clusters Score -1915156 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 17007 members Entering Unmasked Estep Score: -1915167.250000 Penalty: 3203.209229 Iteration 33Q: 3 clusters Score -1915167 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 17045 members Entering Unmasked Estep Score: -1915171.125000 Penalty: 3203.209229 Iteration 34Q: 3 clusters Score -1915171 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 17086 members Entering Unmasked Estep Score: -1915188.375000 Penalty: 3203.209229 Iteration 35Q: 3 clusters Score -1915188 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 17122 members Entering Unmasked Estep Score: -1915195.625000 Penalty: 3203.209229 Iteration 36Q: 3 clusters Score -1915196 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 17162 members Entering Unmasked Estep Score: -1915211.750000 Penalty: 3203.209229 Iteration 37Q: 3 clusters Score -1915212 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 17200 members Entering Unmasked Estep Score: -1915230.250000 Penalty: 3203.209229 Iteration 38Q: 3 clusters Score -1915230 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 17231 members Entering Unmasked Estep Score: -1915239.750000 Penalty: 3203.209229 Iteration 39Q: 3 clusters Score -1915240 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 17249 members Entering Unmasked Estep Score: -1915243.000000 Penalty: 3203.209229 Iteration 40F: 3 clusters Score -1915243 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 17272 members Entering Unmasked Estep Score: -1915247.000000 Penalty: 3203.209229 Iteration 41Q: 3 clusters Score -1915247 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 17302 members Entering Unmasked Estep Score: -1915260.250000 Penalty: 3203.209229 Iteration 42Q: 3 clusters Score -1915260 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 17334 members Entering Unmasked Estep Score: -1915277.500000 Penalty: 3203.209229 Iteration 43Q: 3 clusters Score -1915278 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 17363 members Entering Unmasked Estep Score: -1915287.125000 Penalty: 3203.209229 Iteration 44Q: 3 clusters Score -1915287 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 17396 members Entering Unmasked Estep Score: -1915303.625000 Penalty: 3203.209229 Iteration 45Q: 3 clusters Score -1915304 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 17429 members Entering Unmasked Estep Score: -1915315.125000 Penalty: 3203.209229 Iteration 46Q: 3 clusters Score -1915315 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 17452 members Entering Unmasked Estep Score: -1915322.000000 Penalty: 3203.209229 Iteration 47Q: 3 clusters Score -1915322 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 17477 members Entering Unmasked Estep Score: -1915330.250000 Penalty: 3203.209229 Iteration 48Q: 3 clusters Score -1915330 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 17509 members Entering Unmasked Estep Score: -1915339.750000 Penalty: 3203.209229 Iteration 49Q: 3 clusters Score -1915340 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 17529 members Entering Unmasked Estep Score: -1915343.875000 Penalty: 3203.209229 Iteration 50Q: 3 clusters Score -1915344 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 17556 members Entering Unmasked Estep Score: -1915355.875000 Penalty: 3203.209229 Iteration 51Q: 3 clusters Score -1915356 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 17575 members Entering Unmasked Estep Score: -1915366.250000 Penalty: 3203.209229 Iteration 52Q: 3 clusters Score -1915366 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 17600 members Entering Unmasked Estep Score: -1915379.125000 Penalty: 3203.209229 Iteration 53Q: 3 clusters Score -1915379 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 17622 members Entering Unmasked Estep Score: -1915386.375000 Penalty: 3203.209229 Iteration 54Q: 3 clusters Score -1915386 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 17641 members Entering Unmasked Estep Score: -1915397.125000 Penalty: 3203.209229 Iteration 55Q: 3 clusters Score -1915397 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 17669 members Entering Unmasked Estep Score: -1915409.375000 Penalty: 3203.209229 Iteration 56Q: 3 clusters Score -1915409 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 17694 members Entering Unmasked Estep Score: -1915420.125000 Penalty: 3203.209229 Iteration 57Q: 3 clusters Score -1915420 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 17721 members Entering Unmasked Estep Score: -1915433.125000 Penalty: 3203.209229 Iteration 58Q: 3 clusters Score -1915433 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 17746 members Entering Unmasked Estep Score: -1915442.625000 Penalty: 3203.209229 Iteration 59Q: 3 clusters Score -1915443 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 17770 members Entering Unmasked Estep Score: -1915453.000000 Penalty: 3203.209229 Iteration 60F: 3 clusters Score -1915453 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 17792 members Entering Unmasked Estep Score: -1915455.125000 Penalty: 3203.209229 Iteration 61Q: 3 clusters Score -1915455 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 17816 members Entering Unmasked Estep Score: -1915463.250000 Penalty: 3203.209229 Iteration 62Q: 3 clusters Score -1915463 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 17838 members Entering Unmasked Estep Score: -1915470.000000 Penalty: 3203.209229 Iteration 63Q: 3 clusters Score -1915470 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 17857 members Entering Unmasked Estep Score: -1915474.750000 Penalty: 3203.209229 Iteration 64Q: 3 clusters Score -1915475 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 17872 members Entering Unmasked Estep Score: -1915482.000000 Penalty: 3203.209229 Iteration 65Q: 3 clusters Score -1915482 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 17883 members Entering Unmasked Estep Score: -1915488.125000 Penalty: 3203.209229 Iteration 66Q: 3 clusters Score -1915488 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 17894 members Entering Unmasked Estep Score: -1915494.625000 Penalty: 3203.209229 Iteration 67Q: 3 clusters Score -1915495 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 17906 members Entering Unmasked Estep Score: -1915499.375000 Penalty: 3203.209229 Iteration 68Q: 3 clusters Score -1915499 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 17917 members Entering Unmasked Estep Score: -1915503.000000 Penalty: 3203.209229 Iteration 69Q: 3 clusters Score -1915503 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 17928 members Entering Unmasked Estep Score: -1915508.750000 Penalty: 3203.209229 Iteration 70Q: 3 clusters Score -1915509 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 17933 members Entering Unmasked Estep Score: -1915512.000000 Penalty: 3203.209229 Iteration 71Q: 3 clusters Score -1915512 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 17937 members Entering Unmasked Estep Score: -1915511.875000 Penalty: 3203.209229 Iteration 72Q: 3 clusters Score -1915512 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 17943 members Entering Unmasked Estep Score: -1915519.125000 Penalty: 3203.209229 Iteration 73Q: 3 clusters Score -1915519 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 17951 members Entering Unmasked Estep Score: -1915518.625000 Penalty: 3203.209229 Iteration 74Q: 3 clusters Score -1915519 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 17957 members Entering Unmasked Estep Score: -1915522.250000 Penalty: 3203.209229 Iteration 75Q: 3 clusters Score -1915522 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 17962 members Entering Unmasked Estep Score: -1915521.500000 Penalty: 3203.209229 Iteration 76Q: 3 clusters Score -1915522 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 17964 members Entering Unmasked Estep Score: -1915523.625000 Penalty: 3203.209229 Iteration 77Q: 3 clusters Score -1915524 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 17967 members Entering Unmasked Estep Score: -1915525.500000 Penalty: 3203.209229 Iteration 78Q: 3 clusters Score -1915526 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 17971 members Entering Unmasked Estep Score: -1915526.375000 Penalty: 3203.209229 Iteration 79Q: 3 clusters Score -1915526 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 17975 members Entering Unmasked Estep Score: -1915525.750000 Penalty: 3203.209229 Iteration 80F: 3 clusters Score -1915526 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 17978 members Entering Unmasked Estep Score: -1915524.250000 Penalty: 3203.209229 Iteration 81Q: 3 clusters Score -1915524 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 17978 members Entering Unmasked Estep Score: -1915524.250000 Penalty: 3203.209229 Iteration 82F: 3 clusters Score -1915524 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Entering Unmasked Estep Score: -172017.546875 Penalty: 1205.551880 Iteration 0F: 2 clusters Score -172017.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -170133.109375 Penalty: 2411.103760 Iteration 0F: 3 clusters Score -170133.1 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -170499.468750 Penalty: 2411.103760 Iteration 1F: 3 clusters Score -170499.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -170624.359375 Penalty: 2411.103760 Iteration 2F: 3 clusters Score -170624.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -170682.718750 Penalty: 2411.103760 Iteration 3Q: 3 clusters Score -170682.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -170716.468750 Penalty: 2411.103760 Iteration 4Q: 3 clusters Score -170716.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -170741.140625 Penalty: 2411.103760 Iteration 5Q: 3 clusters Score -170741.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -170749.250000 Penalty: 2411.103760 Iteration 6Q: 3 clusters Score -170749.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -170758.906250 Penalty: 2411.103760 Iteration 7Q: 3 clusters Score -170758.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -170765.906250 Penalty: 2411.103760 Iteration 8Q: 3 clusters Score -170765.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -170770.156250 Penalty: 2411.103760 Iteration 9Q: 3 clusters Score -170770.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -170770.921875 Penalty: 2411.103760 Iteration 10Q: 3 clusters Score -170770.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -170771.968750 Penalty: 2411.103760 Iteration 11Q: 3 clusters Score -170772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -170772.937500 Penalty: 2411.103760 Iteration 12Q: 3 clusters Score -170772.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -170774.093750 Penalty: 2411.103760 Iteration 13Q: 3 clusters Score -170774.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -170775.156250 Penalty: 2411.103760 Iteration 14Q: 3 clusters Score -170775.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -170777.390625 Penalty: 2411.103760 Iteration 15Q: 3 clusters Score -170777.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -170778.875000 Penalty: 2411.103760 Iteration 16Q: 3 clusters Score -170778.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -170781.109375 Penalty: 2411.103760 Iteration 17Q: 3 clusters Score -170781.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -170783.312500 Penalty: 2411.103760 Iteration 18Q: 3 clusters Score -170783.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -170785.390625 Penalty: 2411.103760 Iteration 19Q: 3 clusters Score -170785.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -170790.515625 Penalty: 2411.103760 Iteration 20F: 3 clusters Score -170790.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -170791.500000 Penalty: 2411.103760 Iteration 21Q: 3 clusters Score -170791.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -170792.703125 Penalty: 2411.103760 Iteration 22Q: 3 clusters Score -170792.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -170792.703125 Penalty: 2411.103760 Iteration 23F: 3 clusters Score -170792.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Entering Unmasked Estep Score: -231189.046875 Penalty: 1261.214355 Iteration 0F: 2 clusters Score -231189 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -228878.734375 Penalty: 2522.428711 Iteration 0F: 3 clusters Score -228878.7 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -229437.265625 Penalty: 2522.428711 Iteration 1F: 3 clusters Score -229437.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -229560.625000 Penalty: 2522.428711 Iteration 2F: 3 clusters Score -229560.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -229643.609375 Penalty: 2522.428711 Iteration 3F: 3 clusters Score -229643.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -229696.562500 Penalty: 2522.428711 Iteration 4Q: 3 clusters Score -229696.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -229749.640625 Penalty: 2522.428711 Iteration 5Q: 3 clusters Score -229749.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -229807.281250 Penalty: 2522.428711 Iteration 6Q: 3 clusters Score -229807.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -229855.062500 Penalty: 2522.428711 Iteration 7Q: 3 clusters Score -229855.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -229906.031250 Penalty: 2522.428711 Iteration 8Q: 3 clusters Score -229906 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -229982.968750 Penalty: 2522.428711 Iteration 9Q: 3 clusters Score -229983 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -230053.906250 Penalty: 2522.428711 Iteration 10Q: 3 clusters Score -230053.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -230144.203125 Penalty: 2522.428711 Iteration 11Q: 3 clusters Score -230144.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -230222.765625 Penalty: 2522.428711 Iteration 12Q: 3 clusters Score -230222.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -230279.031250 Penalty: 2522.428711 Iteration 13Q: 3 clusters Score -230279 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -230316.875000 Penalty: 2522.428711 Iteration 14Q: 3 clusters Score -230316.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -230339.906250 Penalty: 2522.428711 Iteration 15Q: 3 clusters Score -230339.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -230353.812500 Penalty: 2522.428711 Iteration 16Q: 3 clusters Score -230353.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -230362.531250 Penalty: 2522.428711 Iteration 17Q: 3 clusters Score -230362.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -230367.968750 Penalty: 2522.428711 Iteration 18Q: 3 clusters Score -230368 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -230370.250000 Penalty: 2522.428711 Iteration 19Q: 3 clusters Score -230370.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -230373.015625 Penalty: 2522.428711 Iteration 20F: 3 clusters Score -230373 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -230376.312500 Penalty: 2522.428711 Iteration 21Q: 3 clusters Score -230376.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -230377.890625 Penalty: 2522.428711 Iteration 22Q: 3 clusters Score -230377.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -230378.687500 Penalty: 2522.428711 Iteration 23Q: 3 clusters Score -230378.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -230378.687500 Penalty: 2522.428711 Iteration 24F: 3 clusters Score -230378.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Entering Unmasked Estep Score: -113159.523438 Penalty: 1146.628418 Iteration 0F: 2 clusters Score -113159.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -111640.750000 Penalty: 2293.256836 Iteration 0F: 3 clusters Score -111640.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -111901.546875 Penalty: 2293.256836 Iteration 1F: 3 clusters Score -111901.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -111982.000000 Penalty: 2293.256836 Iteration 2F: 3 clusters Score -111982 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -112026.382812 Penalty: 2293.256836 Iteration 3Q: 3 clusters Score -112026.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -112054.867188 Penalty: 2293.256836 Iteration 4Q: 3 clusters Score -112054.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -112074.476562 Penalty: 2293.256836 Iteration 5Q: 3 clusters Score -112074.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -112087.875000 Penalty: 2293.256836 Iteration 6Q: 3 clusters Score -112087.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -112101.101562 Penalty: 2293.256836 Iteration 7Q: 3 clusters Score -112101.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -112110.703125 Penalty: 2293.256836 Iteration 8Q: 3 clusters Score -112110.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -112116.062500 Penalty: 2293.256836 Iteration 9Q: 3 clusters Score -112116.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -112118.796875 Penalty: 2293.256836 Iteration 10Q: 3 clusters Score -112118.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -112123.531250 Penalty: 2293.256836 Iteration 11Q: 3 clusters Score -112123.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -112128.226562 Penalty: 2293.256836 Iteration 12Q: 3 clusters Score -112128.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -112130.789062 Penalty: 2293.256836 Iteration 13Q: 3 clusters Score -112130.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -112132.789062 Penalty: 2293.256836 Iteration 14Q: 3 clusters Score -112132.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -112134.640625 Penalty: 2293.256836 Iteration 15Q: 3 clusters Score -112134.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -112135.390625 Penalty: 2293.256836 Iteration 16Q: 3 clusters Score -112135.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -112136.398438 Penalty: 2293.256836 Iteration 17Q: 3 clusters Score -112136.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -112138.890625 Penalty: 2293.256836 Iteration 18Q: 3 clusters Score -112138.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -112140.476562 Penalty: 2293.256836 Iteration 19Q: 3 clusters Score -112140.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -112144.304688 Penalty: 2293.256836 Iteration 20F: 3 clusters Score -112144.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -112144.906250 Penalty: 2293.256836 Iteration 21Q: 3 clusters Score -112144.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -112145.515625 Penalty: 2293.256836 Iteration 22Q: 3 clusters Score -112145.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -112145.515625 Penalty: 2293.256836 Iteration 23F: 3 clusters Score -112145.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Entering Unmasked Estep Score: -204933.296875 Penalty: 1244.154785 Iteration 0F: 2 clusters Score -204933.3 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 1078 members Entering Unmasked Estep Score: -202804.250000 Penalty: 2488.309570 Iteration 0F: 3 clusters Score -202804.2 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -203255.109375 Penalty: 2488.309570 Iteration 1F: 3 clusters Score -203255.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -203401.062500 Penalty: 2488.309570 Iteration 2F: 3 clusters Score -203401.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -203479.500000 Penalty: 2488.309570 Iteration 3F: 3 clusters Score -203479.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -203541.203125 Penalty: 2488.309570 Iteration 4Q: 3 clusters Score -203541.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -203600.656250 Penalty: 2488.309570 Iteration 5Q: 3 clusters Score -203600.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -203655.031250 Penalty: 2488.309570 Iteration 6Q: 3 clusters Score -203655 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -203711.515625 Penalty: 2488.309570 Iteration 7Q: 3 clusters Score -203711.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -203764.234375 Penalty: 2488.309570 Iteration 8Q: 3 clusters Score -203764.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -203808.312500 Penalty: 2488.309570 Iteration 9Q: 3 clusters Score -203808.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -203840.562500 Penalty: 2488.309570 Iteration 10Q: 3 clusters Score -203840.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -203866.390625 Penalty: 2488.309570 Iteration 11Q: 3 clusters Score -203866.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -203887.781250 Penalty: 2488.309570 Iteration 12Q: 3 clusters Score -203887.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -203900.781250 Penalty: 2488.309570 Iteration 13Q: 3 clusters Score -203900.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -203913.718750 Penalty: 2488.309570 Iteration 14Q: 3 clusters Score -203913.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -203932.046875 Penalty: 2488.309570 Iteration 15Q: 3 clusters Score -203932 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -203962.046875 Penalty: 2488.309570 Iteration 16Q: 3 clusters Score -203962 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -203987.343750 Penalty: 2488.309570 Iteration 17Q: 3 clusters Score -203987.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -204014.562500 Penalty: 2488.309570 Iteration 18Q: 3 clusters Score -204014.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -204029.546875 Penalty: 2488.309570 Iteration 19Q: 3 clusters Score -204029.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -204038.781250 Penalty: 2488.309570 Iteration 20F: 3 clusters Score -204038.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -204044.937500 Penalty: 2488.309570 Iteration 21Q: 3 clusters Score -204044.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -204053.015625 Penalty: 2488.309570 Iteration 22Q: 3 clusters Score -204053 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -204060.906250 Penalty: 2488.309570 Iteration 23Q: 3 clusters Score -204060.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -204067.937500 Penalty: 2488.309570 Iteration 24Q: 3 clusters Score -204067.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -204072.171875 Penalty: 2488.309570 Iteration 25Q: 3 clusters Score -204072.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -204073.781250 Penalty: 2488.309570 Iteration 26Q: 3 clusters Score -204073.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -204074.640625 Penalty: 2488.309570 Iteration 27Q: 3 clusters Score -204074.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -204077.125000 Penalty: 2488.309570 Iteration 28Q: 3 clusters Score -204077.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -204077.125000 Penalty: 2488.309570 Iteration 29F: 3 clusters Score -204077.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Entering Unmasked Estep Score: -342451.406250 Penalty: 1319.837036 Iteration 0F: 2 clusters Score -342451.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -339528.406250 Penalty: 2639.674072 Iteration 0F: 3 clusters Score -339528.4 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -340270.843750 Penalty: 2639.674072 Iteration 1F: 3 clusters Score -340270.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -340408.625000 Penalty: 2639.674072 Iteration 2F: 3 clusters Score -340408.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -340492.406250 Penalty: 2639.674072 Iteration 3Q: 3 clusters Score -340492.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -340550.500000 Penalty: 2639.674072 Iteration 4Q: 3 clusters Score -340550.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -340594.156250 Penalty: 2639.674072 Iteration 5Q: 3 clusters Score -340594.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -340622.843750 Penalty: 2639.674072 Iteration 6Q: 3 clusters Score -340622.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -340643.468750 Penalty: 2639.674072 Iteration 7Q: 3 clusters Score -340643.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -340662.062500 Penalty: 2639.674072 Iteration 8Q: 3 clusters Score -340662.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -340675.312500 Penalty: 2639.674072 Iteration 9Q: 3 clusters Score -340675.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -340684.062500 Penalty: 2639.674072 Iteration 10Q: 3 clusters Score -340684.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -340691.187500 Penalty: 2639.674072 Iteration 11Q: 3 clusters Score -340691.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -340697.406250 Penalty: 2639.674072 Iteration 12Q: 3 clusters Score -340697.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -340705.937500 Penalty: 2639.674072 Iteration 13Q: 3 clusters Score -340705.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -340712.281250 Penalty: 2639.674072 Iteration 14Q: 3 clusters Score -340712.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -340716.406250 Penalty: 2639.674072 Iteration 15Q: 3 clusters Score -340716.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -340720.906250 Penalty: 2639.674072 Iteration 16Q: 3 clusters Score -340720.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -340725.812500 Penalty: 2639.674072 Iteration 17Q: 3 clusters Score -340725.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -340730.812500 Penalty: 2639.674072 Iteration 18Q: 3 clusters Score -340730.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -340734.437500 Penalty: 2639.674072 Iteration 19Q: 3 clusters Score -340734.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -340738.531250 Penalty: 2639.674072 Iteration 20F: 3 clusters Score -340738.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -340742.281250 Penalty: 2639.674072 Iteration 21Q: 3 clusters Score -340742.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -340745.406250 Penalty: 2639.674072 Iteration 22Q: 3 clusters Score -340745.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -340747.843750 Penalty: 2639.674072 Iteration 23Q: 3 clusters Score -340747.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -340749.281250 Penalty: 2639.674072 Iteration 24Q: 3 clusters Score -340749.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -340751.875000 Penalty: 2639.674072 Iteration 25Q: 3 clusters Score -340751.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -340757.406250 Penalty: 2639.674072 Iteration 26Q: 3 clusters Score -340757.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -340762.156250 Penalty: 2639.674072 Iteration 27Q: 3 clusters Score -340762.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -340765.875000 Penalty: 2639.674072 Iteration 28Q: 3 clusters Score -340765.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -340771.781250 Penalty: 2639.674072 Iteration 29Q: 3 clusters Score -340771.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -340777.687500 Penalty: 2639.674072 Iteration 30Q: 3 clusters Score -340777.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -340782.187500 Penalty: 2639.674072 Iteration 31Q: 3 clusters Score -340782.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -340787.625000 Penalty: 2639.674072 Iteration 32Q: 3 clusters Score -340787.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -340794.875000 Penalty: 2639.674072 Iteration 33Q: 3 clusters Score -340794.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -340799.187500 Penalty: 2639.674072 Iteration 34Q: 3 clusters Score -340799.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -340804.812500 Penalty: 2639.674072 Iteration 35Q: 3 clusters Score -340804.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -340811.312500 Penalty: 2639.674072 Iteration 36Q: 3 clusters Score -340811.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -340816.468750 Penalty: 2639.674072 Iteration 37Q: 3 clusters Score -340816.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -340823.937500 Penalty: 2639.674072 Iteration 38Q: 3 clusters Score -340823.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -340832.281250 Penalty: 2639.674072 Iteration 39Q: 3 clusters Score -340832.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -340836.093750 Penalty: 2639.674072 Iteration 40F: 3 clusters Score -340836.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -340842.250000 Penalty: 2639.674072 Iteration 41Q: 3 clusters Score -340842.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -340851.031250 Penalty: 2639.674072 Iteration 42Q: 3 clusters Score -340851 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -340858.625000 Penalty: 2639.674072 Iteration 43Q: 3 clusters Score -340858.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -340865.093750 Penalty: 2639.674072 Iteration 44Q: 3 clusters Score -340865.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -340871.031250 Penalty: 2639.674072 Iteration 45Q: 3 clusters Score -340871 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -340875.843750 Penalty: 2639.674072 Iteration 46Q: 3 clusters Score -340875.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -340882.625000 Penalty: 2639.674072 Iteration 47Q: 3 clusters Score -340882.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -340891.781250 Penalty: 2639.674072 Iteration 48Q: 3 clusters Score -340891.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -340903.468750 Penalty: 2639.674072 Iteration 49Q: 3 clusters Score -340903.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -340914.093750 Penalty: 2639.674072 Iteration 50Q: 3 clusters Score -340914.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -340926.750000 Penalty: 2639.674072 Iteration 51Q: 3 clusters Score -340926.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -340939.875000 Penalty: 2639.674072 Iteration 52Q: 3 clusters Score -340939.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -340956.187500 Penalty: 2639.674072 Iteration 53Q: 3 clusters Score -340956.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -340970.125000 Penalty: 2639.674072 Iteration 54Q: 3 clusters Score -340970.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -340983.781250 Penalty: 2639.674072 Iteration 55Q: 3 clusters Score -340983.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -340999.750000 Penalty: 2639.674072 Iteration 56Q: 3 clusters Score -340999.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -341019.968750 Penalty: 2639.674072 Iteration 57Q: 3 clusters Score -341020 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -341042.250000 Penalty: 2639.674072 Iteration 58Q: 3 clusters Score -341042.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -341068.437500 Penalty: 2639.674072 Iteration 59Q: 3 clusters Score -341068.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -341094.531250 Penalty: 2639.674072 Iteration 60F: 3 clusters Score -341094.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -341117.000000 Penalty: 2639.674072 Iteration 61Q: 3 clusters Score -341117 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -341142.312500 Penalty: 2639.674072 Iteration 62Q: 3 clusters Score -341142.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -341162.531250 Penalty: 2639.674072 Iteration 63Q: 3 clusters Score -341162.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -341184.406250 Penalty: 2639.674072 Iteration 64Q: 3 clusters Score -341184.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -341200.843750 Penalty: 2639.674072 Iteration 65Q: 3 clusters Score -341200.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -341217.343750 Penalty: 2639.674072 Iteration 66Q: 3 clusters Score -341217.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -341231.968750 Penalty: 2639.674072 Iteration 67Q: 3 clusters Score -341232 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -341244.343750 Penalty: 2639.674072 Iteration 68Q: 3 clusters Score -341244.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -341254.281250 Penalty: 2639.674072 Iteration 69Q: 3 clusters Score -341254.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -341263.875000 Penalty: 2639.674072 Iteration 70Q: 3 clusters Score -341263.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -341272.062500 Penalty: 2639.674072 Iteration 71Q: 3 clusters Score -341272.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -341274.781250 Penalty: 2639.674072 Iteration 72Q: 3 clusters Score -341274.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -341277.343750 Penalty: 2639.674072 Iteration 73Q: 3 clusters Score -341277.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -341277.937500 Penalty: 2639.674072 Iteration 74Q: 3 clusters Score -341277.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -341279.281250 Penalty: 2639.674072 Iteration 75Q: 3 clusters Score -341279.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -341280.437500 Penalty: 2639.674072 Iteration 76Q: 3 clusters Score -341280.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -341284.468750 Penalty: 2639.674072 Iteration 77Q: 3 clusters Score -341284.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -341285.562500 Penalty: 2639.674072 Iteration 78Q: 3 clusters Score -341285.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -341287.031250 Penalty: 2639.674072 Iteration 79Q: 3 clusters Score -341287 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -341292.093750 Penalty: 2639.674072 Iteration 80F: 3 clusters Score -341292.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -341296.875000 Penalty: 2639.674072 Iteration 81Q: 3 clusters Score -341296.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -341302.406250 Penalty: 2639.674072 Iteration 82Q: 3 clusters Score -341302.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -341305.187500 Penalty: 2639.674072 Iteration 83Q: 3 clusters Score -341305.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -341306.531250 Penalty: 2639.674072 Iteration 84Q: 3 clusters Score -341306.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -341308.437500 Penalty: 2639.674072 Iteration 85Q: 3 clusters Score -341308.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -341308.437500 Penalty: 2639.674072 Iteration 86F: 3 clusters Score -341308.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Entering Unmasked Estep Score: -619786.750000 Penalty: 1415.288086 Iteration 0F: 2 clusters Score -619786.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -615164.062500 Penalty: 2830.576172 Iteration 0F: 3 clusters Score -615164.1 nChanged 2512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -616467.812500 Penalty: 2830.576172 Iteration 1F: 3 clusters Score -616467.8 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -616647.125000 Penalty: 2830.576172 Iteration 2F: 3 clusters Score -616647.1 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -616752.625000 Penalty: 2830.576172 Iteration 3Q: 3 clusters Score -616752.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -616824.125000 Penalty: 2830.576172 Iteration 4Q: 3 clusters Score -616824.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -616872.250000 Penalty: 2830.576172 Iteration 5Q: 3 clusters Score -616872.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -616912.875000 Penalty: 2830.576172 Iteration 6Q: 3 clusters Score -616912.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -616946.687500 Penalty: 2830.576172 Iteration 7Q: 3 clusters Score -616946.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -616979.125000 Penalty: 2830.576172 Iteration 8Q: 3 clusters Score -616979.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -617012.812500 Penalty: 2830.576172 Iteration 9Q: 3 clusters Score -617012.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -617059.812500 Penalty: 2830.576172 Iteration 10Q: 3 clusters Score -617059.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -617113.375000 Penalty: 2830.576172 Iteration 11Q: 3 clusters Score -617113.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -617165.750000 Penalty: 2830.576172 Iteration 12Q: 3 clusters Score -617165.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -617216.125000 Penalty: 2830.576172 Iteration 13Q: 3 clusters Score -617216.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -617286.250000 Penalty: 2830.576172 Iteration 14Q: 3 clusters Score -617286.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -617369.750000 Penalty: 2830.576172 Iteration 15Q: 3 clusters Score -617369.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -617473.562500 Penalty: 2830.576172 Iteration 16Q: 3 clusters Score -617473.6 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -617614.687500 Penalty: 2830.576172 Iteration 17Q: 3 clusters Score -617614.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -617749.250000 Penalty: 2830.576172 Iteration 18Q: 3 clusters Score -617749.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -617881.187500 Penalty: 2830.576172 Iteration 19Q: 3 clusters Score -617881.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -618018.125000 Penalty: 2830.576172 Iteration 20F: 3 clusters Score -618018.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -618139.562500 Penalty: 2830.576172 Iteration 21Q: 3 clusters Score -618139.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -618237.187500 Penalty: 2830.576172 Iteration 22Q: 3 clusters Score -618237.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -618322.312500 Penalty: 2830.576172 Iteration 23Q: 3 clusters Score -618322.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -618387.312500 Penalty: 2830.576172 Iteration 24Q: 3 clusters Score -618387.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -618432.750000 Penalty: 2830.576172 Iteration 25Q: 3 clusters Score -618432.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -618463.187500 Penalty: 2830.576172 Iteration 26Q: 3 clusters Score -618463.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -618492.625000 Penalty: 2830.576172 Iteration 27Q: 3 clusters Score -618492.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -618507.750000 Penalty: 2830.576172 Iteration 28Q: 3 clusters Score -618507.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -618518.937500 Penalty: 2830.576172 Iteration 29Q: 3 clusters Score -618518.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -618531.875000 Penalty: 2830.576172 Iteration 30Q: 3 clusters Score -618531.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -618548.437500 Penalty: 2830.576172 Iteration 31Q: 3 clusters Score -618548.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -618551.812500 Penalty: 2830.576172 Iteration 32Q: 3 clusters Score -618551.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -618555.187500 Penalty: 2830.576172 Iteration 33Q: 3 clusters Score -618555.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -618556.187500 Penalty: 2830.576172 Iteration 34Q: 3 clusters Score -618556.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -618559.562500 Penalty: 2830.576172 Iteration 35Q: 3 clusters Score -618559.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -618562.062500 Penalty: 2830.576172 Iteration 36Q: 3 clusters Score -618562.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -618562.312500 Penalty: 2830.576172 Iteration 37Q: 3 clusters Score -618562.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -618565.437500 Penalty: 2830.576172 Iteration 38Q: 3 clusters Score -618565.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -618568.062500 Penalty: 2830.576172 Iteration 39Q: 3 clusters Score -618568.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -618571.125000 Penalty: 2830.576172 Iteration 40F: 3 clusters Score -618571.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -618573.562500 Penalty: 2830.576172 Iteration 41Q: 3 clusters Score -618573.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -618576.250000 Penalty: 2830.576172 Iteration 42Q: 3 clusters Score -618576.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -618576.562500 Penalty: 2830.576172 Iteration 43Q: 3 clusters Score -618576.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -618578.875000 Penalty: 2830.576172 Iteration 44Q: 3 clusters Score -618578.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -618578.875000 Penalty: 2830.576172 Iteration 45F: 3 clusters Score -618578.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Entering Unmasked Estep Score: -578275.375000 Penalty: 1406.557251 Iteration 0F: 2 clusters Score -578275.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -573801.500000 Penalty: 2813.114502 Iteration 0F: 3 clusters Score -573801.5 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -575145.750000 Penalty: 2813.114502 Iteration 1F: 3 clusters Score -575145.8 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -575396.687500 Penalty: 2813.114502 Iteration 2F: 3 clusters Score -575396.7 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -575608.187500 Penalty: 2813.114502 Iteration 3F: 3 clusters Score -575608.2 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -575808.937500 Penalty: 2813.114502 Iteration 4F: 3 clusters Score -575808.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -575968.875000 Penalty: 2813.114502 Iteration 5Q: 3 clusters Score -575968.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -576105.000000 Penalty: 2813.114502 Iteration 6Q: 3 clusters Score -576105 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -576253.062500 Penalty: 2813.114502 Iteration 7Q: 3 clusters Score -576253.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -576430.750000 Penalty: 2813.114502 Iteration 8Q: 3 clusters Score -576430.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -576593.250000 Penalty: 2813.114502 Iteration 9Q: 3 clusters Score -576593.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -576734.062500 Penalty: 2813.114502 Iteration 10Q: 3 clusters Score -576734.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -576833.125000 Penalty: 2813.114502 Iteration 11Q: 3 clusters Score -576833.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -576907.125000 Penalty: 2813.114502 Iteration 12Q: 3 clusters Score -576907.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -576950.250000 Penalty: 2813.114502 Iteration 13Q: 3 clusters Score -576950.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -576977.812500 Penalty: 2813.114502 Iteration 14Q: 3 clusters Score -576977.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -577005.875000 Penalty: 2813.114502 Iteration 15Q: 3 clusters Score -577005.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -577028.750000 Penalty: 2813.114502 Iteration 16Q: 3 clusters Score -577028.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -577045.750000 Penalty: 2813.114502 Iteration 17Q: 3 clusters Score -577045.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -577058.812500 Penalty: 2813.114502 Iteration 18Q: 3 clusters Score -577058.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -577068.375000 Penalty: 2813.114502 Iteration 19Q: 3 clusters Score -577068.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -577074.812500 Penalty: 2813.114502 Iteration 20F: 3 clusters Score -577074.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -577078.625000 Penalty: 2813.114502 Iteration 21Q: 3 clusters Score -577078.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -577081.500000 Penalty: 2813.114502 Iteration 22Q: 3 clusters Score -577081.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -577083.375000 Penalty: 2813.114502 Iteration 23Q: 3 clusters Score -577083.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -577087.312500 Penalty: 2813.114502 Iteration 24Q: 3 clusters Score -577087.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -577091.937500 Penalty: 2813.114502 Iteration 25Q: 3 clusters Score -577091.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -577095.062500 Penalty: 2813.114502 Iteration 26Q: 3 clusters Score -577095.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -577097.437500 Penalty: 2813.114502 Iteration 27Q: 3 clusters Score -577097.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -577099.250000 Penalty: 2813.114502 Iteration 28Q: 3 clusters Score -577099.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -577100.250000 Penalty: 2813.114502 Iteration 29Q: 3 clusters Score -577100.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -577101.312500 Penalty: 2813.114502 Iteration 30Q: 3 clusters Score -577101.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -577102.000000 Penalty: 2813.114502 Iteration 31Q: 3 clusters Score -577102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -577103.312500 Penalty: 2813.114502 Iteration 32Q: 3 clusters Score -577103.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -577103.312500 Penalty: 2813.114502 Iteration 33F: 3 clusters Score -577103.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Entering Unmasked Estep Score: -581001.812500 Penalty: 1405.990356 Iteration 0F: 2 clusters Score -581001.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -576595.562500 Penalty: 2811.980713 Iteration 0F: 3 clusters Score -576595.6 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -577769.437500 Penalty: 2811.980713 Iteration 1F: 3 clusters Score -577769.4 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -577951.312500 Penalty: 2811.980713 Iteration 2F: 3 clusters Score -577951.3 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -578069.250000 Penalty: 2811.980713 Iteration 3Q: 3 clusters Score -578069.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -578147.812500 Penalty: 2811.980713 Iteration 4Q: 3 clusters Score -578147.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -578220.312500 Penalty: 2811.980713 Iteration 5Q: 3 clusters Score -578220.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -578275.125000 Penalty: 2811.980713 Iteration 6Q: 3 clusters Score -578275.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -578320.937500 Penalty: 2811.980713 Iteration 7Q: 3 clusters Score -578320.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -578360.000000 Penalty: 2811.980713 Iteration 8Q: 3 clusters Score -578360 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -578405.875000 Penalty: 2811.980713 Iteration 9Q: 3 clusters Score -578405.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -578454.187500 Penalty: 2811.980713 Iteration 10Q: 3 clusters Score -578454.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -578495.312500 Penalty: 2811.980713 Iteration 11Q: 3 clusters Score -578495.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -578532.437500 Penalty: 2811.980713 Iteration 12Q: 3 clusters Score -578532.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -578570.437500 Penalty: 2811.980713 Iteration 13Q: 3 clusters Score -578570.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -578612.625000 Penalty: 2811.980713 Iteration 14Q: 3 clusters Score -578612.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -578647.562500 Penalty: 2811.980713 Iteration 15Q: 3 clusters Score -578647.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -578685.687500 Penalty: 2811.980713 Iteration 16Q: 3 clusters Score -578685.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -578738.687500 Penalty: 2811.980713 Iteration 17Q: 3 clusters Score -578738.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -578808.187500 Penalty: 2811.980713 Iteration 18Q: 3 clusters Score -578808.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -578894.000000 Penalty: 2811.980713 Iteration 19Q: 3 clusters Score -578894 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -578978.125000 Penalty: 2811.980713 Iteration 20F: 3 clusters Score -578978.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -579045.750000 Penalty: 2811.980713 Iteration 21Q: 3 clusters Score -579045.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -579094.812500 Penalty: 2811.980713 Iteration 22Q: 3 clusters Score -579094.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -579142.062500 Penalty: 2811.980713 Iteration 23Q: 3 clusters Score -579142.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -579177.562500 Penalty: 2811.980713 Iteration 24Q: 3 clusters Score -579177.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -579205.500000 Penalty: 2811.980713 Iteration 25Q: 3 clusters Score -579205.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -579231.187500 Penalty: 2811.980713 Iteration 26Q: 3 clusters Score -579231.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -579252.687500 Penalty: 2811.980713 Iteration 27Q: 3 clusters Score -579252.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -579271.187500 Penalty: 2811.980713 Iteration 28Q: 3 clusters Score -579271.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -579287.125000 Penalty: 2811.980713 Iteration 29Q: 3 clusters Score -579287.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -579305.750000 Penalty: 2811.980713 Iteration 30Q: 3 clusters Score -579305.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -579323.437500 Penalty: 2811.980713 Iteration 31Q: 3 clusters Score -579323.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -579338.250000 Penalty: 2811.980713 Iteration 32Q: 3 clusters Score -579338.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -579347.437500 Penalty: 2811.980713 Iteration 33Q: 3 clusters Score -579347.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -579359.437500 Penalty: 2811.980713 Iteration 34Q: 3 clusters Score -579359.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -579373.125000 Penalty: 2811.980713 Iteration 35Q: 3 clusters Score -579373.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -579389.687500 Penalty: 2811.980713 Iteration 36Q: 3 clusters Score -579389.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -579405.625000 Penalty: 2811.980713 Iteration 37Q: 3 clusters Score -579405.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -579420.812500 Penalty: 2811.980713 Iteration 38Q: 3 clusters Score -579420.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -579434.125000 Penalty: 2811.980713 Iteration 39Q: 3 clusters Score -579434.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -579455.625000 Penalty: 2811.980713 Iteration 40F: 3 clusters Score -579455.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -579467.687500 Penalty: 2811.980713 Iteration 41Q: 3 clusters Score -579467.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -579476.125000 Penalty: 2811.980713 Iteration 42Q: 3 clusters Score -579476.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -579486.062500 Penalty: 2811.980713 Iteration 43Q: 3 clusters Score -579486.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -579494.437500 Penalty: 2811.980713 Iteration 44Q: 3 clusters Score -579494.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -579501.125000 Penalty: 2811.980713 Iteration 45Q: 3 clusters Score -579501.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -579510.312500 Penalty: 2811.980713 Iteration 46Q: 3 clusters Score -579510.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -579521.750000 Penalty: 2811.980713 Iteration 47Q: 3 clusters Score -579521.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -579534.375000 Penalty: 2811.980713 Iteration 48Q: 3 clusters Score -579534.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -579549.312500 Penalty: 2811.980713 Iteration 49Q: 3 clusters Score -579549.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -579568.375000 Penalty: 2811.980713 Iteration 50Q: 3 clusters Score -579568.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -579580.437500 Penalty: 2811.980713 Iteration 51Q: 3 clusters Score -579580.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -579594.250000 Penalty: 2811.980713 Iteration 52Q: 3 clusters Score -579594.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -579604.937500 Penalty: 2811.980713 Iteration 53Q: 3 clusters Score -579604.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -579612.562500 Penalty: 2811.980713 Iteration 54Q: 3 clusters Score -579612.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -579618.250000 Penalty: 2811.980713 Iteration 55Q: 3 clusters Score -579618.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -579623.937500 Penalty: 2811.980713 Iteration 56Q: 3 clusters Score -579623.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -579627.187500 Penalty: 2811.980713 Iteration 57Q: 3 clusters Score -579627.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -579629.562500 Penalty: 2811.980713 Iteration 58Q: 3 clusters Score -579629.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -579632.875000 Penalty: 2811.980713 Iteration 59Q: 3 clusters Score -579632.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -579637.937500 Penalty: 2811.980713 Iteration 60F: 3 clusters Score -579637.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -579642.625000 Penalty: 2811.980713 Iteration 61Q: 3 clusters Score -579642.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -579647.250000 Penalty: 2811.980713 Iteration 62Q: 3 clusters Score -579647.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -579651.687500 Penalty: 2811.980713 Iteration 63Q: 3 clusters Score -579651.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -579656.500000 Penalty: 2811.980713 Iteration 64Q: 3 clusters Score -579656.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -579657.625000 Penalty: 2811.980713 Iteration 65Q: 3 clusters Score -579657.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -579660.500000 Penalty: 2811.980713 Iteration 66Q: 3 clusters Score -579660.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -579660.562500 Penalty: 2811.980713 Iteration 67Q: 3 clusters Score -579660.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -579660.562500 Penalty: 2811.980713 Iteration 68F: 3 clusters Score -579660.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Entering Unmasked Estep Score: -219512.687500 Penalty: 1252.762573 Iteration 0F: 2 clusters Score -219512.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -217246.578125 Penalty: 2505.525146 Iteration 0F: 3 clusters Score -217246.6 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -217717.203125 Penalty: 2505.525146 Iteration 1F: 3 clusters Score -217717.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -217832.796875 Penalty: 2505.525146 Iteration 2F: 3 clusters Score -217832.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -217916.843750 Penalty: 2505.525146 Iteration 3F: 3 clusters Score -217916.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -217953.796875 Penalty: 2505.525146 Iteration 4Q: 3 clusters Score -217953.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -217983.921875 Penalty: 2505.525146 Iteration 5Q: 3 clusters Score -217983.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -218006.078125 Penalty: 2505.525146 Iteration 6Q: 3 clusters Score -218006.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -218032.781250 Penalty: 2505.525146 Iteration 7Q: 3 clusters Score -218032.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -218047.390625 Penalty: 2505.525146 Iteration 8Q: 3 clusters Score -218047.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -218059.968750 Penalty: 2505.525146 Iteration 9Q: 3 clusters Score -218060 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -218072.609375 Penalty: 2505.525146 Iteration 10Q: 3 clusters Score -218072.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -218080.031250 Penalty: 2505.525146 Iteration 11Q: 3 clusters Score -218080 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -218086.375000 Penalty: 2505.525146 Iteration 12Q: 3 clusters Score -218086.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -218092.953125 Penalty: 2505.525146 Iteration 13Q: 3 clusters Score -218093 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -218097.671875 Penalty: 2505.525146 Iteration 14Q: 3 clusters Score -218097.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -218102.515625 Penalty: 2505.525146 Iteration 15Q: 3 clusters Score -218102.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -218104.421875 Penalty: 2505.525146 Iteration 16Q: 3 clusters Score -218104.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -218106.203125 Penalty: 2505.525146 Iteration 17Q: 3 clusters Score -218106.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -218109.171875 Penalty: 2505.525146 Iteration 18Q: 3 clusters Score -218109.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -218112.843750 Penalty: 2505.525146 Iteration 19Q: 3 clusters Score -218112.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -218118.703125 Penalty: 2505.525146 Iteration 20F: 3 clusters Score -218118.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -218122.265625 Penalty: 2505.525146 Iteration 21Q: 3 clusters Score -218122.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -218124.937500 Penalty: 2505.525146 Iteration 22Q: 3 clusters Score -218124.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -218125.796875 Penalty: 2505.525146 Iteration 23Q: 3 clusters Score -218125.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -218126.531250 Penalty: 2505.525146 Iteration 24Q: 3 clusters Score -218126.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -218127.171875 Penalty: 2505.525146 Iteration 25Q: 3 clusters Score -218127.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -218127.484375 Penalty: 2505.525146 Iteration 26Q: 3 clusters Score -218127.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -218127.500000 Penalty: 2505.525146 Iteration 27Q: 3 clusters Score -218127.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -218127.828125 Penalty: 2505.525146 Iteration 28Q: 3 clusters Score -218127.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -218127.828125 Penalty: 2505.525146 Iteration 29F: 3 clusters Score -218127.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Entering Unmasked Estep Score: -56697.363281 Penalty: 1045.613770 Iteration 0F: 2 clusters Score -56697.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -55636.699219 Penalty: 2091.227539 Iteration 0F: 3 clusters Score -55636.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -56038.726562 Penalty: 2091.227539 Iteration 1F: 3 clusters Score -56038.73 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -56270.718750 Penalty: 2091.227539 Iteration 2F: 3 clusters Score -56270.72 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -56439.324219 Penalty: 2091.227539 Iteration 3F: 3 clusters Score -56439.32 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -56512.929688 Penalty: 2091.227539 Iteration 4Q: 3 clusters Score -56512.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -56544.234375 Penalty: 2091.227539 Iteration 5Q: 3 clusters Score -56544.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -56572.367188 Penalty: 2091.227539 Iteration 6Q: 3 clusters Score -56572.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -56587.824219 Penalty: 2091.227539 Iteration 7Q: 3 clusters Score -56587.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -56607.152344 Penalty: 2091.227539 Iteration 8Q: 3 clusters Score -56607.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -56636.835938 Penalty: 2091.227539 Iteration 9Q: 3 clusters Score -56636.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -56641.402344 Penalty: 2091.227539 Iteration 10Q: 3 clusters Score -56641.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -56644.667969 Penalty: 2091.227539 Iteration 11Q: 3 clusters Score -56644.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -56644.667969 Penalty: 2091.227539 Iteration 12F: 3 clusters Score -56644.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (13597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13597 members Entering Unmasked Estep Score: -1392921.375000 Penalty: 1546.610840 Iteration 0F: 2 clusters Score -1392921 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -1383437.750000 Penalty: 3093.221680 Iteration 0F: 3 clusters Score -1383438 nChanged 6035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -1386737.375000 Penalty: 3093.221680 Iteration 1F: 3 clusters Score -1386737 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -1387093.250000 Penalty: 3093.221680 Iteration 2F: 3 clusters Score -1387093 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -1387385.250000 Penalty: 3093.221680 Iteration 3F: 3 clusters Score -1387385 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -1387650.125000 Penalty: 3093.221680 Iteration 4Q: 3 clusters Score -1387650 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -1387935.125000 Penalty: 3093.221680 Iteration 5Q: 3 clusters Score -1387935 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -1388218.125000 Penalty: 3093.221680 Iteration 6Q: 3 clusters Score -1388218 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1388501.000000 Penalty: 3093.221680 Iteration 7Q: 3 clusters Score -1388501 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8722 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -1388798.000000 Penalty: 3093.221680 Iteration 8Q: 3 clusters Score -1388798 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9177 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1389127.500000 Penalty: 3093.221680 Iteration 9Q: 3 clusters Score -1389128 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -1389479.625000 Penalty: 3093.221680 Iteration 10Q: 3 clusters Score -1389480 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10269 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1389849.625000 Penalty: 3093.221680 Iteration 11Q: 3 clusters Score -1389850 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10790 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1390198.125000 Penalty: 3093.221680 Iteration 12Q: 3 clusters Score -1390198 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11270 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -1390523.750000 Penalty: 3093.221680 Iteration 13Q: 3 clusters Score -1390524 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11706 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -1390829.625000 Penalty: 3093.221680 Iteration 14Q: 3 clusters Score -1390830 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1391044.750000 Penalty: 3093.221680 Iteration 15Q: 3 clusters Score -1391045 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12276 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -1391201.625000 Penalty: 3093.221680 Iteration 16Q: 3 clusters Score -1391202 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12435 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -1391308.500000 Penalty: 3093.221680 Iteration 17Q: 3 clusters Score -1391308 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12559 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1391388.625000 Penalty: 3093.221680 Iteration 18Q: 3 clusters Score -1391389 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12651 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1391442.375000 Penalty: 3093.221680 Iteration 19Q: 3 clusters Score -1391442 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12716 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -1391473.750000 Penalty: 3093.221680 Iteration 20F: 3 clusters Score -1391474 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12755 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1391496.125000 Penalty: 3093.221680 Iteration 21Q: 3 clusters Score -1391496 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12790 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1391514.125000 Penalty: 3093.221680 Iteration 22Q: 3 clusters Score -1391514 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12830 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1391536.875000 Penalty: 3093.221680 Iteration 23Q: 3 clusters Score -1391537 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12860 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1391553.875000 Penalty: 3093.221680 Iteration 24Q: 3 clusters Score -1391554 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12882 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1391562.250000 Penalty: 3093.221680 Iteration 25Q: 3 clusters Score -1391562 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -1391575.750000 Penalty: 3093.221680 Iteration 26Q: 3 clusters Score -1391576 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12913 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -1391583.000000 Penalty: 3093.221680 Iteration 27Q: 3 clusters Score -1391583 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12924 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -1391587.375000 Penalty: 3093.221680 Iteration 28Q: 3 clusters Score -1391587 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12931 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1391591.000000 Penalty: 3093.221680 Iteration 29Q: 3 clusters Score -1391591 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12943 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -1391598.250000 Penalty: 3093.221680 Iteration 30Q: 3 clusters Score -1391598 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12954 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -1391601.625000 Penalty: 3093.221680 Iteration 31Q: 3 clusters Score -1391602 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12963 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -1391609.250000 Penalty: 3093.221680 Iteration 32Q: 3 clusters Score -1391609 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12967 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -1391612.625000 Penalty: 3093.221680 Iteration 33Q: 3 clusters Score -1391613 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12973 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1391614.875000 Penalty: 3093.221680 Iteration 34Q: 3 clusters Score -1391615 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12978 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -1391614.875000 Penalty: 3093.221680 Iteration 35Q: 3 clusters Score -1391615 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12985 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -1391617.500000 Penalty: 3093.221680 Iteration 36Q: 3 clusters Score -1391618 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12991 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1391620.000000 Penalty: 3093.221680 Iteration 37Q: 3 clusters Score -1391620 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1391622.625000 Penalty: 3093.221680 Iteration 38Q: 3 clusters Score -1391623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -1391624.375000 Penalty: 3093.221680 Iteration 39Q: 3 clusters Score -1391624 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -1391624.375000 Penalty: 3093.221680 Iteration 40F: 3 clusters Score -1391624 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Entering Unmasked Estep Score: -352575.656250 Penalty: 1331.382568 Iteration 0F: 2 clusters Score -352575.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -349490.843750 Penalty: 2662.765137 Iteration 0F: 3 clusters Score -349490.8 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -350369.937500 Penalty: 2662.765137 Iteration 1F: 3 clusters Score -350369.9 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -350619.062500 Penalty: 2662.765137 Iteration 2F: 3 clusters Score -350619.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -350849.187500 Penalty: 2662.765137 Iteration 3F: 3 clusters Score -350849.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -351036.812500 Penalty: 2662.765137 Iteration 4F: 3 clusters Score -351036.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -351190.937500 Penalty: 2662.765137 Iteration 5F: 3 clusters Score -351190.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -351315.937500 Penalty: 2662.765137 Iteration 6Q: 3 clusters Score -351315.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -351405.375000 Penalty: 2662.765137 Iteration 7Q: 3 clusters Score -351405.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -351470.531250 Penalty: 2662.765137 Iteration 8Q: 3 clusters Score -351470.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -351515.812500 Penalty: 2662.765137 Iteration 9Q: 3 clusters Score -351515.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -351550.406250 Penalty: 2662.765137 Iteration 10Q: 3 clusters Score -351550.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -351574.937500 Penalty: 2662.765137 Iteration 11Q: 3 clusters Score -351574.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -351587.906250 Penalty: 2662.765137 Iteration 12Q: 3 clusters Score -351587.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -351602.468750 Penalty: 2662.765137 Iteration 13Q: 3 clusters Score -351602.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -351614.187500 Penalty: 2662.765137 Iteration 14Q: 3 clusters Score -351614.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -351626.687500 Penalty: 2662.765137 Iteration 15Q: 3 clusters Score -351626.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -351636.250000 Penalty: 2662.765137 Iteration 16Q: 3 clusters Score -351636.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -351644.656250 Penalty: 2662.765137 Iteration 17Q: 3 clusters Score -351644.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -351651.281250 Penalty: 2662.765137 Iteration 18Q: 3 clusters Score -351651.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -351656.656250 Penalty: 2662.765137 Iteration 19Q: 3 clusters Score -351656.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -351659.843750 Penalty: 2662.765137 Iteration 20F: 3 clusters Score -351659.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -351662.000000 Penalty: 2662.765137 Iteration 21Q: 3 clusters Score -351662 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -351665.187500 Penalty: 2662.765137 Iteration 22Q: 3 clusters Score -351665.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -351666.312500 Penalty: 2662.765137 Iteration 23Q: 3 clusters Score -351666.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -351668.093750 Penalty: 2662.765137 Iteration 24Q: 3 clusters Score -351668.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -351669.562500 Penalty: 2662.765137 Iteration 25Q: 3 clusters Score -351669.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -351669.781250 Penalty: 2662.765137 Iteration 26Q: 3 clusters Score -351669.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -351669.781250 Penalty: 2662.765137 Iteration 27F: 3 clusters Score -351669.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Entering Unmasked Estep Score: -9780.360352 Penalty: 763.828064 Iteration 0F: 2 clusters Score -9780.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -9200.336914 Penalty: 1527.656128 Iteration 0F: 3 clusters Score -9200.337 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -9229.986328 Penalty: 1527.656128 Iteration 1F: 3 clusters Score -9229.986 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Entering Unmasked Estep Score: -464012.406250 Penalty: 1371.058594 Iteration 0F: 2 clusters Score -464012.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -460279.531250 Penalty: 2742.117188 Iteration 0F: 3 clusters Score -460279.5 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -461258.687500 Penalty: 2742.117188 Iteration 1F: 3 clusters Score -461258.7 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -461506.937500 Penalty: 2742.117188 Iteration 2F: 3 clusters Score -461506.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -461693.281250 Penalty: 2742.117188 Iteration 3F: 3 clusters Score -461693.3 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -461856.125000 Penalty: 2742.117188 Iteration 4F: 3 clusters Score -461856.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -462005.250000 Penalty: 2742.117188 Iteration 5Q: 3 clusters Score -462005.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -462140.656250 Penalty: 2742.117188 Iteration 6Q: 3 clusters Score -462140.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -462273.875000 Penalty: 2742.117188 Iteration 7Q: 3 clusters Score -462273.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -462396.875000 Penalty: 2742.117188 Iteration 8Q: 3 clusters Score -462396.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -462511.125000 Penalty: 2742.117188 Iteration 9Q: 3 clusters Score -462511.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -462609.218750 Penalty: 2742.117188 Iteration 10Q: 3 clusters Score -462609.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -462676.156250 Penalty: 2742.117188 Iteration 11Q: 3 clusters Score -462676.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -462727.687500 Penalty: 2742.117188 Iteration 12Q: 3 clusters Score -462727.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -462769.125000 Penalty: 2742.117188 Iteration 13Q: 3 clusters Score -462769.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -462807.718750 Penalty: 2742.117188 Iteration 14Q: 3 clusters Score -462807.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -462838.312500 Penalty: 2742.117188 Iteration 15Q: 3 clusters Score -462838.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -462862.625000 Penalty: 2742.117188 Iteration 16Q: 3 clusters Score -462862.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -462877.968750 Penalty: 2742.117188 Iteration 17Q: 3 clusters Score -462878 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -462886.093750 Penalty: 2742.117188 Iteration 18Q: 3 clusters Score -462886.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -462897.093750 Penalty: 2742.117188 Iteration 19Q: 3 clusters Score -462897.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -462905.593750 Penalty: 2742.117188 Iteration 20F: 3 clusters Score -462905.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -462909.843750 Penalty: 2742.117188 Iteration 21Q: 3 clusters Score -462909.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -462913.343750 Penalty: 2742.117188 Iteration 22Q: 3 clusters Score -462913.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -462917.656250 Penalty: 2742.117188 Iteration 23Q: 3 clusters Score -462917.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -462921.468750 Penalty: 2742.117188 Iteration 24Q: 3 clusters Score -462921.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -462925.062500 Penalty: 2742.117188 Iteration 25Q: 3 clusters Score -462925.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -462931.062500 Penalty: 2742.117188 Iteration 26Q: 3 clusters Score -462931.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -462936.062500 Penalty: 2742.117188 Iteration 27Q: 3 clusters Score -462936.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -462942.312500 Penalty: 2742.117188 Iteration 28Q: 3 clusters Score -462942.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -462947.031250 Penalty: 2742.117188 Iteration 29Q: 3 clusters Score -462947 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -462949.343750 Penalty: 2742.117188 Iteration 30Q: 3 clusters Score -462949.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -462949.375000 Penalty: 2742.117188 Iteration 31Q: 3 clusters Score -462949.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -462951.593750 Penalty: 2742.117188 Iteration 32Q: 3 clusters Score -462951.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -462951.593750 Penalty: 2742.117188 Iteration 33F: 3 clusters Score -462951.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (16633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16633 members Entering Unmasked Estep Score: -1601137.625000 Penalty: 1579.360840 Iteration 0F: 2 clusters Score -1601138 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -1589680.625000 Penalty: 3158.721680 Iteration 0F: 3 clusters Score -1589681 nChanged 7403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 8843 members Entering Unmasked Estep Score: -1593714.625000 Penalty: 3158.721680 Iteration 1F: 3 clusters Score -1593715 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -1594046.625000 Penalty: 3158.721680 Iteration 2F: 3 clusters Score -1594047 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 9479 members Entering Unmasked Estep Score: -1594359.125000 Penalty: 3158.721680 Iteration 3Q: 3 clusters Score -1594359 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -1594692.500000 Penalty: 3158.721680 Iteration 4Q: 3 clusters Score -1594692 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 10627 members Entering Unmasked Estep Score: -1595127.625000 Penalty: 3158.721680 Iteration 5Q: 3 clusters Score -1595128 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -1595697.250000 Penalty: 3158.721680 Iteration 6F: 3 clusters Score -1595697 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 12396 members Entering Unmasked Estep Score: -1596389.500000 Penalty: 3158.721680 Iteration 7F: 3 clusters Score -1596390 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 13373 members Entering Unmasked Estep Score: -1597188.875000 Penalty: 3158.721680 Iteration 8F: 3 clusters Score -1597189 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 14303 members Entering Unmasked Estep Score: -1598017.250000 Penalty: 3158.721680 Iteration 9F: 3 clusters Score -1598017 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 15047 members Entering Unmasked Estep Score: -1598681.625000 Penalty: 3158.721680 Iteration 10Q: 3 clusters Score -1598682 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 15562 members Entering Unmasked Estep Score: -1599143.500000 Penalty: 3158.721680 Iteration 11Q: 3 clusters Score -1599144 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 15857 members Entering Unmasked Estep Score: -1599382.000000 Penalty: 3158.721680 Iteration 12Q: 3 clusters Score -1599382 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 16037 members Entering Unmasked Estep Score: -1599530.125000 Penalty: 3158.721680 Iteration 13Q: 3 clusters Score -1599530 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 16151 members Entering Unmasked Estep Score: -1599635.500000 Penalty: 3158.721680 Iteration 14Q: 3 clusters Score -1599636 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 16206 members Entering Unmasked Estep Score: -1599690.500000 Penalty: 3158.721680 Iteration 15Q: 3 clusters Score -1599690 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 16238 members Entering Unmasked Estep Score: -1599730.250000 Penalty: 3158.721680 Iteration 16Q: 3 clusters Score -1599730 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 16259 members Entering Unmasked Estep Score: -1599753.500000 Penalty: 3158.721680 Iteration 17Q: 3 clusters Score -1599754 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 16271 members Entering Unmasked Estep Score: -1599767.875000 Penalty: 3158.721680 Iteration 18Q: 3 clusters Score -1599768 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 16284 members Entering Unmasked Estep Score: -1599779.750000 Penalty: 3158.721680 Iteration 19Q: 3 clusters Score -1599780 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 16292 members Entering Unmasked Estep Score: -1599792.625000 Penalty: 3158.721680 Iteration 20F: 3 clusters Score -1599793 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 16301 members Entering Unmasked Estep Score: -1599804.750000 Penalty: 3158.721680 Iteration 21Q: 3 clusters Score -1599805 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 16306 members Entering Unmasked Estep Score: -1599810.250000 Penalty: 3158.721680 Iteration 22Q: 3 clusters Score -1599810 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 16312 members Entering Unmasked Estep Score: -1599814.875000 Penalty: 3158.721680 Iteration 23Q: 3 clusters Score -1599815 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 16313 members Entering Unmasked Estep Score: -1599815.250000 Penalty: 3158.721680 Iteration 24Q: 3 clusters Score -1599815 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -1599816.250000 Penalty: 3158.721680 Iteration 25Q: 3 clusters Score -1599816 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -1599816.000000 Penalty: 3158.721680 Iteration 26Q: 3 clusters Score -1599816 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 16313 members Entering Unmasked Estep Score: -1599816.375000 Penalty: 3158.721680 Iteration 27Q: 3 clusters Score -1599816 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 16313 members Entering Unmasked Estep Score: -1599816.375000 Penalty: 3158.721680 Iteration 28F: 3 clusters Score -1599816 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Entering Unmasked Estep Score: -107594.539062 Penalty: 1141.071167 Iteration 0F: 2 clusters Score -107594.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -106068.734375 Penalty: 2282.142334 Iteration 0F: 3 clusters Score -106068.7 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -106357.007812 Penalty: 2282.142334 Iteration 1F: 3 clusters Score -106357 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -106462.617188 Penalty: 2282.142334 Iteration 2F: 3 clusters Score -106462.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -106535.593750 Penalty: 2282.142334 Iteration 3F: 3 clusters Score -106535.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -106590.921875 Penalty: 2282.142334 Iteration 4Q: 3 clusters Score -106590.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -106632.406250 Penalty: 2282.142334 Iteration 5Q: 3 clusters Score -106632.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -106669.234375 Penalty: 2282.142334 Iteration 6Q: 3 clusters Score -106669.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -106704.796875 Penalty: 2282.142334 Iteration 7Q: 3 clusters Score -106704.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -106744.828125 Penalty: 2282.142334 Iteration 8Q: 3 clusters Score -106744.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -106788.320312 Penalty: 2282.142334 Iteration 9Q: 3 clusters Score -106788.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -106822.320312 Penalty: 2282.142334 Iteration 10Q: 3 clusters Score -106822.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -106858.593750 Penalty: 2282.142334 Iteration 11Q: 3 clusters Score -106858.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -106873.125000 Penalty: 2282.142334 Iteration 12Q: 3 clusters Score -106873.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -106883.882812 Penalty: 2282.142334 Iteration 13Q: 3 clusters Score -106883.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -106888.218750 Penalty: 2282.142334 Iteration 14Q: 3 clusters Score -106888.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -106890.226562 Penalty: 2282.142334 Iteration 15Q: 3 clusters Score -106890.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -106893.851562 Penalty: 2282.142334 Iteration 16Q: 3 clusters Score -106893.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -106896.507812 Penalty: 2282.142334 Iteration 17Q: 3 clusters Score -106896.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -106897.281250 Penalty: 2282.142334 Iteration 18Q: 3 clusters Score -106897.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -106897.882812 Penalty: 2282.142334 Iteration 19Q: 3 clusters Score -106897.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -106897.882812 Penalty: 2282.142334 Iteration 20F: 3 clusters Score -106897.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Entering Unmasked Estep Score: -80801.734375 Penalty: 1095.909546 Iteration 0F: 2 clusters Score -80801.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -79546.757812 Penalty: 2191.819092 Iteration 0F: 3 clusters Score -79546.76 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -79825.765625 Penalty: 2191.819092 Iteration 1F: 3 clusters Score -79825.77 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -79903.476562 Penalty: 2191.819092 Iteration 2F: 3 clusters Score -79903.48 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -79945.960938 Penalty: 2191.819092 Iteration 3Q: 3 clusters Score -79945.96 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -79972.093750 Penalty: 2191.819092 Iteration 4Q: 3 clusters Score -79972.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -79999.906250 Penalty: 2191.819092 Iteration 5Q: 3 clusters Score -79999.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -80031.734375 Penalty: 2191.819092 Iteration 6Q: 3 clusters Score -80031.73 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -80073.804688 Penalty: 2191.819092 Iteration 7Q: 3 clusters Score -80073.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -80095.773438 Penalty: 2191.819092 Iteration 8Q: 3 clusters Score -80095.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -80109.078125 Penalty: 2191.819092 Iteration 9Q: 3 clusters Score -80109.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -80129.382812 Penalty: 2191.819092 Iteration 10Q: 3 clusters Score -80129.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -80173.921875 Penalty: 2191.819092 Iteration 11Q: 3 clusters Score -80173.92 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -80235.625000 Penalty: 2191.819092 Iteration 12Q: 3 clusters Score -80235.62 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -80303.710938 Penalty: 2191.819092 Iteration 13Q: 3 clusters Score -80303.71 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -80382.226562 Penalty: 2191.819092 Iteration 14Q: 3 clusters Score -80382.23 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -80545.570312 Penalty: 2191.819092 Iteration 15F: 3 clusters Score -80545.57 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -80719.718750 Penalty: 2191.819092 Iteration 16Q: 3 clusters Score -80719.72 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -80800.320312 Penalty: 2191.819092 Iteration 17Q: 3 clusters Score -80800.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -80817.812500 Penalty: 2191.819092 Iteration 18Q: 3 clusters Score -80817.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -80822.609375 Penalty: 2191.819092 Iteration 19Q: 3 clusters Score -80822.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -80822.609375 Penalty: 2191.819092 Iteration 20F: 3 clusters Score -80822.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 33792 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 65078 members Mstep: Class 4 contains 5426 members Mstep: Class 5 contains 11599 members Mstep: Class 6 contains 4678 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 3423 members Mstep: Class 9 contains 2455 members Mstep: Class 10 contains 19073 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 1160 members Mstep: Class 14 contains 2114 members Mstep: Class 15 contains 3368 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 2229 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 3616 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 16633 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 506 members Mstep: Class 28 contains 5662 members Mstep: Class 29 contains 3592 members Mstep: Class 30 contains 3773 members Mstep: Class 31 contains 370 members Mstep: Class 32 contains 343 members Entering Unmasked Estep Score: -22264804.000000 Penalty: 64227.179688 Splitting cluster 27 changes total score from -22265710.000000 to -22264804.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (5662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Entering Unmasked Estep Score: -572172.187500 Penalty: 1404.249146 Iteration 0F: 2 clusters Score -572172.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -567794.437500 Penalty: 2808.498291 Iteration 0F: 3 clusters Score -567794.4 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -569013.000000 Penalty: 2808.498291 Iteration 1F: 3 clusters Score -569013 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -569198.687500 Penalty: 2808.498291 Iteration 2F: 3 clusters Score -569198.7 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -569343.125000 Penalty: 2808.498291 Iteration 3F: 3 clusters Score -569343.1 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -569466.937500 Penalty: 2808.498291 Iteration 4Q: 3 clusters Score -569466.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -569584.625000 Penalty: 2808.498291 Iteration 5Q: 3 clusters Score -569584.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -569695.500000 Penalty: 2808.498291 Iteration 6Q: 3 clusters Score -569695.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -569803.000000 Penalty: 2808.498291 Iteration 7Q: 3 clusters Score -569803 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -569886.687500 Penalty: 2808.498291 Iteration 8Q: 3 clusters Score -569886.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -569952.875000 Penalty: 2808.498291 Iteration 9Q: 3 clusters Score -569952.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -570012.437500 Penalty: 2808.498291 Iteration 10Q: 3 clusters Score -570012.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -570080.375000 Penalty: 2808.498291 Iteration 11Q: 3 clusters Score -570080.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -570142.375000 Penalty: 2808.498291 Iteration 12Q: 3 clusters Score -570142.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -570199.125000 Penalty: 2808.498291 Iteration 13Q: 3 clusters Score -570199.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -570240.750000 Penalty: 2808.498291 Iteration 14Q: 3 clusters Score -570240.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -570283.375000 Penalty: 2808.498291 Iteration 15Q: 3 clusters Score -570283.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -570322.812500 Penalty: 2808.498291 Iteration 16Q: 3 clusters Score -570322.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -570358.187500 Penalty: 2808.498291 Iteration 17Q: 3 clusters Score -570358.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -570385.625000 Penalty: 2808.498291 Iteration 18Q: 3 clusters Score -570385.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -570413.000000 Penalty: 2808.498291 Iteration 19Q: 3 clusters Score -570413 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -570424.875000 Penalty: 2808.498291 Iteration 20F: 3 clusters Score -570424.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -570432.000000 Penalty: 2808.498291 Iteration 21Q: 3 clusters Score -570432 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -570438.812500 Penalty: 2808.498291 Iteration 22Q: 3 clusters Score -570438.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -570444.687500 Penalty: 2808.498291 Iteration 23Q: 3 clusters Score -570444.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -570450.750000 Penalty: 2808.498291 Iteration 24Q: 3 clusters Score -570450.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -570456.375000 Penalty: 2808.498291 Iteration 25Q: 3 clusters Score -570456.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -570461.312500 Penalty: 2808.498291 Iteration 26Q: 3 clusters Score -570461.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -570466.562500 Penalty: 2808.498291 Iteration 27Q: 3 clusters Score -570466.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -570470.625000 Penalty: 2808.498291 Iteration 28Q: 3 clusters Score -570470.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -570474.750000 Penalty: 2808.498291 Iteration 29Q: 3 clusters Score -570474.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -570479.562500 Penalty: 2808.498291 Iteration 30Q: 3 clusters Score -570479.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -570485.625000 Penalty: 2808.498291 Iteration 31Q: 3 clusters Score -570485.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -570491.687500 Penalty: 2808.498291 Iteration 32Q: 3 clusters Score -570491.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -570497.875000 Penalty: 2808.498291 Iteration 33Q: 3 clusters Score -570497.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -570506.750000 Penalty: 2808.498291 Iteration 34Q: 3 clusters Score -570506.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -570514.625000 Penalty: 2808.498291 Iteration 35Q: 3 clusters Score -570514.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -570516.875000 Penalty: 2808.498291 Iteration 36Q: 3 clusters Score -570516.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -570519.875000 Penalty: 2808.498291 Iteration 37Q: 3 clusters Score -570519.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -570523.312500 Penalty: 2808.498291 Iteration 38Q: 3 clusters Score -570523.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -570526.625000 Penalty: 2808.498291 Iteration 39Q: 3 clusters Score -570526.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -570531.937500 Penalty: 2808.498291 Iteration 40F: 3 clusters Score -570531.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -570541.000000 Penalty: 2808.498291 Iteration 41Q: 3 clusters Score -570541 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -570548.750000 Penalty: 2808.498291 Iteration 42Q: 3 clusters Score -570548.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -570558.062500 Penalty: 2808.498291 Iteration 43Q: 3 clusters Score -570558.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -570568.750000 Penalty: 2808.498291 Iteration 44Q: 3 clusters Score -570568.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -570580.000000 Penalty: 2808.498291 Iteration 45Q: 3 clusters Score -570580 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -570585.875000 Penalty: 2808.498291 Iteration 46Q: 3 clusters Score -570585.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -570591.562500 Penalty: 2808.498291 Iteration 47Q: 3 clusters Score -570591.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -570595.937500 Penalty: 2808.498291 Iteration 48Q: 3 clusters Score -570595.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -570599.500000 Penalty: 2808.498291 Iteration 49Q: 3 clusters Score -570599.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -570604.062500 Penalty: 2808.498291 Iteration 50Q: 3 clusters Score -570604.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -570607.812500 Penalty: 2808.498291 Iteration 51Q: 3 clusters Score -570607.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -570612.062500 Penalty: 2808.498291 Iteration 52Q: 3 clusters Score -570612.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -570617.500000 Penalty: 2808.498291 Iteration 53Q: 3 clusters Score -570617.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -570622.125000 Penalty: 2808.498291 Iteration 54Q: 3 clusters Score -570622.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -570623.437500 Penalty: 2808.498291 Iteration 55Q: 3 clusters Score -570623.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -570627.625000 Penalty: 2808.498291 Iteration 56Q: 3 clusters Score -570627.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -570630.062500 Penalty: 2808.498291 Iteration 57Q: 3 clusters Score -570630.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -570632.000000 Penalty: 2808.498291 Iteration 58Q: 3 clusters Score -570632 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -570631.875000 Penalty: 2808.498291 Iteration 59Q: 3 clusters Score -570631.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -570632.375000 Penalty: 2808.498291 Iteration 60F: 3 clusters Score -570632.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -570632.750000 Penalty: 2808.498291 Iteration 61Q: 3 clusters Score -570632.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -570634.937500 Penalty: 2808.498291 Iteration 62Q: 3 clusters Score -570634.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -570634.437500 Penalty: 2808.498291 Iteration 63Q: 3 clusters Score -570634.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -570634.750000 Penalty: 2808.498291 Iteration 64Q: 3 clusters Score -570634.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -570634.750000 Penalty: 2808.498291 Iteration 65F: 3 clusters Score -570634.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Entering Unmasked Estep Score: -364931.843750 Penalty: 1330.300415 Iteration 0F: 2 clusters Score -364931.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -361804.312500 Penalty: 2660.600830 Iteration 0F: 3 clusters Score -361804.3 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -362544.000000 Penalty: 2660.600830 Iteration 1F: 3 clusters Score -362544 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -362703.312500 Penalty: 2660.600830 Iteration 2F: 3 clusters Score -362703.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -362804.218750 Penalty: 2660.600830 Iteration 3F: 3 clusters Score -362804.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -362871.312500 Penalty: 2660.600830 Iteration 4Q: 3 clusters Score -362871.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -362916.375000 Penalty: 2660.600830 Iteration 5Q: 3 clusters Score -362916.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -362950.875000 Penalty: 2660.600830 Iteration 6Q: 3 clusters Score -362950.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -362990.000000 Penalty: 2660.600830 Iteration 7Q: 3 clusters Score -362990 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -363036.875000 Penalty: 2660.600830 Iteration 8Q: 3 clusters Score -363036.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -363083.468750 Penalty: 2660.600830 Iteration 9Q: 3 clusters Score -363083.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -363115.750000 Penalty: 2660.600830 Iteration 10Q: 3 clusters Score -363115.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -363143.343750 Penalty: 2660.600830 Iteration 11Q: 3 clusters Score -363143.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -363170.906250 Penalty: 2660.600830 Iteration 12Q: 3 clusters Score -363170.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -363198.500000 Penalty: 2660.600830 Iteration 13Q: 3 clusters Score -363198.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -363225.375000 Penalty: 2660.600830 Iteration 14Q: 3 clusters Score -363225.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -363253.687500 Penalty: 2660.600830 Iteration 15Q: 3 clusters Score -363253.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -363290.125000 Penalty: 2660.600830 Iteration 16Q: 3 clusters Score -363290.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -363324.906250 Penalty: 2660.600830 Iteration 17Q: 3 clusters Score -363324.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -363364.937500 Penalty: 2660.600830 Iteration 18Q: 3 clusters Score -363364.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -363410.375000 Penalty: 2660.600830 Iteration 19Q: 3 clusters Score -363410.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -363452.781250 Penalty: 2660.600830 Iteration 20F: 3 clusters Score -363452.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -363508.062500 Penalty: 2660.600830 Iteration 21Q: 3 clusters Score -363508.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -363555.312500 Penalty: 2660.600830 Iteration 22Q: 3 clusters Score -363555.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -363591.687500 Penalty: 2660.600830 Iteration 23Q: 3 clusters Score -363591.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -363633.843750 Penalty: 2660.600830 Iteration 24Q: 3 clusters Score -363633.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -363673.937500 Penalty: 2660.600830 Iteration 25Q: 3 clusters Score -363673.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -363706.125000 Penalty: 2660.600830 Iteration 26Q: 3 clusters Score -363706.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -363729.843750 Penalty: 2660.600830 Iteration 27Q: 3 clusters Score -363729.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -363741.656250 Penalty: 2660.600830 Iteration 28Q: 3 clusters Score -363741.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -363752.375000 Penalty: 2660.600830 Iteration 29Q: 3 clusters Score -363752.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -363764.218750 Penalty: 2660.600830 Iteration 30Q: 3 clusters Score -363764.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -363774.281250 Penalty: 2660.600830 Iteration 31Q: 3 clusters Score -363774.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -363785.375000 Penalty: 2660.600830 Iteration 32Q: 3 clusters Score -363785.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -363796.625000 Penalty: 2660.600830 Iteration 33Q: 3 clusters Score -363796.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -363806.187500 Penalty: 2660.600830 Iteration 34Q: 3 clusters Score -363806.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -363813.500000 Penalty: 2660.600830 Iteration 35Q: 3 clusters Score -363813.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -363821.750000 Penalty: 2660.600830 Iteration 36Q: 3 clusters Score -363821.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -363826.562500 Penalty: 2660.600830 Iteration 37Q: 3 clusters Score -363826.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -363829.281250 Penalty: 2660.600830 Iteration 38Q: 3 clusters Score -363829.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -363832.406250 Penalty: 2660.600830 Iteration 39Q: 3 clusters Score -363832.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -363833.750000 Penalty: 2660.600830 Iteration 40F: 3 clusters Score -363833.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -363833.937500 Penalty: 2660.600830 Iteration 41Q: 3 clusters Score -363833.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -363833.937500 Penalty: 2660.600830 Iteration 42F: 3 clusters Score -363833.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (3773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Entering Unmasked Estep Score: -361270.125000 Penalty: 1338.289062 Iteration 0F: 2 clusters Score -361270.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -358059.812500 Penalty: 2676.578125 Iteration 0F: 3 clusters Score -358059.8 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -358891.843750 Penalty: 2676.578125 Iteration 1F: 3 clusters Score -358891.8 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -359155.531250 Penalty: 2676.578125 Iteration 2F: 3 clusters Score -359155.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -359361.250000 Penalty: 2676.578125 Iteration 3F: 3 clusters Score -359361.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -359530.656250 Penalty: 2676.578125 Iteration 4F: 3 clusters Score -359530.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -359686.468750 Penalty: 2676.578125 Iteration 5F: 3 clusters Score -359686.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -359803.062500 Penalty: 2676.578125 Iteration 6Q: 3 clusters Score -359803.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -359908.562500 Penalty: 2676.578125 Iteration 7Q: 3 clusters Score -359908.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -360018.687500 Penalty: 2676.578125 Iteration 8Q: 3 clusters Score -360018.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -360133.250000 Penalty: 2676.578125 Iteration 9Q: 3 clusters Score -360133.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -360221.531250 Penalty: 2676.578125 Iteration 10Q: 3 clusters Score -360221.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -360290.375000 Penalty: 2676.578125 Iteration 11Q: 3 clusters Score -360290.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -360337.375000 Penalty: 2676.578125 Iteration 12Q: 3 clusters Score -360337.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -360371.625000 Penalty: 2676.578125 Iteration 13Q: 3 clusters Score -360371.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -360393.406250 Penalty: 2676.578125 Iteration 14Q: 3 clusters Score -360393.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -360414.250000 Penalty: 2676.578125 Iteration 15Q: 3 clusters Score -360414.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -360434.218750 Penalty: 2676.578125 Iteration 16Q: 3 clusters Score -360434.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -360441.468750 Penalty: 2676.578125 Iteration 17Q: 3 clusters Score -360441.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -360445.531250 Penalty: 2676.578125 Iteration 18Q: 3 clusters Score -360445.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -360445.437500 Penalty: 2676.578125 Iteration 19Q: 3 clusters Score -360445.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -360446.250000 Penalty: 2676.578125 Iteration 20F: 3 clusters Score -360446.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Entering Unmasked Estep Score: -35651.796875 Penalty: 960.944275 Iteration 0F: 2 clusters Score -35651.8 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 171 members Entering Unmasked Estep Score: -34672.230469 Penalty: 1921.888550 Iteration 0F: 3 clusters Score -34672.23 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -34792.089844 Penalty: 1921.888550 Iteration 1F: 3 clusters Score -34792.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -34824.617188 Penalty: 1921.888550 Iteration 2Q: 3 clusters Score -34824.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -34834.207031 Penalty: 1921.888550 Iteration 3Q: 3 clusters Score -34834.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -34843.113281 Penalty: 1921.888550 Iteration 4Q: 3 clusters Score -34843.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -34843.113281 Penalty: 1921.888550 Iteration 5F: 3 clusters Score -34843.11 nChanged 0 --- Evaluating fit on full set of 693839 points --- Entering Unmasked Estep Score: -66886532.000000 Penalty: 67754.351562 23->32 Clusters: Score -66886532.000000, best is -66893864.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 231279 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10135 members Mstep: Class 2 contains 10075 members Mstep: Class 3 contains 9921 members Mstep: Class 4 contains 10109 members Mstep: Class 5 contains 10072 members Mstep: Class 6 contains 10063 members Mstep: Class 7 contains 10100 members Mstep: Class 8 contains 9856 members Mstep: Class 9 contains 10044 members Mstep: Class 10 contains 10174 members Mstep: Class 11 contains 10003 members Mstep: Class 12 contains 10223 members Mstep: Class 13 contains 10029 members Mstep: Class 14 contains 10037 members Mstep: Class 15 contains 10224 members Mstep: Class 16 contains 10167 members Mstep: Class 17 contains 10115 members Mstep: Class 18 contains 10022 members Mstep: Class 19 contains 10162 members Mstep: Class 20 contains 10048 members Mstep: Class 21 contains 9882 members Mstep: Class 22 contains 9867 members Mstep: Class 23 contains 9951 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 347.695618 but Gain 2007.101562 Score: -20954740.000000 Penalty: 44156.183594 Iteration 0F: 23 clusters Score -2.095474e+07 nChanged 219734 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 12903 members Mstep: Class 2 contains 8019 members Mstep: Class 3 contains 7192 members Mstep: Class 4 contains 6942 members Mstep: Class 5 contains 7929 members Mstep: Class 6 contains 13090 members Mstep: Class 7 contains 6478 members Mstep: Class 9 contains 10510 members Mstep: Class 10 contains 13644 members Mstep: Class 11 contains 5836 members Mstep: Class 12 contains 21741 members Mstep: Class 13 contains 10920 members Mstep: Class 14 contains 9925 members Mstep: Class 15 contains 11920 members Mstep: Class 16 contains 11577 members Mstep: Class 17 contains 6648 members Mstep: Class 18 contains 4728 members Mstep: Class 19 contains 15168 members Mstep: Class 20 contains 8009 members Mstep: Class 21 contains 9349 members Mstep: Class 22 contains 17853 members Mstep: Class 23 contains 10663 members Entering Unmasked Estep ConsiderDeletion Score: -21612978.000000 Penalty: 44156.183594 Iteration 1F: 23 clusters Score -2.161298e+07 nChanged 88533 Entering Unmasked Mstep Mstep: Class 0 contains 199 members Mstep: Class 1 contains 14810 members Mstep: Class 2 contains 7366 members Mstep: Class 3 contains 5751 members Mstep: Class 4 contains 5846 members Mstep: Class 5 contains 7793 members Mstep: Class 6 contains 11041 members Mstep: Class 7 contains 7305 members Mstep: Class 9 contains 11355 members Mstep: Class 10 contains 11075 members Mstep: Class 11 contains 6139 members Mstep: Class 12 contains 29710 members Mstep: Class 13 contains 9335 members Mstep: Class 14 contains 6045 members Mstep: Class 15 contains 12154 members Mstep: Class 16 contains 12412 members Mstep: Class 17 contains 6991 members Mstep: Class 18 contains 3072 members Mstep: Class 19 contains 16158 members Mstep: Class 20 contains 4915 members Mstep: Class 21 contains 11489 members Mstep: Class 22 contains 18534 members Mstep: Class 23 contains 11784 members Entering Unmasked Estep ConsiderDeletion Score: -21806406.000000 Penalty: 44156.183594 Iteration 2F: 23 clusters Score -2.180641e+07 nChanged 64771 Entering Unmasked Mstep Mstep: Class 0 contains 156 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 8531 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 5226 members Mstep: Class 5 contains 8439 members Mstep: Class 6 contains 9787 members Mstep: Class 7 contains 8497 members Mstep: Class 9 contains 11794 members Mstep: Class 10 contains 8985 members Mstep: Class 11 contains 6528 members Mstep: Class 12 contains 31479 members Mstep: Class 13 contains 8836 members Mstep: Class 14 contains 4448 members Mstep: Class 15 contains 10865 members Mstep: Class 16 contains 10708 members Mstep: Class 17 contains 10083 members Mstep: Class 18 contains 2496 members Mstep: Class 19 contains 17119 members Mstep: Class 20 contains 3862 members Mstep: Class 21 contains 14456 members Mstep: Class 22 contains 20975 members Mstep: Class 23 contains 11111 members Entering Unmasked Estep ConsiderDeletion Score: -21924236.000000 Penalty: 44156.183594 Iteration 3F: 23 clusters Score -2.192424e+07 nChanged 48992 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 11319 members Mstep: Class 2 contains 10375 members Mstep: Class 3 contains 1949 members Mstep: Class 4 contains 5736 members Mstep: Class 5 contains 8938 members Mstep: Class 6 contains 9596 members Mstep: Class 7 contains 9970 members Mstep: Class 9 contains 11995 members Mstep: Class 10 contains 7649 members Mstep: Class 11 contains 7565 members Mstep: Class 12 contains 33435 members Mstep: Class 13 contains 8875 members Mstep: Class 14 contains 4005 members Mstep: Class 15 contains 9481 members Mstep: Class 16 contains 7788 members Mstep: Class 17 contains 9829 members Mstep: Class 18 contains 2224 members Mstep: Class 19 contains 17928 members Mstep: Class 20 contains 3219 members Mstep: Class 21 contains 15677 members Mstep: Class 22 contains 24077 members Mstep: Class 23 contains 9559 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1362.388916 but Gain 2007.097656 Score: -22009472.000000 Penalty: 42149.085938 Iteration 4F: 22 clusters Score -2.200947e+07 nChanged 42463 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 9092 members Mstep: Class 2 contains 13883 members Mstep: Class 4 contains 6440 members Mstep: Class 5 contains 8579 members Mstep: Class 6 contains 10256 members Mstep: Class 7 contains 13240 members Mstep: Class 9 contains 11926 members Mstep: Class 10 contains 7069 members Mstep: Class 11 contains 8969 members Mstep: Class 12 contains 36595 members Mstep: Class 13 contains 8231 members Mstep: Class 14 contains 3598 members Mstep: Class 15 contains 8108 members Mstep: Class 16 contains 4972 members Mstep: Class 17 contains 7432 members Mstep: Class 18 contains 2125 members Mstep: Class 19 contains 18352 members Mstep: Class 20 contains 2142 members Mstep: Class 21 contains 15485 members Mstep: Class 22 contains 27095 members Mstep: Class 23 contains 7624 members Entering Unmasked Estep ConsiderDeletion Score: -22071448.000000 Penalty: 42149.085938 Iteration 5F: 22 clusters Score -2.207145e+07 nChanged 33917 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 16200 members Mstep: Class 4 contains 6778 members Mstep: Class 5 contains 7551 members Mstep: Class 6 contains 10632 members Mstep: Class 7 contains 15498 members Mstep: Class 9 contains 11422 members Mstep: Class 10 contains 6793 members Mstep: Class 11 contains 10409 members Mstep: Class 12 contains 42908 members Mstep: Class 13 contains 6886 members Mstep: Class 14 contains 3089 members Mstep: Class 15 contains 6733 members Mstep: Class 16 contains 2940 members Mstep: Class 17 contains 5799 members Mstep: Class 18 contains 2083 members Mstep: Class 19 contains 17527 members Mstep: Class 20 contains 1392 members Mstep: Class 21 contains 15046 members Mstep: Class 22 contains 28946 members Mstep: Class 23 contains 5654 members Entering Unmasked Estep ConsiderDeletion Score: -22106690.000000 Penalty: 42149.085938 Iteration 6F: 22 clusters Score -2.210669e+07 nChanged 26588 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 17548 members Mstep: Class 4 contains 7078 members Mstep: Class 5 contains 6300 members Mstep: Class 6 contains 10624 members Mstep: Class 7 contains 16684 members Mstep: Class 9 contains 10837 members Mstep: Class 10 contains 6429 members Mstep: Class 11 contains 11125 members Mstep: Class 12 contains 49764 members Mstep: Class 13 contains 5785 members Mstep: Class 14 contains 2490 members Mstep: Class 15 contains 6206 members Mstep: Class 16 contains 1959 members Mstep: Class 17 contains 4981 members Mstep: Class 18 contains 2055 members Mstep: Class 19 contains 16066 members Mstep: Class 20 contains 1132 members Mstep: Class 21 contains 14850 members Mstep: Class 22 contains 30040 members Mstep: Class 23 contains 3967 members Entering Unmasked Estep ConsiderDeletion Score: -22131870.000000 Penalty: 42149.085938 Iteration 7F: 22 clusters Score -2.213187e+07 nChanged 21462 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 18313 members Mstep: Class 4 contains 7409 members Mstep: Class 5 contains 5087 members Mstep: Class 6 contains 10586 members Mstep: Class 7 contains 17249 members Mstep: Class 9 contains 10165 members Mstep: Class 10 contains 5680 members Mstep: Class 11 contains 11505 members Mstep: Class 12 contains 56203 members Mstep: Class 13 contains 5061 members Mstep: Class 14 contains 1935 members Mstep: Class 15 contains 6982 members Mstep: Class 16 contains 1449 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 2033 members Mstep: Class 19 contains 14152 members Mstep: Class 20 contains 1039 members Mstep: Class 21 contains 14693 members Mstep: Class 22 contains 30242 members Mstep: Class 23 contains 2638 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 1850.828369 but Gain 2007.101562 Score: -22152288.000000 Penalty: 40141.984375 Iteration 8F: 21 clusters Score -2.215229e+07 nChanged 19998 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 18732 members Mstep: Class 4 contains 7843 members Mstep: Class 5 contains 4103 members Mstep: Class 6 contains 10366 members Mstep: Class 7 contains 17577 members Mstep: Class 9 contains 9412 members Mstep: Class 10 contains 4789 members Mstep: Class 11 contains 11720 members Mstep: Class 12 contains 62544 members Mstep: Class 13 contains 4641 members Mstep: Class 14 contains 1542 members Mstep: Class 15 contains 8965 members Mstep: Class 16 contains 1191 members Mstep: Class 17 contains 4382 members Mstep: Class 18 contains 2032 members Mstep: Class 19 contains 12146 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 14790 members Mstep: Class 22 contains 29620 members Entering Unmasked Estep ConsiderDeletion Score: -22170464.000000 Penalty: 40141.984375 Iteration 9F: 21 clusters Score -2.217046e+07 nChanged 15855 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 18902 members Mstep: Class 4 contains 8383 members Mstep: Class 5 contains 3193 members Mstep: Class 6 contains 10088 members Mstep: Class 7 contains 17732 members Mstep: Class 9 contains 8415 members Mstep: Class 10 contains 3698 members Mstep: Class 11 contains 11865 members Mstep: Class 12 contains 67817 members Mstep: Class 13 contains 4372 members Mstep: Class 14 contains 1322 members Mstep: Class 15 contains 11189 members Mstep: Class 16 contains 1029 members Mstep: Class 17 contains 4216 members Mstep: Class 18 contains 2020 members Mstep: Class 19 contains 9841 members Mstep: Class 20 contains 1092 members Mstep: Class 21 contains 14512 members Mstep: Class 22 contains 27590 members Entering Unmasked Estep ConsiderDeletion Score: -22182780.000000 Penalty: 40141.984375 Iteration 10F: 21 clusters Score -2.218278e+07 nChanged 13929 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 18892 members Mstep: Class 4 contains 9024 members Mstep: Class 5 contains 2515 members Mstep: Class 6 contains 9783 members Mstep: Class 7 contains 17768 members Mstep: Class 9 contains 7386 members Mstep: Class 10 contains 2842 members Mstep: Class 11 contains 11975 members Mstep: Class 12 contains 72446 members Mstep: Class 13 contains 4207 members Mstep: Class 14 contains 1136 members Mstep: Class 15 contains 13651 members Mstep: Class 16 contains 926 members Mstep: Class 17 contains 4206 members Mstep: Class 18 contains 2007 members Mstep: Class 19 contains 7805 members Mstep: Class 20 contains 1228 members Mstep: Class 21 contains 14187 members Mstep: Class 22 contains 24894 members Entering Unmasked Estep ConsiderDeletion Score: -22192920.000000 Penalty: 40141.984375 Iteration 11F: 21 clusters Score -2.219292e+07 nChanged 11862 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 18830 members Mstep: Class 4 contains 9677 members Mstep: Class 5 contains 2133 members Mstep: Class 6 contains 9525 members Mstep: Class 7 contains 17649 members Mstep: Class 9 contains 6417 members Mstep: Class 10 contains 2296 members Mstep: Class 11 contains 12054 members Mstep: Class 12 contains 76092 members Mstep: Class 13 contains 4125 members Mstep: Class 14 contains 983 members Mstep: Class 15 contains 16418 members Mstep: Class 16 contains 866 members Mstep: Class 17 contains 4256 members Mstep: Class 18 contains 1996 members Mstep: Class 19 contains 6201 members Mstep: Class 20 contains 1337 members Mstep: Class 21 contains 13827 members Mstep: Class 22 contains 21790 members Entering Unmasked Estep ConsiderDeletion Score: -22201762.000000 Penalty: 40141.984375 Iteration 12F: 21 clusters Score -2.220176e+07 nChanged 10258 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 18748 members Mstep: Class 4 contains 10343 members Mstep: Class 5 contains 1878 members Mstep: Class 6 contains 9288 members Mstep: Class 7 contains 17441 members Mstep: Class 9 contains 5475 members Mstep: Class 10 contains 1989 members Mstep: Class 11 contains 12128 members Mstep: Class 12 contains 78809 members Mstep: Class 13 contains 4100 members Mstep: Class 14 contains 850 members Mstep: Class 15 contains 19354 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 4348 members Mstep: Class 18 contains 1993 members Mstep: Class 19 contains 5046 members Mstep: Class 20 contains 1432 members Mstep: Class 21 contains 13500 members Mstep: Class 22 contains 18521 members Entering Unmasked Estep ConsiderDeletion Score: -22209646.000000 Penalty: 40141.984375 Iteration 13Q: 21 clusters Score -2.220965e+07 nChanged 8666 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 18657 members Mstep: Class 4 contains 11001 members Mstep: Class 5 contains 1646 members Mstep: Class 6 contains 9101 members Mstep: Class 7 contains 17133 members Mstep: Class 9 contains 4597 members Mstep: Class 10 contains 1853 members Mstep: Class 11 contains 12189 members Mstep: Class 12 contains 80801 members Mstep: Class 13 contains 4094 members Mstep: Class 14 contains 764 members Mstep: Class 15 contains 22191 members Mstep: Class 16 contains 774 members Mstep: Class 17 contains 4442 members Mstep: Class 18 contains 1991 members Mstep: Class 19 contains 4585 members Mstep: Class 20 contains 1528 members Mstep: Class 21 contains 13115 members Mstep: Class 22 contains 15302 members Entering Unmasked Estep ConsiderDeletion Score: -22216734.000000 Penalty: 40141.984375 Iteration 14Q: 21 clusters Score -2.221673e+07 nChanged 7515 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 18588 members Mstep: Class 4 contains 11661 members Mstep: Class 5 contains 1419 members Mstep: Class 6 contains 8912 members Mstep: Class 7 contains 16755 members Mstep: Class 9 contains 3860 members Mstep: Class 10 contains 1784 members Mstep: Class 11 contains 12240 members Mstep: Class 12 contains 82145 members Mstep: Class 13 contains 4104 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 24650 members Mstep: Class 16 contains 754 members Mstep: Class 17 contains 4510 members Mstep: Class 18 contains 1990 members Mstep: Class 19 contains 4643 members Mstep: Class 20 contains 1627 members Mstep: Class 21 contains 12811 members Mstep: Class 22 contains 12549 members Entering Unmasked Estep ConsiderDeletion Score: -22222036.000000 Penalty: 40141.984375 Iteration 15Q: 21 clusters Score -2.222204e+07 nChanged 6252 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 18518 members Mstep: Class 4 contains 12273 members Mstep: Class 5 contains 1189 members Mstep: Class 6 contains 8755 members Mstep: Class 7 contains 16390 members Mstep: Class 9 contains 3349 members Mstep: Class 10 contains 1757 members Mstep: Class 11 contains 12282 members Mstep: Class 12 contains 83154 members Mstep: Class 13 contains 4114 members Mstep: Class 14 contains 665 members Mstep: Class 15 contains 26538 members Mstep: Class 16 contains 738 members Mstep: Class 17 contains 4568 members Mstep: Class 18 contains 1962 members Mstep: Class 19 contains 4730 members Mstep: Class 20 contains 1738 members Mstep: Class 21 contains 12564 members Mstep: Class 22 contains 10503 members Entering Unmasked Estep ConsiderDeletion Score: -22226044.000000 Penalty: 40141.984375 Iteration 16Q: 21 clusters Score -2.222604e+07 nChanged 5078 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 18476 members Mstep: Class 4 contains 12920 members Mstep: Class 5 contains 983 members Mstep: Class 6 contains 8633 members Mstep: Class 7 contains 15971 members Mstep: Class 9 contains 3058 members Mstep: Class 10 contains 1745 members Mstep: Class 11 contains 12316 members Mstep: Class 12 contains 83826 members Mstep: Class 13 contains 4132 members Mstep: Class 14 contains 635 members Mstep: Class 15 contains 28014 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 4608 members Mstep: Class 18 contains 1939 members Mstep: Class 19 contains 4690 members Mstep: Class 20 contains 1841 members Mstep: Class 21 contains 12457 members Mstep: Class 22 contains 9020 members Entering Unmasked Estep ConsiderDeletion Score: -22229026.000000 Penalty: 40141.984375 Iteration 17Q: 21 clusters Score -2.222903e+07 nChanged 4303 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 18434 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 839 members Mstep: Class 6 contains 8560 members Mstep: Class 7 contains 15588 members Mstep: Class 9 contains 2875 members Mstep: Class 10 contains 1744 members Mstep: Class 11 contains 12341 members Mstep: Class 12 contains 84261 members Mstep: Class 13 contains 4152 members Mstep: Class 14 contains 610 members Mstep: Class 15 contains 29163 members Mstep: Class 16 contains 717 members Mstep: Class 17 contains 4642 members Mstep: Class 18 contains 1919 members Mstep: Class 19 contains 4614 members Mstep: Class 20 contains 1914 members Mstep: Class 21 contains 12561 members Mstep: Class 22 contains 7827 members Entering Unmasked Estep ConsiderDeletion Score: -22231570.000000 Penalty: 40141.984375 Iteration 18Q: 21 clusters Score -2.223157e+07 nChanged 3712 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 18403 members Mstep: Class 4 contains 14033 members Mstep: Class 5 contains 729 members Mstep: Class 6 contains 8491 members Mstep: Class 7 contains 15270 members Mstep: Class 9 contains 2769 members Mstep: Class 10 contains 1757 members Mstep: Class 11 contains 12375 members Mstep: Class 12 contains 84465 members Mstep: Class 13 contains 4174 members Mstep: Class 14 contains 597 members Mstep: Class 15 contains 30095 members Mstep: Class 16 contains 694 members Mstep: Class 17 contains 4666 members Mstep: Class 18 contains 1903 members Mstep: Class 19 contains 4510 members Mstep: Class 20 contains 1980 members Mstep: Class 21 contains 12906 members Mstep: Class 22 contains 6745 members Entering Unmasked Estep ConsiderDeletion Score: -22233660.000000 Penalty: 40141.984375 Iteration 19Q: 21 clusters Score -2.223366e+07 nChanged 3252 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 18393 members Mstep: Class 4 contains 14519 members Mstep: Class 5 contains 693 members Mstep: Class 6 contains 8448 members Mstep: Class 7 contains 14977 members Mstep: Class 9 contains 2686 members Mstep: Class 10 contains 1760 members Mstep: Class 11 contains 12405 members Mstep: Class 12 contains 84469 members Mstep: Class 13 contains 4203 members Mstep: Class 14 contains 580 members Mstep: Class 15 contains 30802 members Mstep: Class 16 contains 679 members Mstep: Class 17 contains 4683 members Mstep: Class 18 contains 1881 members Mstep: Class 19 contains 4443 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 13397 members Mstep: Class 22 contains 5800 members Entering Unmasked Estep ConsiderDeletion Score: -22235910.000000 Penalty: 40141.984375 Iteration 20F: 21 clusters Score -2.223591e+07 nChanged 3101 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 18381 members Mstep: Class 4 contains 14939 members Mstep: Class 5 contains 712 members Mstep: Class 6 contains 8427 members Mstep: Class 7 contains 14721 members Mstep: Class 9 contains 2620 members Mstep: Class 10 contains 1754 members Mstep: Class 11 contains 12428 members Mstep: Class 12 contains 84381 members Mstep: Class 13 contains 4238 members Mstep: Class 14 contains 576 members Mstep: Class 15 contains 31485 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 4690 members Mstep: Class 18 contains 1821 members Mstep: Class 19 contains 4376 members Mstep: Class 20 contains 2118 members Mstep: Class 21 contains 13894 members Mstep: Class 22 contains 4936 members Entering Unmasked Estep ConsiderDeletion Score: -22238334.000000 Penalty: 40141.984375 Iteration 21Q: 21 clusters Score -2.223833e+07 nChanged 3018 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 18378 members Mstep: Class 4 contains 15335 members Mstep: Class 5 contains 718 members Mstep: Class 6 contains 8400 members Mstep: Class 7 contains 14486 members Mstep: Class 9 contains 2567 members Mstep: Class 10 contains 1746 members Mstep: Class 11 contains 12447 members Mstep: Class 12 contains 84102 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 574 members Mstep: Class 15 contains 32041 members Mstep: Class 16 contains 659 members Mstep: Class 17 contains 4693 members Mstep: Class 18 contains 1795 members Mstep: Class 19 contains 4319 members Mstep: Class 20 contains 2182 members Mstep: Class 21 contains 14447 members Mstep: Class 22 contains 4268 members Entering Unmasked Estep ConsiderDeletion Score: -22241150.000000 Penalty: 40141.984375 Iteration 22Q: 21 clusters Score -2.224115e+07 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 18370 members Mstep: Class 4 contains 15729 members Mstep: Class 5 contains 763 members Mstep: Class 6 contains 8368 members Mstep: Class 7 contains 14275 members Mstep: Class 9 contains 2668 members Mstep: Class 10 contains 1729 members Mstep: Class 11 contains 12462 members Mstep: Class 12 contains 83610 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 573 members Mstep: Class 15 contains 32528 members Mstep: Class 16 contains 651 members Mstep: Class 17 contains 4707 members Mstep: Class 18 contains 1763 members Mstep: Class 19 contains 4251 members Mstep: Class 20 contains 2245 members Mstep: Class 21 contains 14961 members Mstep: Class 22 contains 3714 members Entering Unmasked Estep ConsiderDeletion Score: -22243924.000000 Penalty: 40141.984375 Iteration 23Q: 21 clusters Score -2.224392e+07 nChanged 2667 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 18342 members Mstep: Class 4 contains 16077 members Mstep: Class 5 contains 786 members Mstep: Class 6 contains 8329 members Mstep: Class 7 contains 14059 members Mstep: Class 9 contains 2995 members Mstep: Class 10 contains 1697 members Mstep: Class 11 contains 12485 members Mstep: Class 12 contains 82948 members Mstep: Class 13 contains 4321 members Mstep: Class 14 contains 566 members Mstep: Class 15 contains 32947 members Mstep: Class 16 contains 641 members Mstep: Class 17 contains 4701 members Mstep: Class 18 contains 1751 members Mstep: Class 19 contains 4159 members Mstep: Class 20 contains 2286 members Mstep: Class 21 contains 15390 members Mstep: Class 22 contains 3382 members Entering Unmasked Estep ConsiderDeletion Score: -22245138.000000 Penalty: 40141.984375 Iteration 24Q: 21 clusters Score -2.224514e+07 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 18320 members Mstep: Class 4 contains 16355 members Mstep: Class 5 contains 775 members Mstep: Class 6 contains 8311 members Mstep: Class 7 contains 13867 members Mstep: Class 9 contains 3256 members Mstep: Class 10 contains 1678 members Mstep: Class 11 contains 12501 members Mstep: Class 12 contains 82342 members Mstep: Class 13 contains 4338 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 33309 members Mstep: Class 16 contains 634 members Mstep: Class 17 contains 4689 members Mstep: Class 18 contains 1748 members Mstep: Class 19 contains 4116 members Mstep: Class 20 contains 2317 members Mstep: Class 21 contains 15719 members Mstep: Class 22 contains 3202 members Entering Unmasked Estep ConsiderDeletion Score: -22245874.000000 Penalty: 40141.984375 Iteration 25Q: 21 clusters Score -2.224587e+07 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 18316 members Mstep: Class 4 contains 16589 members Mstep: Class 5 contains 777 members Mstep: Class 6 contains 8293 members Mstep: Class 7 contains 13709 members Mstep: Class 9 contains 3460 members Mstep: Class 10 contains 1665 members Mstep: Class 11 contains 12520 members Mstep: Class 12 contains 81793 members Mstep: Class 13 contains 4353 members Mstep: Class 14 contains 562 members Mstep: Class 15 contains 33586 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 4675 members Mstep: Class 18 contains 1747 members Mstep: Class 19 contains 4083 members Mstep: Class 20 contains 2345 members Mstep: Class 21 contains 15982 members Mstep: Class 22 contains 3110 members Entering Unmasked Estep ConsiderDeletion Score: -22246458.000000 Penalty: 40141.984375 Iteration 26Q: 21 clusters Score -2.224646e+07 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 18315 members Mstep: Class 4 contains 16771 members Mstep: Class 5 contains 781 members Mstep: Class 6 contains 8275 members Mstep: Class 7 contains 13587 members Mstep: Class 9 contains 3648 members Mstep: Class 10 contains 1650 members Mstep: Class 11 contains 12534 members Mstep: Class 12 contains 81290 members Mstep: Class 13 contains 4364 members Mstep: Class 14 contains 560 members Mstep: Class 15 contains 33768 members Mstep: Class 16 contains 639 members Mstep: Class 17 contains 4670 members Mstep: Class 18 contains 1751 members Mstep: Class 19 contains 4053 members Mstep: Class 20 contains 2367 members Mstep: Class 21 contains 16197 members Mstep: Class 22 contains 3089 members Entering Unmasked Estep ConsiderDeletion Score: -22246984.000000 Penalty: 40141.984375 Iteration 27Q: 21 clusters Score -2.224698e+07 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 18310 members Mstep: Class 4 contains 16912 members Mstep: Class 5 contains 786 members Mstep: Class 6 contains 8259 members Mstep: Class 7 contains 13492 members Mstep: Class 9 contains 3795 members Mstep: Class 10 contains 1639 members Mstep: Class 11 contains 12544 members Mstep: Class 12 contains 80867 members Mstep: Class 13 contains 4379 members Mstep: Class 14 contains 559 members Mstep: Class 15 contains 33907 members Mstep: Class 16 contains 640 members Mstep: Class 17 contains 4665 members Mstep: Class 18 contains 1749 members Mstep: Class 19 contains 4033 members Mstep: Class 20 contains 2389 members Mstep: Class 21 contains 16379 members Mstep: Class 22 contains 3104 members Entering Unmasked Estep ConsiderDeletion Score: -22247372.000000 Penalty: 40141.984375 Iteration 28Q: 21 clusters Score -2.224737e+07 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 18310 members Mstep: Class 4 contains 17047 members Mstep: Class 5 contains 780 members Mstep: Class 6 contains 8246 members Mstep: Class 7 contains 13402 members Mstep: Class 9 contains 3912 members Mstep: Class 10 contains 1628 members Mstep: Class 11 contains 12555 members Mstep: Class 12 contains 80487 members Mstep: Class 13 contains 4390 members Mstep: Class 14 contains 560 members Mstep: Class 15 contains 33986 members Mstep: Class 16 contains 643 members Mstep: Class 17 contains 4661 members Mstep: Class 18 contains 1750 members Mstep: Class 19 contains 4046 members Mstep: Class 20 contains 2418 members Mstep: Class 21 contains 16556 members Mstep: Class 22 contains 3108 members Entering Unmasked Estep ConsiderDeletion Score: -22247718.000000 Penalty: 40141.984375 Iteration 29Q: 21 clusters Score -2.224772e+07 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 18307 members Mstep: Class 4 contains 17151 members Mstep: Class 5 contains 782 members Mstep: Class 6 contains 8246 members Mstep: Class 7 contains 13342 members Mstep: Class 9 contains 4001 members Mstep: Class 10 contains 1621 members Mstep: Class 11 contains 12558 members Mstep: Class 12 contains 80172 members Mstep: Class 13 contains 4398 members Mstep: Class 14 contains 558 members Mstep: Class 15 contains 34055 members Mstep: Class 16 contains 646 members Mstep: Class 17 contains 4662 members Mstep: Class 18 contains 1750 members Mstep: Class 19 contains 4030 members Mstep: Class 20 contains 2439 members Mstep: Class 21 contains 16686 members Mstep: Class 22 contains 3130 members Entering Unmasked Estep ConsiderDeletion Score: -22247956.000000 Penalty: 40141.984375 Iteration 30Q: 21 clusters Score -2.224796e+07 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 18306 members Mstep: Class 4 contains 17239 members Mstep: Class 5 contains 781 members Mstep: Class 6 contains 8247 members Mstep: Class 7 contains 13267 members Mstep: Class 9 contains 4069 members Mstep: Class 10 contains 1618 members Mstep: Class 11 contains 12562 members Mstep: Class 12 contains 79927 members Mstep: Class 13 contains 4406 members Mstep: Class 14 contains 559 members Mstep: Class 15 contains 34098 members Mstep: Class 16 contains 647 members Mstep: Class 17 contains 4667 members Mstep: Class 18 contains 1749 members Mstep: Class 19 contains 4018 members Mstep: Class 20 contains 2458 members Mstep: Class 21 contains 16791 members Mstep: Class 22 contains 3162 members Entering Unmasked Estep ConsiderDeletion Score: -22248076.000000 Penalty: 40141.984375 Iteration 31Q: 21 clusters Score -2.224808e+07 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 18303 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 776 members Mstep: Class 6 contains 8244 members Mstep: Class 7 contains 13213 members Mstep: Class 9 contains 4121 members Mstep: Class 10 contains 1619 members Mstep: Class 11 contains 12566 members Mstep: Class 12 contains 79738 members Mstep: Class 13 contains 4411 members Mstep: Class 14 contains 559 members Mstep: Class 15 contains 34106 members Mstep: Class 16 contains 649 members Mstep: Class 17 contains 4666 members Mstep: Class 18 contains 1749 members Mstep: Class 19 contains 4027 members Mstep: Class 20 contains 2474 members Mstep: Class 21 contains 16871 members Mstep: Class 22 contains 3189 members Entering Unmasked Estep ConsiderDeletion Score: -22248262.000000 Penalty: 40141.984375 Iteration 32Q: 21 clusters Score -2.224826e+07 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 18298 members Mstep: Class 4 contains 17367 members Mstep: Class 5 contains 771 members Mstep: Class 6 contains 8245 members Mstep: Class 7 contains 13162 members Mstep: Class 9 contains 4153 members Mstep: Class 10 contains 1623 members Mstep: Class 11 contains 12568 members Mstep: Class 12 contains 79565 members Mstep: Class 13 contains 4420 members Mstep: Class 14 contains 559 members Mstep: Class 15 contains 34113 members Mstep: Class 16 contains 648 members Mstep: Class 17 contains 4663 members Mstep: Class 18 contains 1748 members Mstep: Class 19 contains 4020 members Mstep: Class 20 contains 2487 members Mstep: Class 21 contains 16957 members Mstep: Class 22 contains 3217 members Entering Unmasked Estep ConsiderDeletion Score: -22248368.000000 Penalty: 40141.984375 Iteration 33Q: 21 clusters Score -2.224837e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 18294 members Mstep: Class 4 contains 17418 members Mstep: Class 5 contains 769 members Mstep: Class 6 contains 8243 members Mstep: Class 7 contains 13114 members Mstep: Class 9 contains 4179 members Mstep: Class 10 contains 1622 members Mstep: Class 11 contains 12568 members Mstep: Class 12 contains 79442 members Mstep: Class 13 contains 4428 members Mstep: Class 14 contains 560 members Mstep: Class 15 contains 34120 members Mstep: Class 16 contains 651 members Mstep: Class 17 contains 4661 members Mstep: Class 18 contains 1748 members Mstep: Class 19 contains 4007 members Mstep: Class 20 contains 2497 members Mstep: Class 21 contains 17019 members Mstep: Class 22 contains 3236 members Entering Unmasked Estep ConsiderDeletion Score: -22248390.000000 Penalty: 40141.984375 Iteration 34Q: 21 clusters Score -2.224839e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 18288 members Mstep: Class 4 contains 17463 members Mstep: Class 5 contains 765 members Mstep: Class 6 contains 8241 members Mstep: Class 7 contains 13065 members Mstep: Class 9 contains 4201 members Mstep: Class 10 contains 1623 members Mstep: Class 11 contains 12570 members Mstep: Class 12 contains 79343 members Mstep: Class 13 contains 4437 members Mstep: Class 14 contains 559 members Mstep: Class 15 contains 34138 members Mstep: Class 16 contains 652 members Mstep: Class 17 contains 4658 members Mstep: Class 18 contains 1749 members Mstep: Class 19 contains 3990 members Mstep: Class 20 contains 2506 members Mstep: Class 21 contains 17078 members Mstep: Class 22 contains 3250 members Entering Unmasked Estep ConsiderDeletion Score: -22248518.000000 Penalty: 40141.984375 Iteration 35Q: 21 clusters Score -2.224852e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 18285 members Mstep: Class 4 contains 17501 members Mstep: Class 5 contains 763 members Mstep: Class 6 contains 8237 members Mstep: Class 7 contains 13016 members Mstep: Class 9 contains 4213 members Mstep: Class 10 contains 1627 members Mstep: Class 11 contains 12576 members Mstep: Class 12 contains 79275 members Mstep: Class 13 contains 4440 members Mstep: Class 14 contains 558 members Mstep: Class 15 contains 34160 members Mstep: Class 16 contains 651 members Mstep: Class 17 contains 4656 members Mstep: Class 18 contains 1749 members Mstep: Class 19 contains 3965 members Mstep: Class 20 contains 2514 members Mstep: Class 21 contains 17127 members Mstep: Class 22 contains 3265 members Entering Unmasked Estep ConsiderDeletion Score: -22248476.000000 Penalty: 40141.984375 Iteration 36Q: 21 clusters Score -2.224848e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 18283 members Mstep: Class 4 contains 17538 members Mstep: Class 5 contains 760 members Mstep: Class 6 contains 8236 members Mstep: Class 7 contains 12979 members Mstep: Class 9 contains 4225 members Mstep: Class 10 contains 1625 members Mstep: Class 11 contains 12577 members Mstep: Class 12 contains 79208 members Mstep: Class 13 contains 4444 members Mstep: Class 14 contains 558 members Mstep: Class 15 contains 34172 members Mstep: Class 16 contains 652 members Mstep: Class 17 contains 4655 members Mstep: Class 18 contains 1749 members Mstep: Class 19 contains 3944 members Mstep: Class 20 contains 2529 members Mstep: Class 21 contains 17166 members Mstep: Class 22 contains 3278 members Entering Unmasked Estep ConsiderDeletion Score: -22248490.000000 Penalty: 40141.984375 Iteration 37Q: 21 clusters Score -2.224849e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 18283 members Mstep: Class 4 contains 17570 members Mstep: Class 5 contains 760 members Mstep: Class 6 contains 8234 members Mstep: Class 7 contains 12951 members Mstep: Class 9 contains 4240 members Mstep: Class 10 contains 1624 members Mstep: Class 11 contains 12578 members Mstep: Class 12 contains 79129 members Mstep: Class 13 contains 4450 members Mstep: Class 14 contains 557 members Mstep: Class 15 contains 34183 members Mstep: Class 16 contains 653 members Mstep: Class 17 contains 4656 members Mstep: Class 18 contains 1748 members Mstep: Class 19 contains 3920 members Mstep: Class 20 contains 2542 members Mstep: Class 21 contains 17206 members Mstep: Class 22 contains 3294 members Entering Unmasked Estep ConsiderDeletion Score: -22248460.000000 Penalty: 40141.984375 Iteration 38Q: 21 clusters Score -2.224846e+07 nChanged 240 Entering ConstructFrom: Score: -22248460.000000 Penalty: 40141.984375 Entering ConstructFrom: Trying to split cluster 1 (2670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Entering Unmasked Estep Score: -269753.687500 Penalty: 1282.098022 Iteration 0F: 2 clusters Score -269753.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -267247.656250 Penalty: 2564.196045 Iteration 0F: 3 clusters Score -267247.7 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -267917.656250 Penalty: 2564.196045 Iteration 1F: 3 clusters Score -267917.7 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -268129.156250 Penalty: 2564.196045 Iteration 2F: 3 clusters Score -268129.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -268317.031250 Penalty: 2564.196045 Iteration 3F: 3 clusters Score -268317 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -268489.906250 Penalty: 2564.196045 Iteration 4F: 3 clusters Score -268489.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -268610.593750 Penalty: 2564.196045 Iteration 5Q: 3 clusters Score -268610.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -268731.125000 Penalty: 2564.196045 Iteration 6Q: 3 clusters Score -268731.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -268838.718750 Penalty: 2564.196045 Iteration 7Q: 3 clusters Score -268838.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -268967.406250 Penalty: 2564.196045 Iteration 8Q: 3 clusters Score -268967.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -269087.125000 Penalty: 2564.196045 Iteration 9Q: 3 clusters Score -269087.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -269180.062500 Penalty: 2564.196045 Iteration 10Q: 3 clusters Score -269180.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -269254.156250 Penalty: 2564.196045 Iteration 11Q: 3 clusters Score -269254.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -269292.000000 Penalty: 2564.196045 Iteration 12Q: 3 clusters Score -269292 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -269303.187500 Penalty: 2564.196045 Iteration 13Q: 3 clusters Score -269303.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -269307.093750 Penalty: 2564.196045 Iteration 14Q: 3 clusters Score -269307.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -269307.218750 Penalty: 2564.196045 Iteration 15Q: 3 clusters Score -269307.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -269308.437500 Penalty: 2564.196045 Iteration 16Q: 3 clusters Score -269308.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -269309.031250 Penalty: 2564.196045 Iteration 17Q: 3 clusters Score -269309 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -269309.031250 Penalty: 2564.196045 Iteration 18F: 3 clusters Score -269309 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18284 members Entering Unmasked Estep Score: -1847689.000000 Penalty: 1594.739502 Iteration 0F: 2 clusters Score -1847689 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9034 members Mstep: Class 2 contains 9250 members Entering Unmasked Estep Score: -1835231.125000 Penalty: 3189.479004 Iteration 0F: 3 clusters Score -1835231 nChanged 8242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 9460 members Entering Unmasked Estep Score: -1840385.000000 Penalty: 3189.479004 Iteration 1F: 3 clusters Score -1840385 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 9299 members Entering Unmasked Estep Score: -1841542.750000 Penalty: 3189.479004 Iteration 2F: 3 clusters Score -1841543 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 8962 members Entering Unmasked Estep Score: -1842896.250000 Penalty: 3189.479004 Iteration 3F: 3 clusters Score -1842896 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -1844079.125000 Penalty: 3189.479004 Iteration 4F: 3 clusters Score -1844079 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10212 members Mstep: Class 2 contains 8072 members Entering Unmasked Estep Score: -1844913.625000 Penalty: 3189.479004 Iteration 5F: 3 clusters Score -1844914 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -1845438.375000 Penalty: 3189.479004 Iteration 6F: 3 clusters Score -1845438 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -1845728.500000 Penalty: 3189.479004 Iteration 7Q: 3 clusters Score -1845728 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11228 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1845929.000000 Penalty: 3189.479004 Iteration 8Q: 3 clusters Score -1845929 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11508 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1846090.250000 Penalty: 3189.479004 Iteration 9Q: 3 clusters Score -1846090 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -1846222.375000 Penalty: 3189.479004 Iteration 10Q: 3 clusters Score -1846222 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12030 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -1846331.375000 Penalty: 3189.479004 Iteration 11Q: 3 clusters Score -1846331 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12266 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -1846448.250000 Penalty: 3189.479004 Iteration 12Q: 3 clusters Score -1846448 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -1846538.000000 Penalty: 3189.479004 Iteration 13Q: 3 clusters Score -1846538 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12695 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1846623.625000 Penalty: 3189.479004 Iteration 14Q: 3 clusters Score -1846624 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12867 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -1846680.375000 Penalty: 3189.479004 Iteration 15Q: 3 clusters Score -1846680 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13033 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -1846737.500000 Penalty: 3189.479004 Iteration 16Q: 3 clusters Score -1846738 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13192 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -1846786.375000 Penalty: 3189.479004 Iteration 17Q: 3 clusters Score -1846786 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13333 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -1846821.125000 Penalty: 3189.479004 Iteration 18Q: 3 clusters Score -1846821 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13481 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -1846860.750000 Penalty: 3189.479004 Iteration 19Q: 3 clusters Score -1846861 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13622 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -1846888.250000 Penalty: 3189.479004 Iteration 20F: 3 clusters Score -1846888 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13742 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -1846920.500000 Penalty: 3189.479004 Iteration 21Q: 3 clusters Score -1846920 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13865 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -1846944.125000 Penalty: 3189.479004 Iteration 22Q: 3 clusters Score -1846944 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13978 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -1846963.500000 Penalty: 3189.479004 Iteration 23Q: 3 clusters Score -1846964 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1846986.250000 Penalty: 3189.479004 Iteration 24Q: 3 clusters Score -1846986 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14180 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1847009.625000 Penalty: 3189.479004 Iteration 25Q: 3 clusters Score -1847010 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14271 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1847030.000000 Penalty: 3189.479004 Iteration 26Q: 3 clusters Score -1847030 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14368 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1847043.125000 Penalty: 3189.479004 Iteration 27Q: 3 clusters Score -1847043 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1847075.250000 Penalty: 3189.479004 Iteration 28Q: 3 clusters Score -1847075 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14548 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1847091.250000 Penalty: 3189.479004 Iteration 29Q: 3 clusters Score -1847091 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14628 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -1847104.750000 Penalty: 3189.479004 Iteration 30Q: 3 clusters Score -1847105 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14711 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1847123.750000 Penalty: 3189.479004 Iteration 31Q: 3 clusters Score -1847124 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14794 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1847141.625000 Penalty: 3189.479004 Iteration 32Q: 3 clusters Score -1847142 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14885 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -1847164.125000 Penalty: 3189.479004 Iteration 33Q: 3 clusters Score -1847164 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14976 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -1847185.750000 Penalty: 3189.479004 Iteration 34Q: 3 clusters Score -1847186 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15050 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1847212.375000 Penalty: 3189.479004 Iteration 35Q: 3 clusters Score -1847212 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15126 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -1847234.625000 Penalty: 3189.479004 Iteration 36Q: 3 clusters Score -1847235 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15208 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -1847258.250000 Penalty: 3189.479004 Iteration 37Q: 3 clusters Score -1847258 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15294 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1847283.000000 Penalty: 3189.479004 Iteration 38Q: 3 clusters Score -1847283 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15380 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -1847315.750000 Penalty: 3189.479004 Iteration 39Q: 3 clusters Score -1847316 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15457 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -1847344.000000 Penalty: 3189.479004 Iteration 40F: 3 clusters Score -1847344 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15534 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1847377.125000 Penalty: 3189.479004 Iteration 41Q: 3 clusters Score -1847377 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15597 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -1847409.625000 Penalty: 3189.479004 Iteration 42Q: 3 clusters Score -1847410 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15663 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1847440.375000 Penalty: 3189.479004 Iteration 43Q: 3 clusters Score -1847440 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15746 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -1847471.125000 Penalty: 3189.479004 Iteration 44Q: 3 clusters Score -1847471 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15820 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -1847514.125000 Penalty: 3189.479004 Iteration 45Q: 3 clusters Score -1847514 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15877 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1847538.750000 Penalty: 3189.479004 Iteration 46Q: 3 clusters Score -1847539 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15927 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -1847560.000000 Penalty: 3189.479004 Iteration 47Q: 3 clusters Score -1847560 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15968 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -1847571.500000 Penalty: 3189.479004 Iteration 48Q: 3 clusters Score -1847572 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16010 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -1847591.875000 Penalty: 3189.479004 Iteration 49Q: 3 clusters Score -1847592 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16041 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1847610.250000 Penalty: 3189.479004 Iteration 50Q: 3 clusters Score -1847610 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16070 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1847623.125000 Penalty: 3189.479004 Iteration 51Q: 3 clusters Score -1847623 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16098 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1847626.000000 Penalty: 3189.479004 Iteration 52Q: 3 clusters Score -1847626 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16123 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1847625.625000 Penalty: 3189.479004 Iteration 53Q: 3 clusters Score -1847626 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16147 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -1847634.750000 Penalty: 3189.479004 Iteration 54Q: 3 clusters Score -1847635 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16163 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -1847642.375000 Penalty: 3189.479004 Iteration 55Q: 3 clusters Score -1847642 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16179 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1847648.250000 Penalty: 3189.479004 Iteration 56Q: 3 clusters Score -1847648 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16191 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -1847649.625000 Penalty: 3189.479004 Iteration 57Q: 3 clusters Score -1847650 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16202 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1847652.750000 Penalty: 3189.479004 Iteration 58Q: 3 clusters Score -1847653 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16206 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -1847651.625000 Penalty: 3189.479004 Iteration 59Q: 3 clusters Score -1847652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16208 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -1847652.125000 Penalty: 3189.479004 Iteration 60F: 3 clusters Score -1847652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16210 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1847649.000000 Penalty: 3189.479004 Iteration 61Q: 3 clusters Score -1847649 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16211 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -1847648.000000 Penalty: 3189.479004 Iteration 62Q: 3 clusters Score -1847648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16213 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -1847649.875000 Penalty: 3189.479004 Iteration 63Q: 3 clusters Score -1847650 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16216 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -1847649.875000 Penalty: 3189.479004 Iteration 64Q: 3 clusters Score -1847650 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16223 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -1847649.000000 Penalty: 3189.479004 Iteration 65Q: 3 clusters Score -1847649 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16227 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -1847647.875000 Penalty: 3189.479004 Iteration 66Q: 3 clusters Score -1847648 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16227 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -1847647.875000 Penalty: 3189.479004 Iteration 67F: 3 clusters Score -1847648 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17603 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17603 members Entering Unmasked Estep Score: -1768406.625000 Penalty: 1588.571533 Iteration 0F: 2 clusters Score -1768407 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 8707 members Entering Unmasked Estep Score: -1756399.375000 Penalty: 3177.143066 Iteration 0F: 3 clusters Score -1756399 nChanged 7847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 8206 members Entering Unmasked Estep Score: -1760855.125000 Penalty: 3177.143066 Iteration 1F: 3 clusters Score -1760855 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9696 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -1761337.125000 Penalty: 3177.143066 Iteration 2F: 3 clusters Score -1761337 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10106 members Mstep: Class 2 contains 7497 members Entering Unmasked Estep Score: -1761894.000000 Penalty: 3177.143066 Iteration 3F: 3 clusters Score -1761894 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10706 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1762540.750000 Penalty: 3177.143066 Iteration 4F: 3 clusters Score -1762541 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -1763281.500000 Penalty: 3177.143066 Iteration 5F: 3 clusters Score -1763282 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -1764143.000000 Penalty: 3177.143066 Iteration 6F: 3 clusters Score -1764143 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13277 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -1765066.500000 Penalty: 3177.143066 Iteration 7F: 3 clusters Score -1765066 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14155 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -1765977.375000 Penalty: 3177.143066 Iteration 8F: 3 clusters Score -1765977 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14855 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1766755.750000 Penalty: 3177.143066 Iteration 9Q: 3 clusters Score -1766756 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15325 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1767310.125000 Penalty: 3177.143066 Iteration 10Q: 3 clusters Score -1767310 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15641 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -1767688.500000 Penalty: 3177.143066 Iteration 11Q: 3 clusters Score -1767688 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15847 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -1767913.250000 Penalty: 3177.143066 Iteration 12Q: 3 clusters Score -1767913 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15967 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -1768035.750000 Penalty: 3177.143066 Iteration 13Q: 3 clusters Score -1768036 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16039 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -1768099.125000 Penalty: 3177.143066 Iteration 14Q: 3 clusters Score -1768099 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16083 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1768136.500000 Penalty: 3177.143066 Iteration 15Q: 3 clusters Score -1768136 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16107 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1768157.625000 Penalty: 3177.143066 Iteration 16Q: 3 clusters Score -1768158 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16131 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1768180.000000 Penalty: 3177.143066 Iteration 17Q: 3 clusters Score -1768180 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16138 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1768192.625000 Penalty: 3177.143066 Iteration 18Q: 3 clusters Score -1768193 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16144 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -1768198.000000 Penalty: 3177.143066 Iteration 19Q: 3 clusters Score -1768198 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16139 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1768207.750000 Penalty: 3177.143066 Iteration 20F: 3 clusters Score -1768208 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16132 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -1768215.500000 Penalty: 3177.143066 Iteration 21Q: 3 clusters Score -1768216 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16123 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1768224.000000 Penalty: 3177.143066 Iteration 22Q: 3 clusters Score -1768224 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16113 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -1768229.000000 Penalty: 3177.143066 Iteration 23Q: 3 clusters Score -1768229 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16111 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1768244.625000 Penalty: 3177.143066 Iteration 24Q: 3 clusters Score -1768245 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16111 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1768248.125000 Penalty: 3177.143066 Iteration 25Q: 3 clusters Score -1768248 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16117 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1768249.625000 Penalty: 3177.143066 Iteration 26Q: 3 clusters Score -1768250 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16119 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -1768258.750000 Penalty: 3177.143066 Iteration 27Q: 3 clusters Score -1768259 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16112 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -1768261.750000 Penalty: 3177.143066 Iteration 28Q: 3 clusters Score -1768262 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16105 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -1768263.625000 Penalty: 3177.143066 Iteration 29Q: 3 clusters Score -1768264 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16098 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -1768267.500000 Penalty: 3177.143066 Iteration 30Q: 3 clusters Score -1768268 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16097 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1768270.750000 Penalty: 3177.143066 Iteration 31Q: 3 clusters Score -1768271 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16097 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1768275.000000 Penalty: 3177.143066 Iteration 32Q: 3 clusters Score -1768275 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16101 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1768278.750000 Penalty: 3177.143066 Iteration 33Q: 3 clusters Score -1768279 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16100 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1768281.500000 Penalty: 3177.143066 Iteration 34Q: 3 clusters Score -1768282 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16101 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1768284.625000 Penalty: 3177.143066 Iteration 35Q: 3 clusters Score -1768285 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16099 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1768282.500000 Penalty: 3177.143066 Iteration 36Q: 3 clusters Score -1768282 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16098 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -1768282.250000 Penalty: 3177.143066 Iteration 37Q: 3 clusters Score -1768282 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16097 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1768284.500000 Penalty: 3177.143066 Iteration 38Q: 3 clusters Score -1768284 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16094 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1768289.875000 Penalty: 3177.143066 Iteration 39Q: 3 clusters Score -1768290 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16090 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -1768287.875000 Penalty: 3177.143066 Iteration 40F: 3 clusters Score -1768288 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16093 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -1768288.875000 Penalty: 3177.143066 Iteration 41Q: 3 clusters Score -1768289 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16091 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -1768292.375000 Penalty: 3177.143066 Iteration 42Q: 3 clusters Score -1768292 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16085 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1768290.875000 Penalty: 3177.143066 Iteration 43Q: 3 clusters Score -1768291 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16084 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -1768295.250000 Penalty: 3177.143066 Iteration 44Q: 3 clusters Score -1768295 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16084 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -1768298.750000 Penalty: 3177.143066 Iteration 45Q: 3 clusters Score -1768299 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16085 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1768297.625000 Penalty: 3177.143066 Iteration 46Q: 3 clusters Score -1768298 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16086 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -1768300.750000 Penalty: 3177.143066 Iteration 47Q: 3 clusters Score -1768301 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16085 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1768295.875000 Penalty: 3177.143066 Iteration 48Q: 3 clusters Score -1768296 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16081 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -1768297.625000 Penalty: 3177.143066 Iteration 49Q: 3 clusters Score -1768298 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16078 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -1768296.625000 Penalty: 3177.143066 Iteration 50Q: 3 clusters Score -1768297 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16075 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -1768302.625000 Penalty: 3177.143066 Iteration 51Q: 3 clusters Score -1768303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16070 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1768301.625000 Penalty: 3177.143066 Iteration 52Q: 3 clusters Score -1768302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16068 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -1768301.500000 Penalty: 3177.143066 Iteration 53Q: 3 clusters Score -1768302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16068 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -1768305.875000 Penalty: 3177.143066 Iteration 54Q: 3 clusters Score -1768306 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16065 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -1768304.875000 Penalty: 3177.143066 Iteration 55Q: 3 clusters Score -1768305 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16061 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1768305.125000 Penalty: 3177.143066 Iteration 56Q: 3 clusters Score -1768305 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16055 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -1768304.875000 Penalty: 3177.143066 Iteration 57Q: 3 clusters Score -1768305 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16053 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1768308.250000 Penalty: 3177.143066 Iteration 58Q: 3 clusters Score -1768308 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16049 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1768309.375000 Penalty: 3177.143066 Iteration 59Q: 3 clusters Score -1768309 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16044 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -1768308.250000 Penalty: 3177.143066 Iteration 60F: 3 clusters Score -1768308 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16040 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1768307.375000 Penalty: 3177.143066 Iteration 61Q: 3 clusters Score -1768307 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16038 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -1768309.500000 Penalty: 3177.143066 Iteration 62Q: 3 clusters Score -1768310 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16036 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1768308.625000 Penalty: 3177.143066 Iteration 63Q: 3 clusters Score -1768309 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16035 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1768311.500000 Penalty: 3177.143066 Iteration 64Q: 3 clusters Score -1768312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16037 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1768311.000000 Penalty: 3177.143066 Iteration 65Q: 3 clusters Score -1768311 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16036 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1768309.875000 Penalty: 3177.143066 Iteration 66Q: 3 clusters Score -1768310 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16036 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1768312.875000 Penalty: 3177.143066 Iteration 67Q: 3 clusters Score -1768313 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16035 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1768312.625000 Penalty: 3177.143066 Iteration 68Q: 3 clusters Score -1768313 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16035 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1768312.625000 Penalty: 3177.143066 Iteration 69F: 3 clusters Score -1768313 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Entering Unmasked Estep Score: -74700.718750 Penalty: 1077.914185 Iteration 0F: 2 clusters Score -74700.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -73416.156250 Penalty: 2155.828369 Iteration 0F: 3 clusters Score -73416.16 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -73644.632812 Penalty: 2155.828369 Iteration 1F: 3 clusters Score -73644.63 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -73698.617188 Penalty: 2155.828369 Iteration 2F: 3 clusters Score -73698.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -73727.164062 Penalty: 2155.828369 Iteration 3Q: 3 clusters Score -73727.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -73740.648438 Penalty: 2155.828369 Iteration 4Q: 3 clusters Score -73740.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -73745.250000 Penalty: 2155.828369 Iteration 5Q: 3 clusters Score -73745.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -73747.078125 Penalty: 2155.828369 Iteration 6Q: 3 clusters Score -73747.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -73747.476562 Penalty: 2155.828369 Iteration 7Q: 3 clusters Score -73747.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -73747.476562 Penalty: 2155.828369 Iteration 8F: 3 clusters Score -73747.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Entering Unmasked Estep Score: -812619.812500 Penalty: 1465.064941 Iteration 0F: 2 clusters Score -812619.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -806607.375000 Penalty: 2930.129883 Iteration 0F: 3 clusters Score -806607.4 nChanged 3528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -808934.312500 Penalty: 2930.129883 Iteration 1F: 3 clusters Score -808934.3 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -809728.187500 Penalty: 2930.129883 Iteration 2F: 3 clusters Score -809728.2 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -810788.437500 Penalty: 2930.129883 Iteration 3F: 3 clusters Score -810788.4 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -811774.812500 Penalty: 2930.129883 Iteration 4F: 3 clusters Score -811774.8 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -812456.375000 Penalty: 2930.129883 Iteration 5F: 3 clusters Score -812456.4 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -812936.875000 Penalty: 2930.129883 Iteration 6F: 3 clusters Score -812936.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -813219.125000 Penalty: 2930.129883 Iteration 7Q: 3 clusters Score -813219.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -813395.187500 Penalty: 2930.129883 Iteration 8Q: 3 clusters Score -813395.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -813536.062500 Penalty: 2930.129883 Iteration 9Q: 3 clusters Score -813536.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -813633.562500 Penalty: 2930.129883 Iteration 10Q: 3 clusters Score -813633.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -813678.812500 Penalty: 2930.129883 Iteration 11Q: 3 clusters Score -813678.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -813698.375000 Penalty: 2930.129883 Iteration 12Q: 3 clusters Score -813698.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -813708.125000 Penalty: 2930.129883 Iteration 13Q: 3 clusters Score -813708.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -813713.250000 Penalty: 2930.129883 Iteration 14Q: 3 clusters Score -813713.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -813716.687500 Penalty: 2930.129883 Iteration 15Q: 3 clusters Score -813716.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -813719.750000 Penalty: 2930.129883 Iteration 16Q: 3 clusters Score -813719.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -813722.000000 Penalty: 2930.129883 Iteration 17Q: 3 clusters Score -813722 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -813727.937500 Penalty: 2930.129883 Iteration 18Q: 3 clusters Score -813727.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -813728.125000 Penalty: 2930.129883 Iteration 19Q: 3 clusters Score -813728.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -813729.250000 Penalty: 2930.129883 Iteration 20F: 3 clusters Score -813729.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -813733.125000 Penalty: 2930.129883 Iteration 21Q: 3 clusters Score -813733.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -813735.937500 Penalty: 2930.129883 Iteration 22Q: 3 clusters Score -813735.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -813738.812500 Penalty: 2930.129883 Iteration 23Q: 3 clusters Score -813738.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -813739.562500 Penalty: 2930.129883 Iteration 24Q: 3 clusters Score -813739.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -813738.812500 Penalty: 2930.129883 Iteration 25Q: 3 clusters Score -813738.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -813738.562500 Penalty: 2930.129883 Iteration 26Q: 3 clusters Score -813738.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -813738.562500 Penalty: 2930.129883 Iteration 27F: 3 clusters Score -813738.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 18284 members Mstep: Class 3 contains 2376 members Mstep: Class 4 contains 17603 members Mstep: Class 5 contains 760 members Mstep: Class 6 contains 5856 members Mstep: Class 7 contains 12912 members Mstep: Class 9 contains 4250 members Mstep: Class 10 contains 1622 members Mstep: Class 11 contains 12580 members Mstep: Class 12 contains 79078 members Mstep: Class 13 contains 4455 members Mstep: Class 14 contains 557 members Mstep: Class 15 contains 34200 members Mstep: Class 16 contains 656 members Mstep: Class 17 contains 4655 members Mstep: Class 18 contains 1748 members Mstep: Class 19 contains 3897 members Mstep: Class 20 contains 2558 members Mstep: Class 21 contains 17231 members Mstep: Class 22 contains 3307 members Entering Unmasked Estep Score: -22249024.000000 Penalty: 42149.085938 Splitting cluster 6 changes total score from -22248460.000000 to -22249024.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 7 (12912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12912 members Entering Unmasked Estep Score: -1307462.250000 Penalty: 1538.210815 Iteration 0F: 2 clusters Score -1307462 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -1298407.625000 Penalty: 3076.421631 Iteration 0F: 3 clusters Score -1298408 nChanged 5668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -1301407.875000 Penalty: 3076.421631 Iteration 1F: 3 clusters Score -1301408 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -1301784.125000 Penalty: 3076.421631 Iteration 2F: 3 clusters Score -1301784 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -1302144.875000 Penalty: 3076.421631 Iteration 3F: 3 clusters Score -1302145 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -1302497.875000 Penalty: 3076.421631 Iteration 4F: 3 clusters Score -1302498 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -1302822.500000 Penalty: 3076.421631 Iteration 5F: 3 clusters Score -1302822 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -1303150.500000 Penalty: 3076.421631 Iteration 6Q: 3 clusters Score -1303150 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8645 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1303510.625000 Penalty: 3076.421631 Iteration 7Q: 3 clusters Score -1303511 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1303886.125000 Penalty: 3076.421631 Iteration 8Q: 3 clusters Score -1303886 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -1304226.000000 Penalty: 3076.421631 Iteration 9Q: 3 clusters Score -1304226 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -1304526.000000 Penalty: 3076.421631 Iteration 10Q: 3 clusters Score -1304526 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -1304819.875000 Penalty: 3076.421631 Iteration 11Q: 3 clusters Score -1304820 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10526 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -1305084.375000 Penalty: 3076.421631 Iteration 12Q: 3 clusters Score -1305084 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10778 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1305276.625000 Penalty: 3076.421631 Iteration 13Q: 3 clusters Score -1305277 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -1305430.000000 Penalty: 3076.421631 Iteration 14Q: 3 clusters Score -1305430 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11151 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -1305543.750000 Penalty: 3076.421631 Iteration 15Q: 3 clusters Score -1305544 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1305628.250000 Penalty: 3076.421631 Iteration 16Q: 3 clusters Score -1305628 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11386 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -1305697.500000 Penalty: 3076.421631 Iteration 17Q: 3 clusters Score -1305698 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -1305749.875000 Penalty: 3076.421631 Iteration 18Q: 3 clusters Score -1305750 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11540 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -1305786.000000 Penalty: 3076.421631 Iteration 19Q: 3 clusters Score -1305786 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1305813.375000 Penalty: 3076.421631 Iteration 20F: 3 clusters Score -1305813 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11650 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -1305838.250000 Penalty: 3076.421631 Iteration 21Q: 3 clusters Score -1305838 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11704 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -1305865.750000 Penalty: 3076.421631 Iteration 22Q: 3 clusters Score -1305866 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11748 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1305887.750000 Penalty: 3076.421631 Iteration 23Q: 3 clusters Score -1305888 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -1305910.125000 Penalty: 3076.421631 Iteration 24Q: 3 clusters Score -1305910 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11831 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1305934.750000 Penalty: 3076.421631 Iteration 25Q: 3 clusters Score -1305935 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11861 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1305958.375000 Penalty: 3076.421631 Iteration 26Q: 3 clusters Score -1305958 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1305975.000000 Penalty: 3076.421631 Iteration 27Q: 3 clusters Score -1305975 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -1305992.000000 Penalty: 3076.421631 Iteration 28Q: 3 clusters Score -1305992 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1306010.125000 Penalty: 3076.421631 Iteration 29Q: 3 clusters Score -1306010 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -1306036.000000 Penalty: 3076.421631 Iteration 30Q: 3 clusters Score -1306036 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12000 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1306053.750000 Penalty: 3076.421631 Iteration 31Q: 3 clusters Score -1306054 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12016 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -1306066.625000 Penalty: 3076.421631 Iteration 32Q: 3 clusters Score -1306067 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12027 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1306078.875000 Penalty: 3076.421631 Iteration 33Q: 3 clusters Score -1306079 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -1306080.750000 Penalty: 3076.421631 Iteration 34Q: 3 clusters Score -1306081 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -1306083.875000 Penalty: 3076.421631 Iteration 35Q: 3 clusters Score -1306084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -1306083.500000 Penalty: 3076.421631 Iteration 36Q: 3 clusters Score -1306084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1306085.000000 Penalty: 3076.421631 Iteration 37Q: 3 clusters Score -1306085 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -1306084.750000 Penalty: 3076.421631 Iteration 38Q: 3 clusters Score -1306085 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -1306086.625000 Penalty: 3076.421631 Iteration 39Q: 3 clusters Score -1306087 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1306087.625000 Penalty: 3076.421631 Iteration 40F: 3 clusters Score -1306088 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Entering Unmasked Estep Score: -426180.218750 Penalty: 1357.634521 Iteration 0F: 2 clusters Score -426180.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -422650.437500 Penalty: 2715.269043 Iteration 0F: 3 clusters Score -422650.4 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -423582.343750 Penalty: 2715.269043 Iteration 1F: 3 clusters Score -423582.3 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -423731.187500 Penalty: 2715.269043 Iteration 2F: 3 clusters Score -423731.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -423837.406250 Penalty: 2715.269043 Iteration 3F: 3 clusters Score -423837.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -423921.906250 Penalty: 2715.269043 Iteration 4Q: 3 clusters Score -423921.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -423988.937500 Penalty: 2715.269043 Iteration 5Q: 3 clusters Score -423988.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -424058.531250 Penalty: 2715.269043 Iteration 6Q: 3 clusters Score -424058.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -424101.468750 Penalty: 2715.269043 Iteration 7Q: 3 clusters Score -424101.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -424138.687500 Penalty: 2715.269043 Iteration 8Q: 3 clusters Score -424138.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -424163.812500 Penalty: 2715.269043 Iteration 9Q: 3 clusters Score -424163.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -424188.718750 Penalty: 2715.269043 Iteration 10Q: 3 clusters Score -424188.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -424209.312500 Penalty: 2715.269043 Iteration 11Q: 3 clusters Score -424209.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -424234.500000 Penalty: 2715.269043 Iteration 12Q: 3 clusters Score -424234.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -424263.343750 Penalty: 2715.269043 Iteration 13Q: 3 clusters Score -424263.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -424294.718750 Penalty: 2715.269043 Iteration 14Q: 3 clusters Score -424294.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -424335.468750 Penalty: 2715.269043 Iteration 15Q: 3 clusters Score -424335.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -424377.281250 Penalty: 2715.269043 Iteration 16Q: 3 clusters Score -424377.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -424420.968750 Penalty: 2715.269043 Iteration 17Q: 3 clusters Score -424421 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -424458.656250 Penalty: 2715.269043 Iteration 18Q: 3 clusters Score -424458.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -424502.375000 Penalty: 2715.269043 Iteration 19Q: 3 clusters Score -424502.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -424559.687500 Penalty: 2715.269043 Iteration 20F: 3 clusters Score -424559.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -424611.437500 Penalty: 2715.269043 Iteration 21Q: 3 clusters Score -424611.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -424661.062500 Penalty: 2715.269043 Iteration 22Q: 3 clusters Score -424661.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -424699.843750 Penalty: 2715.269043 Iteration 23Q: 3 clusters Score -424699.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -424730.062500 Penalty: 2715.269043 Iteration 24Q: 3 clusters Score -424730.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -424754.218750 Penalty: 2715.269043 Iteration 25Q: 3 clusters Score -424754.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -424781.406250 Penalty: 2715.269043 Iteration 26Q: 3 clusters Score -424781.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -424815.468750 Penalty: 2715.269043 Iteration 27Q: 3 clusters Score -424815.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -424856.000000 Penalty: 2715.269043 Iteration 28Q: 3 clusters Score -424856 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -424889.437500 Penalty: 2715.269043 Iteration 29Q: 3 clusters Score -424889.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -424921.062500 Penalty: 2715.269043 Iteration 30Q: 3 clusters Score -424921.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -424944.718750 Penalty: 2715.269043 Iteration 31Q: 3 clusters Score -424944.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -424970.968750 Penalty: 2715.269043 Iteration 32Q: 3 clusters Score -424971 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -425000.312500 Penalty: 2715.269043 Iteration 33Q: 3 clusters Score -425000.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -425026.812500 Penalty: 2715.269043 Iteration 34Q: 3 clusters Score -425026.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -425044.125000 Penalty: 2715.269043 Iteration 35Q: 3 clusters Score -425044.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -425063.843750 Penalty: 2715.269043 Iteration 36Q: 3 clusters Score -425063.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -425084.187500 Penalty: 2715.269043 Iteration 37Q: 3 clusters Score -425084.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -425110.875000 Penalty: 2715.269043 Iteration 38Q: 3 clusters Score -425110.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -425139.562500 Penalty: 2715.269043 Iteration 39Q: 3 clusters Score -425139.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -425170.750000 Penalty: 2715.269043 Iteration 40F: 3 clusters Score -425170.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -425200.468750 Penalty: 2715.269043 Iteration 41Q: 3 clusters Score -425200.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -425217.593750 Penalty: 2715.269043 Iteration 42Q: 3 clusters Score -425217.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -425226.406250 Penalty: 2715.269043 Iteration 43Q: 3 clusters Score -425226.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -425232.656250 Penalty: 2715.269043 Iteration 44Q: 3 clusters Score -425232.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -425237.437500 Penalty: 2715.269043 Iteration 45Q: 3 clusters Score -425237.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -425243.250000 Penalty: 2715.269043 Iteration 46Q: 3 clusters Score -425243.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -425248.906250 Penalty: 2715.269043 Iteration 47Q: 3 clusters Score -425248.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -425255.812500 Penalty: 2715.269043 Iteration 48Q: 3 clusters Score -425255.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -425263.500000 Penalty: 2715.269043 Iteration 49Q: 3 clusters Score -425263.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -425267.406250 Penalty: 2715.269043 Iteration 50Q: 3 clusters Score -425267.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -425270.218750 Penalty: 2715.269043 Iteration 51Q: 3 clusters Score -425270.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -425271.187500 Penalty: 2715.269043 Iteration 52Q: 3 clusters Score -425271.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -425274.031250 Penalty: 2715.269043 Iteration 53Q: 3 clusters Score -425274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -425276.187500 Penalty: 2715.269043 Iteration 54Q: 3 clusters Score -425276.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -425277.500000 Penalty: 2715.269043 Iteration 55Q: 3 clusters Score -425277.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -425277.812500 Penalty: 2715.269043 Iteration 56Q: 3 clusters Score -425277.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -425277.812500 Penalty: 2715.269043 Iteration 57F: 3 clusters Score -425277.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1622 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Entering Unmasked Estep Score: -153021.781250 Penalty: 1201.104980 Iteration 0F: 2 clusters Score -153021.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -151145.828125 Penalty: 2402.209961 Iteration 0F: 3 clusters Score -151145.8 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -151574.828125 Penalty: 2402.209961 Iteration 1F: 3 clusters Score -151574.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -151747.734375 Penalty: 2402.209961 Iteration 2F: 3 clusters Score -151747.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -151828.484375 Penalty: 2402.209961 Iteration 3F: 3 clusters Score -151828.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -151875.250000 Penalty: 2402.209961 Iteration 4Q: 3 clusters Score -151875.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -151924.328125 Penalty: 2402.209961 Iteration 5Q: 3 clusters Score -151924.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -151973.578125 Penalty: 2402.209961 Iteration 6Q: 3 clusters Score -151973.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -152009.468750 Penalty: 2402.209961 Iteration 7Q: 3 clusters Score -152009.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -152042.437500 Penalty: 2402.209961 Iteration 8Q: 3 clusters Score -152042.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -152065.343750 Penalty: 2402.209961 Iteration 9Q: 3 clusters Score -152065.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -152073.593750 Penalty: 2402.209961 Iteration 10Q: 3 clusters Score -152073.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -152081.937500 Penalty: 2402.209961 Iteration 11Q: 3 clusters Score -152081.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -152089.187500 Penalty: 2402.209961 Iteration 12Q: 3 clusters Score -152089.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -152094.828125 Penalty: 2402.209961 Iteration 13Q: 3 clusters Score -152094.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -152097.843750 Penalty: 2402.209961 Iteration 14Q: 3 clusters Score -152097.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -152102.875000 Penalty: 2402.209961 Iteration 15Q: 3 clusters Score -152102.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -152105.453125 Penalty: 2402.209961 Iteration 16Q: 3 clusters Score -152105.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -152107.656250 Penalty: 2402.209961 Iteration 17Q: 3 clusters Score -152107.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -152108.906250 Penalty: 2402.209961 Iteration 18Q: 3 clusters Score -152108.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -152108.906250 Penalty: 2402.209961 Iteration 19F: 3 clusters Score -152108.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (12580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12580 members Entering Unmasked Estep Score: -1262143.375000 Penalty: 1533.977783 Iteration 0F: 2 clusters Score -1262143 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -1253384.125000 Penalty: 3067.955566 Iteration 0F: 3 clusters Score -1253384 nChanged 5575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1256400.875000 Penalty: 3067.955566 Iteration 1F: 3 clusters Score -1256401 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -1256806.125000 Penalty: 3067.955566 Iteration 2F: 3 clusters Score -1256806 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -1257238.875000 Penalty: 3067.955566 Iteration 3F: 3 clusters Score -1257239 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -1257724.875000 Penalty: 3067.955566 Iteration 4F: 3 clusters Score -1257725 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -1258225.250000 Penalty: 3067.955566 Iteration 5F: 3 clusters Score -1258225 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -1258653.125000 Penalty: 3067.955566 Iteration 6F: 3 clusters Score -1258653 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -1258994.750000 Penalty: 3067.955566 Iteration 7Q: 3 clusters Score -1258995 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -1259237.625000 Penalty: 3067.955566 Iteration 8Q: 3 clusters Score -1259238 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -1259437.750000 Penalty: 3067.955566 Iteration 9Q: 3 clusters Score -1259438 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -1259589.000000 Penalty: 3067.955566 Iteration 10Q: 3 clusters Score -1259589 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8276 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1259745.625000 Penalty: 3067.955566 Iteration 11Q: 3 clusters Score -1259746 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -1259870.375000 Penalty: 3067.955566 Iteration 12Q: 3 clusters Score -1259870 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1259987.125000 Penalty: 3067.955566 Iteration 13Q: 3 clusters Score -1259987 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -1260104.375000 Penalty: 3067.955566 Iteration 14Q: 3 clusters Score -1260104 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1260199.125000 Penalty: 3067.955566 Iteration 15Q: 3 clusters Score -1260199 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -1260290.500000 Penalty: 3067.955566 Iteration 16Q: 3 clusters Score -1260290 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -1260389.000000 Penalty: 3067.955566 Iteration 17Q: 3 clusters Score -1260389 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -1260469.625000 Penalty: 3067.955566 Iteration 18Q: 3 clusters Score -1260470 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10020 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1260553.250000 Penalty: 3067.955566 Iteration 19Q: 3 clusters Score -1260553 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -1260622.000000 Penalty: 3067.955566 Iteration 20F: 3 clusters Score -1260622 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10342 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -1260680.375000 Penalty: 3067.955566 Iteration 21Q: 3 clusters Score -1260680 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -1260724.125000 Penalty: 3067.955566 Iteration 22Q: 3 clusters Score -1260724 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1260757.875000 Penalty: 3067.955566 Iteration 23Q: 3 clusters Score -1260758 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1260795.625000 Penalty: 3067.955566 Iteration 24Q: 3 clusters Score -1260796 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10768 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -1260833.750000 Penalty: 3067.955566 Iteration 25Q: 3 clusters Score -1260834 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10855 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -1260869.875000 Penalty: 3067.955566 Iteration 26Q: 3 clusters Score -1260870 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -1260901.000000 Penalty: 3067.955566 Iteration 27Q: 3 clusters Score -1260901 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -1260919.625000 Penalty: 3067.955566 Iteration 28Q: 3 clusters Score -1260920 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11056 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -1260948.875000 Penalty: 3067.955566 Iteration 29Q: 3 clusters Score -1260949 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11116 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1260971.125000 Penalty: 3067.955566 Iteration 30Q: 3 clusters Score -1260971 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -1260981.125000 Penalty: 3067.955566 Iteration 31Q: 3 clusters Score -1260981 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11192 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -1260992.375000 Penalty: 3067.955566 Iteration 32Q: 3 clusters Score -1260992 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11216 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1260999.000000 Penalty: 3067.955566 Iteration 33Q: 3 clusters Score -1260999 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11234 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1261003.250000 Penalty: 3067.955566 Iteration 34Q: 3 clusters Score -1261003 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11253 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -1261009.125000 Penalty: 3067.955566 Iteration 35Q: 3 clusters Score -1261009 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1261017.500000 Penalty: 3067.955566 Iteration 36Q: 3 clusters Score -1261018 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -1261019.875000 Penalty: 3067.955566 Iteration 37Q: 3 clusters Score -1261020 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1261027.750000 Penalty: 3067.955566 Iteration 38Q: 3 clusters Score -1261028 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11345 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -1261032.750000 Penalty: 3067.955566 Iteration 39Q: 3 clusters Score -1261033 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1261047.625000 Penalty: 3067.955566 Iteration 40F: 3 clusters Score -1261048 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11392 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -1261052.500000 Penalty: 3067.955566 Iteration 41Q: 3 clusters Score -1261052 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11415 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1261060.125000 Penalty: 3067.955566 Iteration 42Q: 3 clusters Score -1261060 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11441 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -1261066.000000 Penalty: 3067.955566 Iteration 43Q: 3 clusters Score -1261066 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -1261071.750000 Penalty: 3067.955566 Iteration 44Q: 3 clusters Score -1261072 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1261080.625000 Penalty: 3067.955566 Iteration 45Q: 3 clusters Score -1261081 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1261085.375000 Penalty: 3067.955566 Iteration 46Q: 3 clusters Score -1261085 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11505 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -1261091.375000 Penalty: 3067.955566 Iteration 47Q: 3 clusters Score -1261091 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11528 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1261102.000000 Penalty: 3067.955566 Iteration 48Q: 3 clusters Score -1261102 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -1261108.750000 Penalty: 3067.955566 Iteration 49Q: 3 clusters Score -1261109 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -1261112.375000 Penalty: 3067.955566 Iteration 50Q: 3 clusters Score -1261112 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11571 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1261116.250000 Penalty: 3067.955566 Iteration 51Q: 3 clusters Score -1261116 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11580 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -1261121.500000 Penalty: 3067.955566 Iteration 52Q: 3 clusters Score -1261122 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11589 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1261123.750000 Penalty: 3067.955566 Iteration 53Q: 3 clusters Score -1261124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11594 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1261124.250000 Penalty: 3067.955566 Iteration 54Q: 3 clusters Score -1261124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11600 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1261126.375000 Penalty: 3067.955566 Iteration 55Q: 3 clusters Score -1261126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1261127.375000 Penalty: 3067.955566 Iteration 56Q: 3 clusters Score -1261127 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11603 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1261128.625000 Penalty: 3067.955566 Iteration 57Q: 3 clusters Score -1261129 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1261132.375000 Penalty: 3067.955566 Iteration 58Q: 3 clusters Score -1261132 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11610 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1261135.500000 Penalty: 3067.955566 Iteration 59Q: 3 clusters Score -1261136 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11618 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -1261135.125000 Penalty: 3067.955566 Iteration 60F: 3 clusters Score -1261135 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11628 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -1261141.875000 Penalty: 3067.955566 Iteration 61Q: 3 clusters Score -1261142 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -1261143.125000 Penalty: 3067.955566 Iteration 62Q: 3 clusters Score -1261143 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -1261145.875000 Penalty: 3067.955566 Iteration 63Q: 3 clusters Score -1261146 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11654 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1261149.125000 Penalty: 3067.955566 Iteration 64Q: 3 clusters Score -1261149 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11662 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1261152.000000 Penalty: 3067.955566 Iteration 65Q: 3 clusters Score -1261152 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11668 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1261152.875000 Penalty: 3067.955566 Iteration 66Q: 3 clusters Score -1261153 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11674 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -1261156.375000 Penalty: 3067.955566 Iteration 67Q: 3 clusters Score -1261156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11681 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1261156.875000 Penalty: 3067.955566 Iteration 68Q: 3 clusters Score -1261157 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11686 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -1261159.000000 Penalty: 3067.955566 Iteration 69Q: 3 clusters Score -1261159 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11690 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1261163.250000 Penalty: 3067.955566 Iteration 70Q: 3 clusters Score -1261163 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11695 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1261165.250000 Penalty: 3067.955566 Iteration 71Q: 3 clusters Score -1261165 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11698 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1261164.000000 Penalty: 3067.955566 Iteration 72Q: 3 clusters Score -1261164 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1261168.500000 Penalty: 3067.955566 Iteration 73Q: 3 clusters Score -1261168 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -1261172.875000 Penalty: 3067.955566 Iteration 74Q: 3 clusters Score -1261173 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11717 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1261175.750000 Penalty: 3067.955566 Iteration 75Q: 3 clusters Score -1261176 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1261175.125000 Penalty: 3067.955566 Iteration 76Q: 3 clusters Score -1261175 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11724 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1261175.750000 Penalty: 3067.955566 Iteration 77Q: 3 clusters Score -1261176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -1261177.750000 Penalty: 3067.955566 Iteration 78Q: 3 clusters Score -1261178 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11729 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1261179.750000 Penalty: 3067.955566 Iteration 79Q: 3 clusters Score -1261180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11729 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1261178.625000 Penalty: 3067.955566 Iteration 80F: 3 clusters Score -1261179 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11730 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1261179.375000 Penalty: 3067.955566 Iteration 81Q: 3 clusters Score -1261179 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11734 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -1261181.125000 Penalty: 3067.955566 Iteration 82Q: 3 clusters Score -1261181 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11735 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1261180.125000 Penalty: 3067.955566 Iteration 83Q: 3 clusters Score -1261180 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11736 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1261183.250000 Penalty: 3067.955566 Iteration 84Q: 3 clusters Score -1261183 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1261183.625000 Penalty: 3067.955566 Iteration 85Q: 3 clusters Score -1261184 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1261183.625000 Penalty: 3067.955566 Iteration 86F: 3 clusters Score -1261184 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (79078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79078 members Entering Unmasked Estep Score: -7769293.500000 Penalty: 1832.705811 Iteration 0F: 2 clusters Score -7769294 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39595 members Mstep: Class 2 contains 39483 members Entering Unmasked Estep Score: -7716540.500000 Penalty: 3665.411621 Iteration 0F: 3 clusters Score -7716540 nChanged 37624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39139 members Mstep: Class 2 contains 39939 members Entering Unmasked Estep Score: -7738534.500000 Penalty: 3665.411621 Iteration 1F: 3 clusters Score -7738534 nChanged 3031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38972 members Mstep: Class 2 contains 40106 members Entering Unmasked Estep Score: -7739485.000000 Penalty: 3665.411621 Iteration 2Q: 3 clusters Score -7739485 nChanged 3209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38807 members Mstep: Class 2 contains 40271 members Entering Unmasked Estep Score: -7740659.500000 Penalty: 3665.411621 Iteration 3Q: 3 clusters Score -7740660 nChanged 3707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38656 members Mstep: Class 2 contains 40422 members Entering Unmasked Estep Score: -7742362.000000 Penalty: 3665.411621 Iteration 4Q: 3 clusters Score -7742362 nChanged 4181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38701 members Mstep: Class 2 contains 40377 members Entering Unmasked Estep Score: -7744507.000000 Penalty: 3665.411621 Iteration 5F: 3 clusters Score -7744507 nChanged 4607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38942 members Mstep: Class 2 contains 40136 members Entering Unmasked Estep Score: -7747263.500000 Penalty: 3665.411621 Iteration 6F: 3 clusters Score -7747264 nChanged 4882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39510 members Mstep: Class 2 contains 39568 members Entering Unmasked Estep Score: -7750552.000000 Penalty: 3665.411621 Iteration 7F: 3 clusters Score -7750552 nChanged 4807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40365 members Mstep: Class 2 contains 38713 members Entering Unmasked Estep Score: -7753669.000000 Penalty: 3665.411621 Iteration 8F: 3 clusters Score -7753669 nChanged 3941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41392 members Mstep: Class 2 contains 37686 members Entering Unmasked Estep Score: -7755702.500000 Penalty: 3665.411621 Iteration 9Q: 3 clusters Score -7755702 nChanged 2848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42368 members Mstep: Class 2 contains 36710 members Entering Unmasked Estep Score: -7756701.000000 Penalty: 3665.411621 Iteration 10Q: 3 clusters Score -7756701 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43284 members Mstep: Class 2 contains 35794 members Entering Unmasked Estep Score: -7757245.000000 Penalty: 3665.411621 Iteration 11Q: 3 clusters Score -7757245 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44135 members Mstep: Class 2 contains 34943 members Entering Unmasked Estep Score: -7757535.500000 Penalty: 3665.411621 Iteration 12Q: 3 clusters Score -7757536 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44889 members Mstep: Class 2 contains 34189 members Entering Unmasked Estep Score: -7757853.500000 Penalty: 3665.411621 Iteration 13Q: 3 clusters Score -7757854 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45617 members Mstep: Class 2 contains 33461 members Entering Unmasked Estep Score: -7758083.000000 Penalty: 3665.411621 Iteration 14Q: 3 clusters Score -7758083 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46385 members Mstep: Class 2 contains 32693 members Entering Unmasked Estep Score: -7758261.500000 Penalty: 3665.411621 Iteration 15Q: 3 clusters Score -7758262 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47136 members Mstep: Class 2 contains 31942 members Entering Unmasked Estep Score: -7758432.000000 Penalty: 3665.411621 Iteration 16Q: 3 clusters Score -7758432 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47924 members Mstep: Class 2 contains 31154 members Entering Unmasked Estep Score: -7758615.500000 Penalty: 3665.411621 Iteration 17Q: 3 clusters Score -7758616 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48720 members Mstep: Class 2 contains 30358 members Entering Unmasked Estep Score: -7758762.500000 Penalty: 3665.411621 Iteration 18Q: 3 clusters Score -7758762 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49545 members Mstep: Class 2 contains 29533 members Entering Unmasked Estep Score: -7758984.000000 Penalty: 3665.411621 Iteration 19Q: 3 clusters Score -7758984 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50427 members Mstep: Class 2 contains 28651 members Entering Unmasked Estep Score: -7759239.500000 Penalty: 3665.411621 Iteration 20F: 3 clusters Score -7759240 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51329 members Mstep: Class 2 contains 27749 members Entering Unmasked Estep Score: -7759483.000000 Penalty: 3665.411621 Iteration 21Q: 3 clusters Score -7759483 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52228 members Mstep: Class 2 contains 26850 members Entering Unmasked Estep Score: -7759709.500000 Penalty: 3665.411621 Iteration 22Q: 3 clusters Score -7759710 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53150 members Mstep: Class 2 contains 25928 members Entering Unmasked Estep Score: -7759957.500000 Penalty: 3665.411621 Iteration 23Q: 3 clusters Score -7759958 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54097 members Mstep: Class 2 contains 24981 members Entering Unmasked Estep Score: -7760196.500000 Penalty: 3665.411621 Iteration 24Q: 3 clusters Score -7760196 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55102 members Mstep: Class 2 contains 23976 members Entering Unmasked Estep Score: -7760475.500000 Penalty: 3665.411621 Iteration 25Q: 3 clusters Score -7760476 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56132 members Mstep: Class 2 contains 22946 members Entering Unmasked Estep Score: -7760748.500000 Penalty: 3665.411621 Iteration 26Q: 3 clusters Score -7760748 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57211 members Mstep: Class 2 contains 21867 members Entering Unmasked Estep Score: -7761103.000000 Penalty: 3665.411621 Iteration 27Q: 3 clusters Score -7761103 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58272 members Mstep: Class 2 contains 20806 members Entering Unmasked Estep Score: -7761387.000000 Penalty: 3665.411621 Iteration 28Q: 3 clusters Score -7761387 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59386 members Mstep: Class 2 contains 19692 members Entering Unmasked Estep Score: -7761723.000000 Penalty: 3665.411621 Iteration 29Q: 3 clusters Score -7761723 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60483 members Mstep: Class 2 contains 18595 members Entering Unmasked Estep Score: -7762032.500000 Penalty: 3665.411621 Iteration 30Q: 3 clusters Score -7762032 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61579 members Mstep: Class 2 contains 17499 members Entering Unmasked Estep Score: -7762351.000000 Penalty: 3665.411621 Iteration 31Q: 3 clusters Score -7762351 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62668 members Mstep: Class 2 contains 16410 members Entering Unmasked Estep Score: -7762684.500000 Penalty: 3665.411621 Iteration 32Q: 3 clusters Score -7762684 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63743 members Mstep: Class 2 contains 15335 members Entering Unmasked Estep Score: -7762995.500000 Penalty: 3665.411621 Iteration 33Q: 3 clusters Score -7762996 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64821 members Mstep: Class 2 contains 14257 members Entering Unmasked Estep Score: -7763307.000000 Penalty: 3665.411621 Iteration 34Q: 3 clusters Score -7763307 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65879 members Mstep: Class 2 contains 13199 members Entering Unmasked Estep Score: -7763633.000000 Penalty: 3665.411621 Iteration 35Q: 3 clusters Score -7763633 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66943 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -7764047.000000 Penalty: 3665.411621 Iteration 36Q: 3 clusters Score -7764047 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68005 members Mstep: Class 2 contains 11073 members Entering Unmasked Estep Score: -7764451.000000 Penalty: 3665.411621 Iteration 37Q: 3 clusters Score -7764451 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69027 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -7764811.500000 Penalty: 3665.411621 Iteration 38Q: 3 clusters Score -7764812 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70029 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -7765239.000000 Penalty: 3665.411621 Iteration 39Q: 3 clusters Score -7765239 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70954 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -7765631.000000 Penalty: 3665.411621 Iteration 40F: 3 clusters Score -7765631 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71834 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -7766060.500000 Penalty: 3665.411621 Iteration 41Q: 3 clusters Score -7766060 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72668 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -7766440.500000 Penalty: 3665.411621 Iteration 42Q: 3 clusters Score -7766440 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73394 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -7766784.000000 Penalty: 3665.411621 Iteration 43Q: 3 clusters Score -7766784 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74048 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -7767102.000000 Penalty: 3665.411621 Iteration 44Q: 3 clusters Score -7767102 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74653 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -7767418.000000 Penalty: 3665.411621 Iteration 45Q: 3 clusters Score -7767418 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75163 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -7767726.500000 Penalty: 3665.411621 Iteration 46Q: 3 clusters Score -7767726 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75582 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -7767993.500000 Penalty: 3665.411621 Iteration 47Q: 3 clusters Score -7767994 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75916 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -7768219.000000 Penalty: 3665.411621 Iteration 48Q: 3 clusters Score -7768219 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76194 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -7768396.500000 Penalty: 3665.411621 Iteration 49Q: 3 clusters Score -7768396 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76378 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -7768538.000000 Penalty: 3665.411621 Iteration 50Q: 3 clusters Score -7768538 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76533 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -7768622.500000 Penalty: 3665.411621 Iteration 51Q: 3 clusters Score -7768622 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76660 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -7768693.000000 Penalty: 3665.411621 Iteration 52Q: 3 clusters Score -7768693 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76773 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -7768770.500000 Penalty: 3665.411621 Iteration 53Q: 3 clusters Score -7768770 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76874 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -7768872.500000 Penalty: 3665.411621 Iteration 54Q: 3 clusters Score -7768872 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76960 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -7768963.500000 Penalty: 3665.411621 Iteration 55Q: 3 clusters Score -7768964 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77038 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -7769077.500000 Penalty: 3665.411621 Iteration 56Q: 3 clusters Score -7769078 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77087 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -7769161.000000 Penalty: 3665.411621 Iteration 57Q: 3 clusters Score -7769161 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77118 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -7769246.000000 Penalty: 3665.411621 Iteration 58Q: 3 clusters Score -7769246 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77130 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -7769326.500000 Penalty: 3665.411621 Iteration 59Q: 3 clusters Score -7769326 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77148 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -7769394.000000 Penalty: 3665.411621 Iteration 60F: 3 clusters Score -7769394 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77150 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -7769418.500000 Penalty: 3665.411621 Iteration 61Q: 3 clusters Score -7769418 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77139 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -7769420.000000 Penalty: 3665.411621 Iteration 62Q: 3 clusters Score -7769420 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77124 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -7769429.000000 Penalty: 3665.411621 Iteration 63Q: 3 clusters Score -7769429 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77119 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -7769425.000000 Penalty: 3665.411621 Iteration 64Q: 3 clusters Score -7769425 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77115 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -7769429.500000 Penalty: 3665.411621 Iteration 65Q: 3 clusters Score -7769430 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77117 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -7769436.500000 Penalty: 3665.411621 Iteration 66Q: 3 clusters Score -7769436 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77115 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -7769437.500000 Penalty: 3665.411621 Iteration 67Q: 3 clusters Score -7769438 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77115 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -7769435.000000 Penalty: 3665.411621 Iteration 68Q: 3 clusters Score -7769435 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77115 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -7769429.500000 Penalty: 3665.411621 Iteration 69Q: 3 clusters Score -7769430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77112 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -7769435.000000 Penalty: 3665.411621 Iteration 70Q: 3 clusters Score -7769435 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77111 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -7769437.500000 Penalty: 3665.411621 Iteration 71Q: 3 clusters Score -7769438 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77110 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -7769439.500000 Penalty: 3665.411621 Iteration 72Q: 3 clusters Score -7769440 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77108 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -7769435.000000 Penalty: 3665.411621 Iteration 73Q: 3 clusters Score -7769435 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77108 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -7769435.000000 Penalty: 3665.411621 Iteration 74F: 3 clusters Score -7769435 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 18284 members Mstep: Class 3 contains 2376 members Mstep: Class 4 contains 17603 members Mstep: Class 5 contains 760 members Mstep: Class 6 contains 5856 members Mstep: Class 7 contains 12912 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 4250 members Mstep: Class 10 contains 1622 members Mstep: Class 11 contains 12580 members Mstep: Class 12 contains 77108 members Mstep: Class 13 contains 4455 members Mstep: Class 14 contains 557 members Mstep: Class 15 contains 34200 members Mstep: Class 16 contains 656 members Mstep: Class 17 contains 4655 members Mstep: Class 18 contains 1748 members Mstep: Class 19 contains 3897 members Mstep: Class 20 contains 2558 members Mstep: Class 21 contains 17231 members Mstep: Class 22 contains 3307 members Entering Unmasked Estep Score: -22249010.000000 Penalty: 44156.183594 Splitting cluster 12 changes total score from -22248460.000000 to -22249010.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 13 (4455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Entering Unmasked Estep Score: -424690.937500 Penalty: 1365.289551 Iteration 0F: 2 clusters Score -424690.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -421161.625000 Penalty: 2730.579102 Iteration 0F: 3 clusters Score -421161.6 nChanged 1762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -422585.781250 Penalty: 2730.579102 Iteration 1F: 3 clusters Score -422585.8 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -423392.781250 Penalty: 2730.579102 Iteration 2F: 3 clusters Score -423392.8 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -424201.937500 Penalty: 2730.579102 Iteration 3F: 3 clusters Score -424201.9 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -425094.656250 Penalty: 2730.579102 Iteration 4F: 3 clusters Score -425094.7 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -425792.875000 Penalty: 2730.579102 Iteration 5F: 3 clusters Score -425792.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -426136.250000 Penalty: 2730.579102 Iteration 6F: 3 clusters Score -426136.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -426268.531250 Penalty: 2730.579102 Iteration 7Q: 3 clusters Score -426268.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -426358.750000 Penalty: 2730.579102 Iteration 8Q: 3 clusters Score -426358.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -426425.062500 Penalty: 2730.579102 Iteration 9Q: 3 clusters Score -426425.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -426480.031250 Penalty: 2730.579102 Iteration 10Q: 3 clusters Score -426480 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -426516.343750 Penalty: 2730.579102 Iteration 11Q: 3 clusters Score -426516.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -426532.468750 Penalty: 2730.579102 Iteration 12Q: 3 clusters Score -426532.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -426539.343750 Penalty: 2730.579102 Iteration 13Q: 3 clusters Score -426539.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -426542.906250 Penalty: 2730.579102 Iteration 14Q: 3 clusters Score -426542.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -426545.562500 Penalty: 2730.579102 Iteration 15Q: 3 clusters Score -426545.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -426547.500000 Penalty: 2730.579102 Iteration 16Q: 3 clusters Score -426547.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -426548.781250 Penalty: 2730.579102 Iteration 17Q: 3 clusters Score -426548.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -426550.750000 Penalty: 2730.579102 Iteration 18Q: 3 clusters Score -426550.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -426550.750000 Penalty: 2730.579102 Iteration 19F: 3 clusters Score -426550.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 18284 members Mstep: Class 3 contains 2376 members Mstep: Class 4 contains 17603 members Mstep: Class 5 contains 760 members Mstep: Class 6 contains 5856 members Mstep: Class 7 contains 12912 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 4250 members Mstep: Class 10 contains 1622 members Mstep: Class 11 contains 12580 members Mstep: Class 12 contains 77108 members Mstep: Class 13 contains 3275 members Mstep: Class 14 contains 557 members Mstep: Class 15 contains 34200 members Mstep: Class 16 contains 656 members Mstep: Class 17 contains 4655 members Mstep: Class 18 contains 1748 members Mstep: Class 19 contains 3897 members Mstep: Class 20 contains 2558 members Mstep: Class 21 contains 17231 members Mstep: Class 22 contains 3307 members Mstep: Class 23 contains 1180 members Entering Unmasked Estep Score: -22250218.000000 Penalty: 46163.285156 Splitting cluster 13 changes total score from -22248460.000000 to -22250218.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 14 (557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Entering Unmasked Estep Score: -47038.226562 Penalty: 1027.416870 Iteration 0F: 2 clusters Score -47038.23 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 274 members Entering Unmasked Estep Score: -46006.730469 Penalty: 2054.833740 Iteration 0F: 3 clusters Score -46006.73 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -46239.511719 Penalty: 2054.833740 Iteration 1F: 3 clusters Score -46239.51 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -46333.238281 Penalty: 2054.833740 Iteration 2F: 3 clusters Score -46333.24 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -46431.128906 Penalty: 2054.833740 Iteration 3F: 3 clusters Score -46431.13 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -46516.996094 Penalty: 2054.833740 Iteration 4F: 3 clusters Score -46517 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -46596.097656 Penalty: 2054.833740 Iteration 5F: 3 clusters Score -46596.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -46661.222656 Penalty: 2054.833740 Iteration 6F: 3 clusters Score -46661.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -46704.714844 Penalty: 2054.833740 Iteration 7Q: 3 clusters Score -46704.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -46718.234375 Penalty: 2054.833740 Iteration 8Q: 3 clusters Score -46718.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -46724.214844 Penalty: 2054.833740 Iteration 9Q: 3 clusters Score -46724.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -46730.523438 Penalty: 2054.833740 Iteration 10Q: 3 clusters Score -46730.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -46736.386719 Penalty: 2054.833740 Iteration 11Q: 3 clusters Score -46736.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -46737.808594 Penalty: 2054.833740 Iteration 12Q: 3 clusters Score -46737.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -46740.207031 Penalty: 2054.833740 Iteration 13Q: 3 clusters Score -46740.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -46745.843750 Penalty: 2054.833740 Iteration 14Q: 3 clusters Score -46745.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -46752.070312 Penalty: 2054.833740 Iteration 15Q: 3 clusters Score -46752.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -46754.648438 Penalty: 2054.833740 Iteration 16Q: 3 clusters Score -46754.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -46757.109375 Penalty: 2054.833740 Iteration 17Q: 3 clusters Score -46757.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -46762.582031 Penalty: 2054.833740 Iteration 18Q: 3 clusters Score -46762.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -46763.082031 Penalty: 2054.833740 Iteration 19F: 3 clusters Score -46763.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -46768.425781 Penalty: 2054.833740 Iteration 20F: 3 clusters Score -46768.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -46804.660156 Penalty: 2054.833740 Iteration 21Q: 3 clusters Score -46804.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -46896.496094 Penalty: 2054.833740 Iteration 22Q: 3 clusters Score -46896.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -46958.312500 Penalty: 2054.833740 Iteration 23Q: 3 clusters Score -46958.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -46973.070312 Penalty: 2054.833740 Iteration 24Q: 3 clusters Score -46973.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -46978.023438 Penalty: 2054.833740 Iteration 25Q: 3 clusters Score -46978.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -46981.808594 Penalty: 2054.833740 Iteration 26Q: 3 clusters Score -46981.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -46982.910156 Penalty: 2054.833740 Iteration 27Q: 3 clusters Score -46982.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -46988.019531 Penalty: 2054.833740 Iteration 28Q: 3 clusters Score -46988.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -46989.507812 Penalty: 2054.833740 Iteration 29Q: 3 clusters Score -46989.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -46989.507812 Penalty: 2054.833740 Iteration 30F: 3 clusters Score -46989.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (34200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34200 members Entering Unmasked Estep Score: -3367250.500000 Penalty: 1696.496826 Iteration 0F: 2 clusters Score -3367250 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17149 members Mstep: Class 2 contains 17051 members Entering Unmasked Estep Score: -3344290.750000 Penalty: 3392.993652 Iteration 0F: 3 clusters Score -3344291 nChanged 15880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17487 members Mstep: Class 2 contains 16713 members Entering Unmasked Estep Score: -3353174.250000 Penalty: 3392.993652 Iteration 1F: 3 clusters Score -3353174 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17701 members Mstep: Class 2 contains 16499 members Entering Unmasked Estep Score: -3353771.750000 Penalty: 3392.993652 Iteration 2Q: 3 clusters Score -3353772 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18034 members Mstep: Class 2 contains 16166 members Entering Unmasked Estep Score: -3354491.750000 Penalty: 3392.993652 Iteration 3Q: 3 clusters Score -3354492 nChanged 1732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18456 members Mstep: Class 2 contains 15744 members Entering Unmasked Estep Score: -3355427.000000 Penalty: 3392.993652 Iteration 4F: 3 clusters Score -3355427 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19015 members Mstep: Class 2 contains 15185 members Entering Unmasked Estep Score: -3356622.750000 Penalty: 3392.993652 Iteration 5F: 3 clusters Score -3356623 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19645 members Mstep: Class 2 contains 14555 members Entering Unmasked Estep Score: -3358196.500000 Penalty: 3392.993652 Iteration 6F: 3 clusters Score -3358196 nChanged 2214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20247 members Mstep: Class 2 contains 13953 members Entering Unmasked Estep Score: -3360038.250000 Penalty: 3392.993652 Iteration 7F: 3 clusters Score -3360038 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20757 members Mstep: Class 2 contains 13443 members Entering Unmasked Estep Score: -3361702.000000 Penalty: 3392.993652 Iteration 8F: 3 clusters Score -3361702 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21110 members Mstep: Class 2 contains 13090 members Entering Unmasked Estep Score: -3362743.000000 Penalty: 3392.993652 Iteration 9F: 3 clusters Score -3362743 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21369 members Mstep: Class 2 contains 12831 members Entering Unmasked Estep Score: -3363250.000000 Penalty: 3392.993652 Iteration 10Q: 3 clusters Score -3363250 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21551 members Mstep: Class 2 contains 12649 members Entering Unmasked Estep Score: -3363456.250000 Penalty: 3392.993652 Iteration 11Q: 3 clusters Score -3363456 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21639 members Mstep: Class 2 contains 12561 members Entering Unmasked Estep Score: -3363576.250000 Penalty: 3392.993652 Iteration 12Q: 3 clusters Score -3363576 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21735 members Mstep: Class 2 contains 12465 members Entering Unmasked Estep Score: -3363670.250000 Penalty: 3392.993652 Iteration 13Q: 3 clusters Score -3363670 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21812 members Mstep: Class 2 contains 12388 members Entering Unmasked Estep Score: -3363748.000000 Penalty: 3392.993652 Iteration 14Q: 3 clusters Score -3363748 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21852 members Mstep: Class 2 contains 12348 members Entering Unmasked Estep Score: -3363822.500000 Penalty: 3392.993652 Iteration 15Q: 3 clusters Score -3363822 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21875 members Mstep: Class 2 contains 12325 members Entering Unmasked Estep Score: -3363862.000000 Penalty: 3392.993652 Iteration 16Q: 3 clusters Score -3363862 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21900 members Mstep: Class 2 contains 12300 members Entering Unmasked Estep Score: -3363918.000000 Penalty: 3392.993652 Iteration 17Q: 3 clusters Score -3363918 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21909 members Mstep: Class 2 contains 12291 members Entering Unmasked Estep Score: -3363967.500000 Penalty: 3392.993652 Iteration 18Q: 3 clusters Score -3363968 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21906 members Mstep: Class 2 contains 12294 members Entering Unmasked Estep Score: -3363991.250000 Penalty: 3392.993652 Iteration 19Q: 3 clusters Score -3363991 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21911 members Mstep: Class 2 contains 12289 members Entering Unmasked Estep Score: -3364046.750000 Penalty: 3392.993652 Iteration 20F: 3 clusters Score -3364047 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21885 members Mstep: Class 2 contains 12315 members Entering Unmasked Estep Score: -3364081.250000 Penalty: 3392.993652 Iteration 21Q: 3 clusters Score -3364081 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21822 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -3364127.000000 Penalty: 3392.993652 Iteration 22Q: 3 clusters Score -3364127 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21735 members Mstep: Class 2 contains 12465 members Entering Unmasked Estep Score: -3364159.250000 Penalty: 3392.993652 Iteration 23Q: 3 clusters Score -3364159 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21632 members Mstep: Class 2 contains 12568 members Entering Unmasked Estep Score: -3364191.500000 Penalty: 3392.993652 Iteration 24Q: 3 clusters Score -3364192 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21506 members Mstep: Class 2 contains 12694 members Entering Unmasked Estep Score: -3364226.000000 Penalty: 3392.993652 Iteration 25Q: 3 clusters Score -3364226 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21373 members Mstep: Class 2 contains 12827 members Entering Unmasked Estep Score: -3364263.500000 Penalty: 3392.993652 Iteration 26Q: 3 clusters Score -3364264 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21231 members Mstep: Class 2 contains 12969 members Entering Unmasked Estep Score: -3364303.000000 Penalty: 3392.993652 Iteration 27Q: 3 clusters Score -3364303 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21077 members Mstep: Class 2 contains 13123 members Entering Unmasked Estep Score: -3364336.000000 Penalty: 3392.993652 Iteration 28Q: 3 clusters Score -3364336 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20904 members Mstep: Class 2 contains 13296 members Entering Unmasked Estep Score: -3364371.000000 Penalty: 3392.993652 Iteration 29Q: 3 clusters Score -3364371 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20716 members Mstep: Class 2 contains 13484 members Entering Unmasked Estep Score: -3364417.500000 Penalty: 3392.993652 Iteration 30Q: 3 clusters Score -3364418 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20520 members Mstep: Class 2 contains 13680 members Entering Unmasked Estep Score: -3364471.250000 Penalty: 3392.993652 Iteration 31Q: 3 clusters Score -3364471 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20317 members Mstep: Class 2 contains 13883 members Entering Unmasked Estep Score: -3364508.500000 Penalty: 3392.993652 Iteration 32Q: 3 clusters Score -3364508 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20080 members Mstep: Class 2 contains 14120 members Entering Unmasked Estep Score: -3364592.250000 Penalty: 3392.993652 Iteration 33Q: 3 clusters Score -3364592 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19835 members Mstep: Class 2 contains 14365 members Entering Unmasked Estep Score: -3364647.750000 Penalty: 3392.993652 Iteration 34Q: 3 clusters Score -3364648 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19590 members Mstep: Class 2 contains 14610 members Entering Unmasked Estep Score: -3364711.000000 Penalty: 3392.993652 Iteration 35Q: 3 clusters Score -3364711 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19340 members Mstep: Class 2 contains 14860 members Entering Unmasked Estep Score: -3364776.750000 Penalty: 3392.993652 Iteration 36Q: 3 clusters Score -3364777 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19071 members Mstep: Class 2 contains 15129 members Entering Unmasked Estep Score: -3364827.250000 Penalty: 3392.993652 Iteration 37Q: 3 clusters Score -3364827 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18801 members Mstep: Class 2 contains 15399 members Entering Unmasked Estep Score: -3364902.000000 Penalty: 3392.993652 Iteration 38Q: 3 clusters Score -3364902 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18562 members Mstep: Class 2 contains 15638 members Entering Unmasked Estep Score: -3364949.500000 Penalty: 3392.993652 Iteration 39Q: 3 clusters Score -3364950 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18312 members Mstep: Class 2 contains 15888 members Entering Unmasked Estep Score: -3364995.250000 Penalty: 3392.993652 Iteration 40F: 3 clusters Score -3364995 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18056 members Mstep: Class 2 contains 16144 members Entering Unmasked Estep Score: -3365050.500000 Penalty: 3392.993652 Iteration 41Q: 3 clusters Score -3365050 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17804 members Mstep: Class 2 contains 16396 members Entering Unmasked Estep Score: -3365124.000000 Penalty: 3392.993652 Iteration 42Q: 3 clusters Score -3365124 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17556 members Mstep: Class 2 contains 16644 members Entering Unmasked Estep Score: -3365149.000000 Penalty: 3392.993652 Iteration 43Q: 3 clusters Score -3365149 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17302 members Mstep: Class 2 contains 16898 members Entering Unmasked Estep Score: -3365191.250000 Penalty: 3392.993652 Iteration 44Q: 3 clusters Score -3365191 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17052 members Mstep: Class 2 contains 17148 members Entering Unmasked Estep Score: -3365236.500000 Penalty: 3392.993652 Iteration 45Q: 3 clusters Score -3365236 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16833 members Mstep: Class 2 contains 17367 members Entering Unmasked Estep Score: -3365278.000000 Penalty: 3392.993652 Iteration 46Q: 3 clusters Score -3365278 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16628 members Mstep: Class 2 contains 17572 members Entering Unmasked Estep Score: -3365310.750000 Penalty: 3392.993652 Iteration 47Q: 3 clusters Score -3365311 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16405 members Mstep: Class 2 contains 17795 members Entering Unmasked Estep Score: -3365341.500000 Penalty: 3392.993652 Iteration 48Q: 3 clusters Score -3365342 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16193 members Mstep: Class 2 contains 18007 members Entering Unmasked Estep Score: -3365377.750000 Penalty: 3392.993652 Iteration 49Q: 3 clusters Score -3365378 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15998 members Mstep: Class 2 contains 18202 members Entering Unmasked Estep Score: -3365410.250000 Penalty: 3392.993652 Iteration 50Q: 3 clusters Score -3365410 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15802 members Mstep: Class 2 contains 18398 members Entering Unmasked Estep Score: -3365437.000000 Penalty: 3392.993652 Iteration 51Q: 3 clusters Score -3365437 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15593 members Mstep: Class 2 contains 18607 members Entering Unmasked Estep Score: -3365471.500000 Penalty: 3392.993652 Iteration 52Q: 3 clusters Score -3365472 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15408 members Mstep: Class 2 contains 18792 members Entering Unmasked Estep Score: -3365484.250000 Penalty: 3392.993652 Iteration 53Q: 3 clusters Score -3365484 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15242 members Mstep: Class 2 contains 18958 members Entering Unmasked Estep Score: -3365506.250000 Penalty: 3392.993652 Iteration 54Q: 3 clusters Score -3365506 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15063 members Mstep: Class 2 contains 19137 members Entering Unmasked Estep Score: -3365536.750000 Penalty: 3392.993652 Iteration 55Q: 3 clusters Score -3365537 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14886 members Mstep: Class 2 contains 19314 members Entering Unmasked Estep Score: -3365551.500000 Penalty: 3392.993652 Iteration 56Q: 3 clusters Score -3365552 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14731 members Mstep: Class 2 contains 19469 members Entering Unmasked Estep Score: -3365574.500000 Penalty: 3392.993652 Iteration 57Q: 3 clusters Score -3365574 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14597 members Mstep: Class 2 contains 19603 members Entering Unmasked Estep Score: -3365578.750000 Penalty: 3392.993652 Iteration 58Q: 3 clusters Score -3365579 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14464 members Mstep: Class 2 contains 19736 members Entering Unmasked Estep Score: -3365594.750000 Penalty: 3392.993652 Iteration 59Q: 3 clusters Score -3365595 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14336 members Mstep: Class 2 contains 19864 members Entering Unmasked Estep Score: -3365611.250000 Penalty: 3392.993652 Iteration 60F: 3 clusters Score -3365611 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14211 members Mstep: Class 2 contains 19989 members Entering Unmasked Estep Score: -3365627.500000 Penalty: 3392.993652 Iteration 61Q: 3 clusters Score -3365628 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14069 members Mstep: Class 2 contains 20131 members Entering Unmasked Estep Score: -3365637.000000 Penalty: 3392.993652 Iteration 62Q: 3 clusters Score -3365637 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13938 members Mstep: Class 2 contains 20262 members Entering Unmasked Estep Score: -3365649.000000 Penalty: 3392.993652 Iteration 63Q: 3 clusters Score -3365649 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13809 members Mstep: Class 2 contains 20391 members Entering Unmasked Estep Score: -3365651.750000 Penalty: 3392.993652 Iteration 64Q: 3 clusters Score -3365652 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13681 members Mstep: Class 2 contains 20519 members Entering Unmasked Estep Score: -3365667.750000 Penalty: 3392.993652 Iteration 65Q: 3 clusters Score -3365668 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13557 members Mstep: Class 2 contains 20643 members Entering Unmasked Estep Score: -3365691.250000 Penalty: 3392.993652 Iteration 66Q: 3 clusters Score -3365691 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13416 members Mstep: Class 2 contains 20784 members Entering Unmasked Estep Score: -3365710.250000 Penalty: 3392.993652 Iteration 67Q: 3 clusters Score -3365710 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13281 members Mstep: Class 2 contains 20919 members Entering Unmasked Estep Score: -3365723.500000 Penalty: 3392.993652 Iteration 68Q: 3 clusters Score -3365724 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13153 members Mstep: Class 2 contains 21047 members Entering Unmasked Estep Score: -3365731.250000 Penalty: 3392.993652 Iteration 69Q: 3 clusters Score -3365731 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13026 members Mstep: Class 2 contains 21174 members Entering Unmasked Estep Score: -3365741.250000 Penalty: 3392.993652 Iteration 70Q: 3 clusters Score -3365741 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12930 members Mstep: Class 2 contains 21270 members Entering Unmasked Estep Score: -3365753.500000 Penalty: 3392.993652 Iteration 71Q: 3 clusters Score -3365754 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12832 members Mstep: Class 2 contains 21368 members Entering Unmasked Estep Score: -3365754.500000 Penalty: 3392.993652 Iteration 72Q: 3 clusters Score -3365754 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12740 members Mstep: Class 2 contains 21460 members Entering Unmasked Estep Score: -3365765.500000 Penalty: 3392.993652 Iteration 73Q: 3 clusters Score -3365766 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12650 members Mstep: Class 2 contains 21550 members Entering Unmasked Estep Score: -3365771.250000 Penalty: 3392.993652 Iteration 74Q: 3 clusters Score -3365771 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 21625 members Entering Unmasked Estep Score: -3365780.250000 Penalty: 3392.993652 Iteration 75Q: 3 clusters Score -3365780 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12503 members Mstep: Class 2 contains 21697 members Entering Unmasked Estep Score: -3365775.750000 Penalty: 3392.993652 Iteration 76Q: 3 clusters Score -3365776 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12430 members Mstep: Class 2 contains 21770 members Entering Unmasked Estep Score: -3365783.500000 Penalty: 3392.993652 Iteration 77Q: 3 clusters Score -3365784 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12352 members Mstep: Class 2 contains 21848 members Entering Unmasked Estep Score: -3365790.000000 Penalty: 3392.993652 Iteration 78Q: 3 clusters Score -3365790 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12279 members Mstep: Class 2 contains 21921 members Entering Unmasked Estep Score: -3365788.500000 Penalty: 3392.993652 Iteration 79Q: 3 clusters Score -3365788 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 21998 members Entering Unmasked Estep Score: -3365794.750000 Penalty: 3392.993652 Iteration 80F: 3 clusters Score -3365795 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12119 members Mstep: Class 2 contains 22081 members Entering Unmasked Estep Score: -3365806.750000 Penalty: 3392.993652 Iteration 81Q: 3 clusters Score -3365807 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 22157 members Entering Unmasked Estep Score: -3365815.250000 Penalty: 3392.993652 Iteration 82Q: 3 clusters Score -3365815 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 22210 members Entering Unmasked Estep Score: -3365805.000000 Penalty: 3392.993652 Iteration 83Q: 3 clusters Score -3365805 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 22253 members Entering Unmasked Estep Score: -3365823.000000 Penalty: 3392.993652 Iteration 84Q: 3 clusters Score -3365823 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11903 members Mstep: Class 2 contains 22297 members Entering Unmasked Estep Score: -3365828.000000 Penalty: 3392.993652 Iteration 85Q: 3 clusters Score -3365828 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11870 members Mstep: Class 2 contains 22330 members Entering Unmasked Estep Score: -3365830.000000 Penalty: 3392.993652 Iteration 86Q: 3 clusters Score -3365830 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11841 members Mstep: Class 2 contains 22359 members Entering Unmasked Estep Score: -3365841.500000 Penalty: 3392.993652 Iteration 87Q: 3 clusters Score -3365842 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11813 members Mstep: Class 2 contains 22387 members Entering Unmasked Estep Score: -3365842.250000 Penalty: 3392.993652 Iteration 88Q: 3 clusters Score -3365842 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11795 members Mstep: Class 2 contains 22405 members Entering Unmasked Estep Score: -3365841.000000 Penalty: 3392.993652 Iteration 89Q: 3 clusters Score -3365841 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11781 members Mstep: Class 2 contains 22419 members Entering Unmasked Estep Score: -3365840.000000 Penalty: 3392.993652 Iteration 90Q: 3 clusters Score -3365840 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11768 members Mstep: Class 2 contains 22432 members Entering Unmasked Estep Score: -3365845.500000 Penalty: 3392.993652 Iteration 91Q: 3 clusters Score -3365846 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11751 members Mstep: Class 2 contains 22449 members Entering Unmasked Estep Score: -3365840.250000 Penalty: 3392.993652 Iteration 92Q: 3 clusters Score -3365840 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Mstep: Class 2 contains 22473 members Entering Unmasked Estep Score: -3365847.500000 Penalty: 3392.993652 Iteration 93Q: 3 clusters Score -3365848 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11705 members Mstep: Class 2 contains 22495 members Entering Unmasked Estep Score: -3365847.500000 Penalty: 3392.993652 Iteration 94Q: 3 clusters Score -3365848 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11683 members Mstep: Class 2 contains 22517 members Entering Unmasked Estep Score: -3365849.500000 Penalty: 3392.993652 Iteration 95Q: 3 clusters Score -3365850 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11661 members Mstep: Class 2 contains 22539 members Entering Unmasked Estep Score: -3365848.750000 Penalty: 3392.993652 Iteration 96Q: 3 clusters Score -3365849 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11646 members Mstep: Class 2 contains 22554 members Entering Unmasked Estep Score: -3365843.750000 Penalty: 3392.993652 Iteration 97Q: 3 clusters Score -3365844 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 22578 members Entering Unmasked Estep Score: -3365846.500000 Penalty: 3392.993652 Iteration 98Q: 3 clusters Score -3365846 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 22605 members Entering Unmasked Estep Score: -3365844.250000 Penalty: 3392.993652 Iteration 99Q: 3 clusters Score -3365844 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 22637 members Entering Unmasked Estep Score: -3365849.500000 Penalty: 3392.993652 Iteration 100F: 3 clusters Score -3365850 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 22671 members Entering Unmasked Estep Score: -3365854.750000 Penalty: 3392.993652 Iteration 101Q: 3 clusters Score -3365855 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 22710 members Entering Unmasked Estep Score: -3365850.250000 Penalty: 3392.993652 Iteration 102Q: 3 clusters Score -3365850 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11457 members Mstep: Class 2 contains 22743 members Entering Unmasked Estep Score: -3365854.500000 Penalty: 3392.993652 Iteration 103Q: 3 clusters Score -3365854 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11430 members Mstep: Class 2 contains 22770 members Entering Unmasked Estep Score: -3365859.500000 Penalty: 3392.993652 Iteration 104Q: 3 clusters Score -3365860 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Mstep: Class 2 contains 22798 members Entering Unmasked Estep Score: -3365859.500000 Penalty: 3392.993652 Iteration 105Q: 3 clusters Score -3365860 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 22823 members Entering Unmasked Estep Score: -3365857.500000 Penalty: 3392.993652 Iteration 106Q: 3 clusters Score -3365858 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 22843 members Entering Unmasked Estep Score: -3365858.750000 Penalty: 3392.993652 Iteration 107Q: 3 clusters Score -3365859 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 22864 members Entering Unmasked Estep Score: -3365860.750000 Penalty: 3392.993652 Iteration 108Q: 3 clusters Score -3365861 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11321 members Mstep: Class 2 contains 22879 members Entering Unmasked Estep Score: -3365865.750000 Penalty: 3392.993652 Iteration 109Q: 3 clusters Score -3365866 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 22897 members Entering Unmasked Estep Score: -3365867.500000 Penalty: 3392.993652 Iteration 110Q: 3 clusters Score -3365868 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 22915 members Entering Unmasked Estep Score: -3365862.000000 Penalty: 3392.993652 Iteration 111Q: 3 clusters Score -3365862 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11259 members Mstep: Class 2 contains 22941 members Entering Unmasked Estep Score: -3365873.000000 Penalty: 3392.993652 Iteration 112Q: 3 clusters Score -3365873 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11245 members Mstep: Class 2 contains 22955 members Entering Unmasked Estep Score: -3365876.750000 Penalty: 3392.993652 Iteration 113Q: 3 clusters Score -3365877 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11227 members Mstep: Class 2 contains 22973 members Entering Unmasked Estep Score: -3365874.000000 Penalty: 3392.993652 Iteration 114Q: 3 clusters Score -3365874 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 22991 members Entering Unmasked Estep Score: -3365871.500000 Penalty: 3392.993652 Iteration 115Q: 3 clusters Score -3365872 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 23006 members Entering Unmasked Estep Score: -3365878.250000 Penalty: 3392.993652 Iteration 116Q: 3 clusters Score -3365878 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11176 members Mstep: Class 2 contains 23024 members Entering Unmasked Estep Score: -3365882.000000 Penalty: 3392.993652 Iteration 117Q: 3 clusters Score -3365882 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 23039 members Entering Unmasked Estep Score: -3365882.000000 Penalty: 3392.993652 Iteration 118Q: 3 clusters Score -3365882 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11148 members Mstep: Class 2 contains 23052 members Entering Unmasked Estep Score: -3365875.250000 Penalty: 3392.993652 Iteration 119Q: 3 clusters Score -3365875 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 23065 members Entering Unmasked Estep Score: -3365879.500000 Penalty: 3392.993652 Iteration 120F: 3 clusters Score -3365880 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 23085 members Entering Unmasked Estep Score: -3365887.000000 Penalty: 3392.993652 Iteration 121Q: 3 clusters Score -3365887 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 23108 members Entering Unmasked Estep Score: -3365899.750000 Penalty: 3392.993652 Iteration 122Q: 3 clusters Score -3365900 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 23138 members Entering Unmasked Estep Score: -3365893.250000 Penalty: 3392.993652 Iteration 123Q: 3 clusters Score -3365893 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 23162 members Entering Unmasked Estep Score: -3365895.250000 Penalty: 3392.993652 Iteration 124Q: 3 clusters Score -3365895 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11016 members Mstep: Class 2 contains 23184 members Entering Unmasked Estep Score: -3365887.500000 Penalty: 3392.993652 Iteration 125Q: 3 clusters Score -3365888 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11003 members Mstep: Class 2 contains 23197 members Entering Unmasked Estep Score: -3365883.500000 Penalty: 3392.993652 Iteration 126Q: 3 clusters Score -3365884 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 23210 members Entering Unmasked Estep Score: -3365877.000000 Penalty: 3392.993652 Iteration 127Q: 3 clusters Score -3365877 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 23216 members Entering Unmasked Estep Score: -3365877.500000 Penalty: 3392.993652 Iteration 128Q: 3 clusters Score -3365878 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 23222 members Entering Unmasked Estep Score: -3365883.500000 Penalty: 3392.993652 Iteration 129Q: 3 clusters Score -3365884 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 23227 members Entering Unmasked Estep Score: -3365883.750000 Penalty: 3392.993652 Iteration 130Q: 3 clusters Score -3365884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10966 members Mstep: Class 2 contains 23234 members Entering Unmasked Estep Score: -3365885.750000 Penalty: 3392.993652 Iteration 131Q: 3 clusters Score -3365886 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 23244 members Entering Unmasked Estep Score: -3365884.750000 Penalty: 3392.993652 Iteration 132Q: 3 clusters Score -3365885 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10946 members Mstep: Class 2 contains 23254 members Entering Unmasked Estep Score: -3365881.250000 Penalty: 3392.993652 Iteration 133Q: 3 clusters Score -3365881 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10940 members Mstep: Class 2 contains 23260 members Entering Unmasked Estep Score: -3365886.500000 Penalty: 3392.993652 Iteration 134Q: 3 clusters Score -3365886 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10938 members Mstep: Class 2 contains 23262 members Entering Unmasked Estep Score: -3365885.250000 Penalty: 3392.993652 Iteration 135Q: 3 clusters Score -3365885 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10937 members Mstep: Class 2 contains 23263 members Entering Unmasked Estep Score: -3365885.250000 Penalty: 3392.993652 Iteration 136Q: 3 clusters Score -3365885 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10936 members Mstep: Class 2 contains 23264 members Entering Unmasked Estep Score: -3365884.250000 Penalty: 3392.993652 Iteration 137Q: 3 clusters Score -3365884 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 23265 members Entering Unmasked Estep Score: -3365888.000000 Penalty: 3392.993652 Iteration 138Q: 3 clusters Score -3365888 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 23267 members Entering Unmasked Estep Score: -3365886.000000 Penalty: 3392.993652 Iteration 139Q: 3 clusters Score -3365886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 23267 members Entering Unmasked Estep Score: -3365886.000000 Penalty: 3392.993652 Iteration 140F: 3 clusters Score -3365886 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Entering Unmasked Estep Score: -57795.101562 Penalty: 1054.001099 Iteration 0F: 2 clusters Score -57795.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -56653.593750 Penalty: 2108.002197 Iteration 0F: 3 clusters Score -56653.59 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -56892.800781 Penalty: 2108.002197 Iteration 1F: 3 clusters Score -56892.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -57095.843750 Penalty: 2108.002197 Iteration 2F: 3 clusters Score -57095.84 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -57204.906250 Penalty: 2108.002197 Iteration 3F: 3 clusters Score -57204.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -57269.199219 Penalty: 2108.002197 Iteration 4Q: 3 clusters Score -57269.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -57297.859375 Penalty: 2108.002197 Iteration 5Q: 3 clusters Score -57297.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -57322.589844 Penalty: 2108.002197 Iteration 6Q: 3 clusters Score -57322.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -57341.242188 Penalty: 2108.002197 Iteration 7Q: 3 clusters Score -57341.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -57355.578125 Penalty: 2108.002197 Iteration 8Q: 3 clusters Score -57355.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -57371.316406 Penalty: 2108.002197 Iteration 9Q: 3 clusters Score -57371.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -57386.054688 Penalty: 2108.002197 Iteration 10Q: 3 clusters Score -57386.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -57389.914062 Penalty: 2108.002197 Iteration 11Q: 3 clusters Score -57389.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -57390.343750 Penalty: 2108.002197 Iteration 12Q: 3 clusters Score -57390.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -57393.226562 Penalty: 2108.002197 Iteration 13F: 3 clusters Score -57393.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -57425.671875 Penalty: 2108.002197 Iteration 14Q: 3 clusters Score -57425.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -57445.062500 Penalty: 2108.002197 Iteration 15Q: 3 clusters Score -57445.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -57456.156250 Penalty: 2108.002197 Iteration 16Q: 3 clusters Score -57456.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -57465.386719 Penalty: 2108.002197 Iteration 17Q: 3 clusters Score -57465.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -57467.621094 Penalty: 2108.002197 Iteration 18Q: 3 clusters Score -57467.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -57480.941406 Penalty: 2108.002197 Iteration 19Q: 3 clusters Score -57480.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -57491.546875 Penalty: 2108.002197 Iteration 20F: 3 clusters Score -57491.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -57494.859375 Penalty: 2108.002197 Iteration 21Q: 3 clusters Score -57494.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -57499.699219 Penalty: 2108.002197 Iteration 22Q: 3 clusters Score -57499.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -57504.945312 Penalty: 2108.002197 Iteration 23Q: 3 clusters Score -57504.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -57516.328125 Penalty: 2108.002197 Iteration 24Q: 3 clusters Score -57516.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -57519.828125 Penalty: 2108.002197 Iteration 25Q: 3 clusters Score -57519.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -57519.828125 Penalty: 2108.002197 Iteration 26F: 3 clusters Score -57519.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Entering Unmasked Estep Score: -449478.968750 Penalty: 1372.425781 Iteration 0F: 2 clusters Score -449479 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -445753.875000 Penalty: 2744.851562 Iteration 0F: 3 clusters Score -445753.9 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -446939.250000 Penalty: 2744.851562 Iteration 1F: 3 clusters Score -446939.2 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -447432.812500 Penalty: 2744.851562 Iteration 2F: 3 clusters Score -447432.8 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -448095.125000 Penalty: 2744.851562 Iteration 3F: 3 clusters Score -448095.1 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -448830.156250 Penalty: 2744.851562 Iteration 4F: 3 clusters Score -448830.2 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -449407.062500 Penalty: 2744.851562 Iteration 5F: 3 clusters Score -449407.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -449806.781250 Penalty: 2744.851562 Iteration 6F: 3 clusters Score -449806.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -450079.500000 Penalty: 2744.851562 Iteration 7Q: 3 clusters Score -450079.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -450372.062500 Penalty: 2744.851562 Iteration 8Q: 3 clusters Score -450372.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -450589.625000 Penalty: 2744.851562 Iteration 9Q: 3 clusters Score -450589.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -450635.625000 Penalty: 2744.851562 Iteration 10Q: 3 clusters Score -450635.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -450641.531250 Penalty: 2744.851562 Iteration 11Q: 3 clusters Score -450641.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -450642.843750 Penalty: 2744.851562 Iteration 12Q: 3 clusters Score -450642.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -450642.843750 Penalty: 2744.851562 Iteration 13F: 3 clusters Score -450642.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 18284 members Mstep: Class 3 contains 2376 members Mstep: Class 4 contains 17603 members Mstep: Class 5 contains 760 members Mstep: Class 6 contains 5856 members Mstep: Class 7 contains 12912 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 4250 members Mstep: Class 10 contains 1622 members Mstep: Class 11 contains 12580 members Mstep: Class 12 contains 77108 members Mstep: Class 13 contains 3275 members Mstep: Class 14 contains 557 members Mstep: Class 15 contains 34200 members Mstep: Class 16 contains 656 members Mstep: Class 17 contains 1090 members Mstep: Class 18 contains 1748 members Mstep: Class 19 contains 3897 members Mstep: Class 20 contains 2558 members Mstep: Class 21 contains 17231 members Mstep: Class 22 contains 3307 members Mstep: Class 23 contains 1180 members Mstep: Class 24 contains 3565 members Entering Unmasked Estep Score: -22250770.000000 Penalty: 48170.382812 Splitting cluster 17 changes total score from -22248460.000000 to -22250770.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 18 (1748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Entering Unmasked Estep Score: -156932.765625 Penalty: 1213.261963 Iteration 0F: 2 clusters Score -156932.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -155226.156250 Penalty: 2426.523926 Iteration 0F: 3 clusters Score -155226.2 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -156402.765625 Penalty: 2426.523926 Iteration 1F: 3 clusters Score -156402.8 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -157470.875000 Penalty: 2426.523926 Iteration 2F: 3 clusters Score -157470.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -158222.968750 Penalty: 2426.523926 Iteration 3F: 3 clusters Score -158223 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -158516.546875 Penalty: 2426.523926 Iteration 4F: 3 clusters Score -158516.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -158743.656250 Penalty: 2426.523926 Iteration 5Q: 3 clusters Score -158743.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -158942.671875 Penalty: 2426.523926 Iteration 6Q: 3 clusters Score -158942.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -159090.468750 Penalty: 2426.523926 Iteration 7Q: 3 clusters Score -159090.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -159158.343750 Penalty: 2426.523926 Iteration 8Q: 3 clusters Score -159158.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -159198.140625 Penalty: 2426.523926 Iteration 9Q: 3 clusters Score -159198.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -159226.984375 Penalty: 2426.523926 Iteration 10Q: 3 clusters Score -159227 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -159239.781250 Penalty: 2426.523926 Iteration 11Q: 3 clusters Score -159239.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -159249.078125 Penalty: 2426.523926 Iteration 12Q: 3 clusters Score -159249.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -159256.375000 Penalty: 2426.523926 Iteration 13Q: 3 clusters Score -159256.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -159258.234375 Penalty: 2426.523926 Iteration 14Q: 3 clusters Score -159258.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -159259.640625 Penalty: 2426.523926 Iteration 15Q: 3 clusters Score -159259.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -159260.312500 Penalty: 2426.523926 Iteration 16Q: 3 clusters Score -159260.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -159260.765625 Penalty: 2426.523926 Iteration 17Q: 3 clusters Score -159260.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -159260.765625 Penalty: 2426.523926 Iteration 18F: 3 clusters Score -159260.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 18284 members Mstep: Class 3 contains 2376 members Mstep: Class 4 contains 17603 members Mstep: Class 5 contains 760 members Mstep: Class 6 contains 5856 members Mstep: Class 7 contains 12912 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 4250 members Mstep: Class 10 contains 1622 members Mstep: Class 11 contains 12580 members Mstep: Class 12 contains 77108 members Mstep: Class 13 contains 3275 members Mstep: Class 14 contains 557 members Mstep: Class 15 contains 34200 members Mstep: Class 16 contains 656 members Mstep: Class 17 contains 1090 members Mstep: Class 18 contains 902 members Mstep: Class 19 contains 3897 members Mstep: Class 20 contains 2558 members Mstep: Class 21 contains 17231 members Mstep: Class 22 contains 3307 members Mstep: Class 23 contains 1180 members Mstep: Class 24 contains 3565 members Mstep: Class 25 contains 846 members Entering Unmasked Estep Score: -22252322.000000 Penalty: 50177.484375 Splitting cluster 18 changes total score from -22248460.000000 to -22252322.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 19 (3897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Entering Unmasked Estep Score: -389617.093750 Penalty: 1343.543945 Iteration 0F: 2 clusters Score -389617.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -386339.500000 Penalty: 2687.087891 Iteration 0F: 3 clusters Score -386339.5 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -387240.281250 Penalty: 2687.087891 Iteration 1F: 3 clusters Score -387240.3 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -387449.562500 Penalty: 2687.087891 Iteration 2F: 3 clusters Score -387449.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -387641.812500 Penalty: 2687.087891 Iteration 3F: 3 clusters Score -387641.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -387842.781250 Penalty: 2687.087891 Iteration 4F: 3 clusters Score -387842.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -388025.250000 Penalty: 2687.087891 Iteration 5F: 3 clusters Score -388025.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -388174.593750 Penalty: 2687.087891 Iteration 6Q: 3 clusters Score -388174.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -388329.968750 Penalty: 2687.087891 Iteration 7Q: 3 clusters Score -388330 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -388432.656250 Penalty: 2687.087891 Iteration 8Q: 3 clusters Score -388432.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -388513.250000 Penalty: 2687.087891 Iteration 9Q: 3 clusters Score -388513.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -388577.781250 Penalty: 2687.087891 Iteration 10Q: 3 clusters Score -388577.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -388642.031250 Penalty: 2687.087891 Iteration 11Q: 3 clusters Score -388642 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -388692.781250 Penalty: 2687.087891 Iteration 12Q: 3 clusters Score -388692.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -388749.343750 Penalty: 2687.087891 Iteration 13Q: 3 clusters Score -388749.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -388831.781250 Penalty: 2687.087891 Iteration 14Q: 3 clusters Score -388831.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -388924.093750 Penalty: 2687.087891 Iteration 15Q: 3 clusters Score -388924.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -389018.062500 Penalty: 2687.087891 Iteration 16Q: 3 clusters Score -389018.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -389103.093750 Penalty: 2687.087891 Iteration 17Q: 3 clusters Score -389103.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -389198.062500 Penalty: 2687.087891 Iteration 18Q: 3 clusters Score -389198.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -389258.843750 Penalty: 2687.087891 Iteration 19Q: 3 clusters Score -389258.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -389296.625000 Penalty: 2687.087891 Iteration 20F: 3 clusters Score -389296.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -389313.625000 Penalty: 2687.087891 Iteration 21Q: 3 clusters Score -389313.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -389331.937500 Penalty: 2687.087891 Iteration 22Q: 3 clusters Score -389331.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -389343.656250 Penalty: 2687.087891 Iteration 23Q: 3 clusters Score -389343.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -389351.375000 Penalty: 2687.087891 Iteration 24Q: 3 clusters Score -389351.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -389357.218750 Penalty: 2687.087891 Iteration 25Q: 3 clusters Score -389357.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -389361.031250 Penalty: 2687.087891 Iteration 26Q: 3 clusters Score -389361 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -389361.812500 Penalty: 2687.087891 Iteration 27Q: 3 clusters Score -389361.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -389363.281250 Penalty: 2687.087891 Iteration 28Q: 3 clusters Score -389363.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -389363.343750 Penalty: 2687.087891 Iteration 29Q: 3 clusters Score -389363.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -389363.343750 Penalty: 2687.087891 Iteration 30F: 3 clusters Score -389363.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Entering Unmasked Estep Score: -259728.515625 Penalty: 1275.134399 Iteration 0F: 2 clusters Score -259728.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -257284.484375 Penalty: 2550.268799 Iteration 0F: 3 clusters Score -257284.5 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -257810.562500 Penalty: 2550.268799 Iteration 1F: 3 clusters Score -257810.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -257921.453125 Penalty: 2550.268799 Iteration 2F: 3 clusters Score -257921.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -257982.734375 Penalty: 2550.268799 Iteration 3Q: 3 clusters Score -257982.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -258012.625000 Penalty: 2550.268799 Iteration 4Q: 3 clusters Score -258012.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -258034.140625 Penalty: 2550.268799 Iteration 5Q: 3 clusters Score -258034.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -258047.625000 Penalty: 2550.268799 Iteration 6Q: 3 clusters Score -258047.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -258066.703125 Penalty: 2550.268799 Iteration 7Q: 3 clusters Score -258066.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -258079.046875 Penalty: 2550.268799 Iteration 8Q: 3 clusters Score -258079 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -258086.656250 Penalty: 2550.268799 Iteration 9Q: 3 clusters Score -258086.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -258093.812500 Penalty: 2550.268799 Iteration 10Q: 3 clusters Score -258093.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -258097.468750 Penalty: 2550.268799 Iteration 11Q: 3 clusters Score -258097.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -258101.078125 Penalty: 2550.268799 Iteration 12Q: 3 clusters Score -258101.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -258105.375000 Penalty: 2550.268799 Iteration 13Q: 3 clusters Score -258105.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -258109.812500 Penalty: 2550.268799 Iteration 14Q: 3 clusters Score -258109.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -258114.218750 Penalty: 2550.268799 Iteration 15Q: 3 clusters Score -258114.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -258118.687500 Penalty: 2550.268799 Iteration 16Q: 3 clusters Score -258118.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -258122.671875 Penalty: 2550.268799 Iteration 17Q: 3 clusters Score -258122.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -258129.031250 Penalty: 2550.268799 Iteration 18Q: 3 clusters Score -258129 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -258132.031250 Penalty: 2550.268799 Iteration 19Q: 3 clusters Score -258132 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -258133.546875 Penalty: 2550.268799 Iteration 20F: 3 clusters Score -258133.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -258135.750000 Penalty: 2550.268799 Iteration 21Q: 3 clusters Score -258135.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -258138.375000 Penalty: 2550.268799 Iteration 22Q: 3 clusters Score -258138.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -258141.031250 Penalty: 2550.268799 Iteration 23Q: 3 clusters Score -258141 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -258141.921875 Penalty: 2550.268799 Iteration 24Q: 3 clusters Score -258141.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -258143.796875 Penalty: 2550.268799 Iteration 25Q: 3 clusters Score -258143.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -258145.187500 Penalty: 2550.268799 Iteration 26Q: 3 clusters Score -258145.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -258146.312500 Penalty: 2550.268799 Iteration 27Q: 3 clusters Score -258146.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -258146.484375 Penalty: 2550.268799 Iteration 28Q: 3 clusters Score -258146.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -258147.140625 Penalty: 2550.268799 Iteration 29Q: 3 clusters Score -258147.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -258147.875000 Penalty: 2550.268799 Iteration 30Q: 3 clusters Score -258147.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -258148.125000 Penalty: 2550.268799 Iteration 31Q: 3 clusters Score -258148.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -258149.796875 Penalty: 2550.268799 Iteration 32Q: 3 clusters Score -258149.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -258151.359375 Penalty: 2550.268799 Iteration 33Q: 3 clusters Score -258151.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -258153.906250 Penalty: 2550.268799 Iteration 34Q: 3 clusters Score -258153.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -258157.156250 Penalty: 2550.268799 Iteration 35Q: 3 clusters Score -258157.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -258161.125000 Penalty: 2550.268799 Iteration 36Q: 3 clusters Score -258161.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -258162.906250 Penalty: 2550.268799 Iteration 37Q: 3 clusters Score -258162.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -258163.765625 Penalty: 2550.268799 Iteration 38Q: 3 clusters Score -258163.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -258165.015625 Penalty: 2550.268799 Iteration 39Q: 3 clusters Score -258165 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -258165.546875 Penalty: 2550.268799 Iteration 40F: 3 clusters Score -258165.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -258165.890625 Penalty: 2550.268799 Iteration 41Q: 3 clusters Score -258165.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -258166.609375 Penalty: 2550.268799 Iteration 42Q: 3 clusters Score -258166.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -258168.218750 Penalty: 2550.268799 Iteration 43Q: 3 clusters Score -258168.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -258171.031250 Penalty: 2550.268799 Iteration 44Q: 3 clusters Score -258171 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -258171.312500 Penalty: 2550.268799 Iteration 45Q: 3 clusters Score -258171.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -258172.218750 Penalty: 2550.268799 Iteration 46Q: 3 clusters Score -258172.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -258172.765625 Penalty: 2550.268799 Iteration 47Q: 3 clusters Score -258172.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -258172.828125 Penalty: 2550.268799 Iteration 48Q: 3 clusters Score -258172.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -258173.000000 Penalty: 2550.268799 Iteration 49Q: 3 clusters Score -258173 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -258173.218750 Penalty: 2550.268799 Iteration 50Q: 3 clusters Score -258173.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -258173.500000 Penalty: 2550.268799 Iteration 51Q: 3 clusters Score -258173.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -258173.500000 Penalty: 2550.268799 Iteration 52F: 3 clusters Score -258173.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (17231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17231 members Entering Unmasked Estep Score: -1636240.875000 Penalty: 1585.100586 Iteration 0F: 2 clusters Score -1636241 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 8613 members Entering Unmasked Estep Score: -1624389.500000 Penalty: 3170.201172 Iteration 0F: 3 clusters Score -1624390 nChanged 7750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Mstep: Class 2 contains 8911 members Entering Unmasked Estep Score: -1628931.250000 Penalty: 3170.201172 Iteration 1F: 3 clusters Score -1628931 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8072 members Mstep: Class 2 contains 9159 members Entering Unmasked Estep Score: -1629597.250000 Penalty: 3170.201172 Iteration 2F: 3 clusters Score -1629597 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -1630558.375000 Penalty: 3170.201172 Iteration 3F: 3 clusters Score -1630558 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7181 members Mstep: Class 2 contains 10050 members Entering Unmasked Estep Score: -1631932.875000 Penalty: 3170.201172 Iteration 4F: 3 clusters Score -1631933 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 10687 members Entering Unmasked Estep Score: -1633341.500000 Penalty: 3170.201172 Iteration 5F: 3 clusters Score -1633342 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 11279 members Entering Unmasked Estep Score: -1634325.000000 Penalty: 3170.201172 Iteration 6F: 3 clusters Score -1634325 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -1634785.875000 Penalty: 3170.201172 Iteration 7Q: 3 clusters Score -1634786 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 11838 members Entering Unmasked Estep Score: -1634983.750000 Penalty: 3170.201172 Iteration 8Q: 3 clusters Score -1634984 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 11944 members Entering Unmasked Estep Score: -1635065.250000 Penalty: 3170.201172 Iteration 9Q: 3 clusters Score -1635065 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 11991 members Entering Unmasked Estep Score: -1635103.625000 Penalty: 3170.201172 Iteration 10Q: 3 clusters Score -1635104 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 12039 members Entering Unmasked Estep Score: -1635127.000000 Penalty: 3170.201172 Iteration 11Q: 3 clusters Score -1635127 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -1635132.750000 Penalty: 3170.201172 Iteration 12Q: 3 clusters Score -1635133 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -1635136.875000 Penalty: 3170.201172 Iteration 13Q: 3 clusters Score -1635137 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -1635147.500000 Penalty: 3170.201172 Iteration 14Q: 3 clusters Score -1635148 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 12188 members Entering Unmasked Estep Score: -1635144.250000 Penalty: 3170.201172 Iteration 15Q: 3 clusters Score -1635144 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 12211 members Entering Unmasked Estep Score: -1635154.375000 Penalty: 3170.201172 Iteration 16Q: 3 clusters Score -1635154 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -1635155.000000 Penalty: 3170.201172 Iteration 17Q: 3 clusters Score -1635155 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 12250 members Entering Unmasked Estep Score: -1635153.375000 Penalty: 3170.201172 Iteration 18Q: 3 clusters Score -1635153 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 12260 members Entering Unmasked Estep Score: -1635154.875000 Penalty: 3170.201172 Iteration 19Q: 3 clusters Score -1635155 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 12268 members Entering Unmasked Estep Score: -1635158.500000 Penalty: 3170.201172 Iteration 20F: 3 clusters Score -1635158 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -1635159.000000 Penalty: 3170.201172 Iteration 21Q: 3 clusters Score -1635159 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 12278 members Entering Unmasked Estep Score: -1635158.125000 Penalty: 3170.201172 Iteration 22Q: 3 clusters Score -1635158 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 12282 members Entering Unmasked Estep Score: -1635156.625000 Penalty: 3170.201172 Iteration 23Q: 3 clusters Score -1635157 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 12284 members Entering Unmasked Estep Score: -1635157.125000 Penalty: 3170.201172 Iteration 24Q: 3 clusters Score -1635157 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -1635158.125000 Penalty: 3170.201172 Iteration 25Q: 3 clusters Score -1635158 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -1635158.250000 Penalty: 3170.201172 Iteration 26Q: 3 clusters Score -1635158 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -1635158.250000 Penalty: 3170.201172 Iteration 27F: 3 clusters Score -1635158 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Entering Unmasked Estep Score: -303110.531250 Penalty: 1316.867065 Iteration 0F: 2 clusters Score -303110.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -300233.281250 Penalty: 2633.734131 Iteration 0F: 3 clusters Score -300233.3 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -300987.656250 Penalty: 2633.734131 Iteration 1F: 3 clusters Score -300987.7 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -301146.468750 Penalty: 2633.734131 Iteration 2F: 3 clusters Score -301146.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -301246.625000 Penalty: 2633.734131 Iteration 3F: 3 clusters Score -301246.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -301338.031250 Penalty: 2633.734131 Iteration 4Q: 3 clusters Score -301338 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -301415.031250 Penalty: 2633.734131 Iteration 5Q: 3 clusters Score -301415 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -301497.156250 Penalty: 2633.734131 Iteration 6Q: 3 clusters Score -301497.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -301584.781250 Penalty: 2633.734131 Iteration 7Q: 3 clusters Score -301584.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -301694.250000 Penalty: 2633.734131 Iteration 8Q: 3 clusters Score -301694.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -301814.187500 Penalty: 2633.734131 Iteration 9Q: 3 clusters Score -301814.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -301996.937500 Penalty: 2633.734131 Iteration 10Q: 3 clusters Score -301996.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -302388.937500 Penalty: 2633.734131 Iteration 11F: 3 clusters Score -302388.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -303466.906250 Penalty: 2633.734131 Iteration 12F: 3 clusters Score -303466.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -304310.125000 Penalty: 2633.734131 Iteration 13F: 3 clusters Score -304310.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -304448.531250 Penalty: 2633.734131 Iteration 14Q: 3 clusters Score -304448.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -304476.968750 Penalty: 2633.734131 Iteration 15Q: 3 clusters Score -304477 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -304503.718750 Penalty: 2633.734131 Iteration 16Q: 3 clusters Score -304503.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -304531.562500 Penalty: 2633.734131 Iteration 17Q: 3 clusters Score -304531.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -304536.781250 Penalty: 2633.734131 Iteration 18Q: 3 clusters Score -304536.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -304538.593750 Penalty: 2633.734131 Iteration 19Q: 3 clusters Score -304538.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -304539.156250 Penalty: 2633.734131 Iteration 20F: 3 clusters Score -304539.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -304540.406250 Penalty: 2633.734131 Iteration 21Q: 3 clusters Score -304540.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -304540.406250 Penalty: 2633.734131 Iteration 22F: 3 clusters Score -304540.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 18284 members Mstep: Class 3 contains 2376 members Mstep: Class 4 contains 17603 members Mstep: Class 5 contains 760 members Mstep: Class 6 contains 5856 members Mstep: Class 7 contains 12912 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 4250 members Mstep: Class 10 contains 1622 members Mstep: Class 11 contains 12580 members Mstep: Class 12 contains 77108 members Mstep: Class 13 contains 3275 members Mstep: Class 14 contains 557 members Mstep: Class 15 contains 34200 members Mstep: Class 16 contains 656 members Mstep: Class 17 contains 1090 members Mstep: Class 18 contains 902 members Mstep: Class 19 contains 3897 members Mstep: Class 20 contains 2558 members Mstep: Class 21 contains 17231 members Mstep: Class 22 contains 2080 members Mstep: Class 23 contains 1180 members Mstep: Class 24 contains 3565 members Mstep: Class 25 contains 846 members Mstep: Class 26 contains 1227 members Entering Unmasked Estep Score: -22253088.000000 Penalty: 52184.582031 Splitting cluster 22 changes total score from -22248460.000000 to -22253088.000000 So it's getting split into cluster 26. Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 18284 members Mstep: Class 4 contains 17603 members Mstep: Class 5 contains 760 members Mstep: Class 6 contains 5856 members Mstep: Class 7 contains 12912 members Mstep: Class 9 contains 4250 members Mstep: Class 10 contains 1622 members Mstep: Class 11 contains 12580 members Mstep: Class 12 contains 77108 members Mstep: Class 13 contains 3275 members Mstep: Class 14 contains 557 members Mstep: Class 15 contains 34200 members Mstep: Class 16 contains 656 members Mstep: Class 17 contains 1090 members Mstep: Class 18 contains 902 members Mstep: Class 19 contains 3897 members Mstep: Class 20 contains 2558 members Mstep: Class 21 contains 17231 members Mstep: Class 22 contains 2080 members Entering Unmasked Estep ConsiderDeletion Score: -22255288.000000 Penalty: 52184.582031 Iteration 39Q: 27 clusters Score -2.225529e+07 nChanged 3046 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 18208 members Mstep: Class 3 contains 2306 members Mstep: Class 4 contains 17688 members Mstep: Class 5 contains 881 members Mstep: Class 6 contains 6096 members Mstep: Class 7 contains 12943 members Mstep: Class 8 contains 2118 members Mstep: Class 9 contains 4274 members Mstep: Class 10 contains 1656 members Mstep: Class 11 contains 12551 members Mstep: Class 12 contains 76618 members Mstep: Class 13 contains 3307 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 33828 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 1314 members Mstep: Class 18 contains 957 members Mstep: Class 19 contains 3847 members Mstep: Class 20 contains 2568 members Mstep: Class 21 contains 17323 members Mstep: Class 22 contains 2458 members Mstep: Class 23 contains 1113 members Mstep: Class 24 contains 3555 members Mstep: Class 25 contains 707 members Mstep: Class 26 contains 1163 members Entering Unmasked Estep ConsiderDeletion Score: -22258006.000000 Penalty: 52184.582031 Iteration 40F: 27 clusters Score -2.225801e+07 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 18166 members Mstep: Class 3 contains 2483 members Mstep: Class 4 contains 17583 members Mstep: Class 5 contains 957 members Mstep: Class 6 contains 6214 members Mstep: Class 7 contains 12936 members Mstep: Class 8 contains 2202 members Mstep: Class 9 contains 4292 members Mstep: Class 10 contains 1626 members Mstep: Class 11 contains 12535 members Mstep: Class 12 contains 76226 members Mstep: Class 13 contains 3354 members Mstep: Class 14 contains 478 members Mstep: Class 15 contains 33506 members Mstep: Class 16 contains 692 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 969 members Mstep: Class 19 contains 3827 members Mstep: Class 20 contains 2580 members Mstep: Class 21 contains 17225 members Mstep: Class 22 contains 2767 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 3561 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 1299 members Entering Unmasked Estep ConsiderDeletion Score: -22259546.000000 Penalty: 52184.582031 Iteration 41Q: 27 clusters Score -2.225955e+07 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 18148 members Mstep: Class 3 contains 2605 members Mstep: Class 4 contains 17490 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 6309 members Mstep: Class 7 contains 12933 members Mstep: Class 8 contains 2270 members Mstep: Class 9 contains 4303 members Mstep: Class 10 contains 1618 members Mstep: Class 11 contains 12548 members Mstep: Class 12 contains 75881 members Mstep: Class 13 contains 3413 members Mstep: Class 14 contains 451 members Mstep: Class 15 contains 33254 members Mstep: Class 16 contains 685 members Mstep: Class 17 contains 1494 members Mstep: Class 18 contains 965 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 2589 members Mstep: Class 21 contains 17189 members Mstep: Class 22 contains 3022 members Mstep: Class 23 contains 1128 members Mstep: Class 24 contains 3564 members Mstep: Class 25 contains 660 members Mstep: Class 26 contains 1416 members Entering Unmasked Estep ConsiderDeletion Score: -22260146.000000 Penalty: 52184.582031 Iteration 42Q: 27 clusters Score -2.226015e+07 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 18135 members Mstep: Class 3 contains 2680 members Mstep: Class 4 contains 17429 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 6413 members Mstep: Class 7 contains 12927 members Mstep: Class 8 contains 2321 members Mstep: Class 9 contains 4311 members Mstep: Class 10 contains 1618 members Mstep: Class 11 contains 12557 members Mstep: Class 12 contains 75525 members Mstep: Class 13 contains 3473 members Mstep: Class 14 contains 437 members Mstep: Class 15 contains 33066 members Mstep: Class 16 contains 694 members Mstep: Class 17 contains 1534 members Mstep: Class 18 contains 960 members Mstep: Class 19 contains 3787 members Mstep: Class 20 contains 2598 members Mstep: Class 21 contains 17205 members Mstep: Class 22 contains 3210 members Mstep: Class 23 contains 1124 members Mstep: Class 24 contains 3566 members Mstep: Class 25 contains 663 members Mstep: Class 26 contains 1519 members Entering Unmasked Estep ConsiderDeletion Score: -22260466.000000 Penalty: 52184.582031 Iteration 43Q: 27 clusters Score -2.226047e+07 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 18126 members Mstep: Class 3 contains 2745 members Mstep: Class 4 contains 17377 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 6504 members Mstep: Class 7 contains 12926 members Mstep: Class 8 contains 2372 members Mstep: Class 9 contains 4316 members Mstep: Class 10 contains 1617 members Mstep: Class 11 contains 12561 members Mstep: Class 12 contains 75189 members Mstep: Class 13 contains 3514 members Mstep: Class 14 contains 421 members Mstep: Class 15 contains 32961 members Mstep: Class 16 contains 694 members Mstep: Class 17 contains 1567 members Mstep: Class 18 contains 965 members Mstep: Class 19 contains 3754 members Mstep: Class 20 contains 2607 members Mstep: Class 21 contains 17270 members Mstep: Class 22 contains 3329 members Mstep: Class 23 contains 1110 members Mstep: Class 24 contains 3566 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 1605 members Entering Unmasked Estep ConsiderDeletion Score: -22260606.000000 Penalty: 52184.582031 Iteration 44Q: 27 clusters Score -2.226061e+07 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 18122 members Mstep: Class 3 contains 2796 members Mstep: Class 4 contains 17345 members Mstep: Class 5 contains 967 members Mstep: Class 6 contains 6588 members Mstep: Class 7 contains 12924 members Mstep: Class 8 contains 2408 members Mstep: Class 9 contains 4321 members Mstep: Class 10 contains 1609 members Mstep: Class 11 contains 12564 members Mstep: Class 12 contains 74890 members Mstep: Class 13 contains 3549 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 32878 members Mstep: Class 16 contains 698 members Mstep: Class 17 contains 1588 members Mstep: Class 18 contains 970 members Mstep: Class 19 contains 3730 members Mstep: Class 20 contains 2614 members Mstep: Class 21 contains 17312 members Mstep: Class 22 contains 3419 members Mstep: Class 23 contains 1102 members Mstep: Class 24 contains 3567 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 1693 members Entering Unmasked Estep ConsiderDeletion Score: -22260794.000000 Penalty: 52184.582031 Iteration 45Q: 27 clusters Score -2.226079e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 18114 members Mstep: Class 3 contains 2836 members Mstep: Class 4 contains 17319 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 6650 members Mstep: Class 7 contains 12912 members Mstep: Class 8 contains 2440 members Mstep: Class 9 contains 4325 members Mstep: Class 10 contains 1607 members Mstep: Class 11 contains 12571 members Mstep: Class 12 contains 74650 members Mstep: Class 13 contains 3583 members Mstep: Class 14 contains 406 members Mstep: Class 15 contains 32808 members Mstep: Class 16 contains 702 members Mstep: Class 17 contains 1605 members Mstep: Class 18 contains 971 members Mstep: Class 19 contains 3706 members Mstep: Class 20 contains 2625 members Mstep: Class 21 contains 17335 members Mstep: Class 22 contains 3495 members Mstep: Class 23 contains 1105 members Mstep: Class 24 contains 3567 members Mstep: Class 25 contains 660 members Mstep: Class 26 contains 1769 members Entering Unmasked Estep ConsiderDeletion Score: -22260848.000000 Penalty: 52184.582031 Iteration 46Q: 27 clusters Score -2.226085e+07 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 18103 members Mstep: Class 3 contains 2872 members Mstep: Class 4 contains 17291 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 12914 members Mstep: Class 8 contains 2461 members Mstep: Class 9 contains 4327 members Mstep: Class 10 contains 1614 members Mstep: Class 11 contains 12576 members Mstep: Class 12 contains 74442 members Mstep: Class 13 contains 3615 members Mstep: Class 14 contains 399 members Mstep: Class 15 contains 32751 members Mstep: Class 16 contains 705 members Mstep: Class 17 contains 1618 members Mstep: Class 18 contains 971 members Mstep: Class 19 contains 3682 members Mstep: Class 20 contains 2639 members Mstep: Class 21 contains 17365 members Mstep: Class 22 contains 3555 members Mstep: Class 23 contains 1101 members Mstep: Class 24 contains 3567 members Mstep: Class 25 contains 660 members Mstep: Class 26 contains 1834 members Entering Unmasked Estep ConsiderDeletion Score: -22260890.000000 Penalty: 52184.582031 Iteration 47Q: 27 clusters Score -2.226089e+07 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 18094 members Mstep: Class 3 contains 2896 members Mstep: Class 4 contains 17296 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 6735 members Mstep: Class 7 contains 12915 members Mstep: Class 8 contains 2485 members Mstep: Class 9 contains 4328 members Mstep: Class 10 contains 1612 members Mstep: Class 11 contains 12582 members Mstep: Class 12 contains 74243 members Mstep: Class 13 contains 3640 members Mstep: Class 14 contains 390 members Mstep: Class 15 contains 32698 members Mstep: Class 16 contains 709 members Mstep: Class 17 contains 1629 members Mstep: Class 18 contains 972 members Mstep: Class 19 contains 3658 members Mstep: Class 20 contains 2660 members Mstep: Class 21 contains 17395 members Mstep: Class 22 contains 3607 members Mstep: Class 23 contains 1092 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 660 members Mstep: Class 26 contains 1894 members Entering Unmasked Estep ConsiderDeletion Score: -22260946.000000 Penalty: 52184.582031 Iteration 48Q: 27 clusters Score -2.226095e+07 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 18092 members Mstep: Class 3 contains 2927 members Mstep: Class 4 contains 17294 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 6752 members Mstep: Class 7 contains 12914 members Mstep: Class 8 contains 2508 members Mstep: Class 9 contains 4330 members Mstep: Class 10 contains 1609 members Mstep: Class 11 contains 12583 members Mstep: Class 12 contains 74106 members Mstep: Class 13 contains 3649 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 32658 members Mstep: Class 16 contains 707 members Mstep: Class 17 contains 1637 members Mstep: Class 18 contains 974 members Mstep: Class 19 contains 3642 members Mstep: Class 20 contains 2678 members Mstep: Class 21 contains 17408 members Mstep: Class 22 contains 3643 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 1951 members Entering Unmasked Estep ConsiderDeletion Score: -22261084.000000 Penalty: 52184.582031 Iteration 49Q: 27 clusters Score -2.226108e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 18090 members Mstep: Class 3 contains 2951 members Mstep: Class 4 contains 17311 members Mstep: Class 5 contains 970 members Mstep: Class 6 contains 6775 members Mstep: Class 7 contains 12915 members Mstep: Class 8 contains 2522 members Mstep: Class 9 contains 4333 members Mstep: Class 10 contains 1606 members Mstep: Class 11 contains 12583 members Mstep: Class 12 contains 73949 members Mstep: Class 13 contains 3650 members Mstep: Class 14 contains 379 members Mstep: Class 15 contains 32643 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 1640 members Mstep: Class 18 contains 976 members Mstep: Class 19 contains 3620 members Mstep: Class 20 contains 2687 members Mstep: Class 21 contains 17428 members Mstep: Class 22 contains 3667 members Mstep: Class 23 contains 1073 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 2016 members Entering Unmasked Estep ConsiderDeletion Score: -22261146.000000 Penalty: 52184.582031 Iteration 50Q: 27 clusters Score -2.226115e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 18086 members Mstep: Class 3 contains 2963 members Mstep: Class 4 contains 17323 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 6786 members Mstep: Class 7 contains 12924 members Mstep: Class 8 contains 2524 members Mstep: Class 9 contains 4335 members Mstep: Class 10 contains 1606 members Mstep: Class 11 contains 12587 members Mstep: Class 12 contains 73805 members Mstep: Class 13 contains 3655 members Mstep: Class 14 contains 376 members Mstep: Class 15 contains 32634 members Mstep: Class 16 contains 714 members Mstep: Class 17 contains 1643 members Mstep: Class 18 contains 981 members Mstep: Class 19 contains 3601 members Mstep: Class 20 contains 2694 members Mstep: Class 21 contains 17455 members Mstep: Class 22 contains 3683 members Mstep: Class 23 contains 1066 members Mstep: Class 24 contains 3569 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 2078 members Entering Unmasked Estep ConsiderDeletion Score: -22261190.000000 Penalty: 52184.582031 Iteration 51Q: 27 clusters Score -2.226119e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 18082 members Mstep: Class 3 contains 2975 members Mstep: Class 4 contains 17333 members Mstep: Class 5 contains 972 members Mstep: Class 6 contains 6801 members Mstep: Class 7 contains 12933 members Mstep: Class 8 contains 2532 members Mstep: Class 9 contains 4338 members Mstep: Class 10 contains 1604 members Mstep: Class 11 contains 12591 members Mstep: Class 12 contains 73668 members Mstep: Class 13 contains 3658 members Mstep: Class 14 contains 373 members Mstep: Class 15 contains 32632 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1647 members Mstep: Class 18 contains 981 members Mstep: Class 19 contains 3577 members Mstep: Class 20 contains 2705 members Mstep: Class 21 contains 17473 members Mstep: Class 22 contains 3696 members Mstep: Class 23 contains 1064 members Mstep: Class 24 contains 3569 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 2140 members Entering Unmasked Estep ConsiderDeletion Score: -22261204.000000 Penalty: 52184.582031 Iteration 52Q: 27 clusters Score -2.22612e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 18080 members Mstep: Class 3 contains 2983 members Mstep: Class 4 contains 17337 members Mstep: Class 5 contains 972 members Mstep: Class 6 contains 6815 members Mstep: Class 7 contains 12933 members Mstep: Class 8 contains 2548 members Mstep: Class 9 contains 4340 members Mstep: Class 10 contains 1605 members Mstep: Class 11 contains 12596 members Mstep: Class 12 contains 73538 members Mstep: Class 13 contains 3662 members Mstep: Class 14 contains 373 members Mstep: Class 15 contains 32630 members Mstep: Class 16 contains 715 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 981 members Mstep: Class 19 contains 3562 members Mstep: Class 20 contains 2714 members Mstep: Class 21 contains 17500 members Mstep: Class 22 contains 3702 members Mstep: Class 23 contains 1060 members Mstep: Class 24 contains 3569 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 2197 members Entering Unmasked Estep ConsiderDeletion Score: -22261246.000000 Penalty: 52184.582031 Iteration 53Q: 27 clusters Score -2.226125e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 18082 members Mstep: Class 3 contains 2991 members Mstep: Class 4 contains 17338 members Mstep: Class 5 contains 970 members Mstep: Class 6 contains 6826 members Mstep: Class 7 contains 12935 members Mstep: Class 8 contains 2552 members Mstep: Class 9 contains 4342 members Mstep: Class 10 contains 1605 members Mstep: Class 11 contains 12595 members Mstep: Class 12 contains 73419 members Mstep: Class 13 contains 3667 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 32629 members Mstep: Class 16 contains 717 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 981 members Mstep: Class 19 contains 3553 members Mstep: Class 20 contains 2718 members Mstep: Class 21 contains 17547 members Mstep: Class 22 contains 3708 members Mstep: Class 23 contains 1058 members Mstep: Class 24 contains 3569 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -22261280.000000 Penalty: 52184.582031 Iteration 54Q: 27 clusters Score -2.226128e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 18080 members Mstep: Class 3 contains 3000 members Mstep: Class 4 contains 17346 members Mstep: Class 5 contains 970 members Mstep: Class 6 contains 6839 members Mstep: Class 7 contains 12932 members Mstep: Class 8 contains 2557 members Mstep: Class 9 contains 4342 members Mstep: Class 10 contains 1604 members Mstep: Class 11 contains 12596 members Mstep: Class 12 contains 73339 members Mstep: Class 13 contains 3669 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 32627 members Mstep: Class 16 contains 719 members Mstep: Class 17 contains 1647 members Mstep: Class 18 contains 981 members Mstep: Class 19 contains 3545 members Mstep: Class 20 contains 2723 members Mstep: Class 21 contains 17562 members Mstep: Class 22 contains 3713 members Mstep: Class 23 contains 1056 members Mstep: Class 24 contains 3569 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 2271 members Entering Unmasked Estep ConsiderDeletion Score: -22261352.000000 Penalty: 52184.582031 Iteration 55Q: 27 clusters Score -2.226135e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 18078 members Mstep: Class 3 contains 3006 members Mstep: Class 4 contains 17351 members Mstep: Class 5 contains 972 members Mstep: Class 6 contains 6846 members Mstep: Class 7 contains 12933 members Mstep: Class 8 contains 2558 members Mstep: Class 9 contains 4343 members Mstep: Class 10 contains 1604 members Mstep: Class 11 contains 12595 members Mstep: Class 12 contains 73269 members Mstep: Class 13 contains 3671 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 32630 members Mstep: Class 16 contains 720 members Mstep: Class 17 contains 1647 members Mstep: Class 18 contains 980 members Mstep: Class 19 contains 3535 members Mstep: Class 20 contains 2727 members Mstep: Class 21 contains 17574 members Mstep: Class 22 contains 3715 members Mstep: Class 23 contains 1056 members Mstep: Class 24 contains 3569 members Mstep: Class 25 contains 660 members Mstep: Class 26 contains 2308 members Entering Unmasked Estep ConsiderDeletion Score: -22261360.000000 Penalty: 52184.582031 Iteration 56Q: 27 clusters Score -2.226136e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3017 members Mstep: Class 4 contains 17348 members Mstep: Class 5 contains 974 members Mstep: Class 6 contains 6851 members Mstep: Class 7 contains 12933 members Mstep: Class 8 contains 2565 members Mstep: Class 9 contains 4342 members Mstep: Class 10 contains 1602 members Mstep: Class 11 contains 12597 members Mstep: Class 12 contains 73191 members Mstep: Class 13 contains 3674 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 32640 members Mstep: Class 16 contains 719 members Mstep: Class 17 contains 1647 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3522 members Mstep: Class 20 contains 2726 members Mstep: Class 21 contains 17598 members Mstep: Class 22 contains 3719 members Mstep: Class 23 contains 1055 members Mstep: Class 24 contains 3569 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2343 members Entering Unmasked Estep ConsiderDeletion Score: -22261348.000000 Penalty: 52184.582031 Iteration 57Q: 27 clusters Score -2.226135e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3026 members Mstep: Class 4 contains 17342 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6867 members Mstep: Class 7 contains 12932 members Mstep: Class 8 contains 2570 members Mstep: Class 9 contains 4342 members Mstep: Class 10 contains 1604 members Mstep: Class 11 contains 12596 members Mstep: Class 12 contains 73099 members Mstep: Class 13 contains 3676 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 32649 members Mstep: Class 16 contains 717 members Mstep: Class 17 contains 1647 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3513 members Mstep: Class 20 contains 2726 members Mstep: Class 21 contains 17644 members Mstep: Class 22 contains 3719 members Mstep: Class 23 contains 1054 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2367 members Entering Unmasked Estep ConsiderDeletion Score: -22261380.000000 Penalty: 52184.582031 Iteration 58Q: 27 clusters Score -2.226138e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3034 members Mstep: Class 4 contains 17333 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6885 members Mstep: Class 7 contains 12935 members Mstep: Class 8 contains 2574 members Mstep: Class 9 contains 4344 members Mstep: Class 10 contains 1603 members Mstep: Class 11 contains 12598 members Mstep: Class 12 contains 73017 members Mstep: Class 13 contains 3677 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 32657 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1647 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3506 members Mstep: Class 20 contains 2726 members Mstep: Class 21 contains 17672 members Mstep: Class 22 contains 3719 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2395 members Entering Unmasked Estep ConsiderDeletion Score: -22261390.000000 Penalty: 52184.582031 Iteration 59Q: 27 clusters Score -2.226139e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 18078 members Mstep: Class 3 contains 3042 members Mstep: Class 4 contains 17325 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 6900 members Mstep: Class 7 contains 12939 members Mstep: Class 8 contains 2576 members Mstep: Class 9 contains 4346 members Mstep: Class 10 contains 1602 members Mstep: Class 11 contains 12600 members Mstep: Class 12 contains 72949 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 32666 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1647 members Mstep: Class 18 contains 978 members Mstep: Class 19 contains 3497 members Mstep: Class 20 contains 2726 members Mstep: Class 21 contains 17682 members Mstep: Class 22 contains 3719 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2424 members Entering Unmasked Estep ConsiderDeletion Score: -22261394.000000 Penalty: 52184.582031 Iteration 60F: 27 clusters Score -2.226139e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 18078 members Mstep: Class 3 contains 3051 members Mstep: Class 4 contains 17323 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 6910 members Mstep: Class 7 contains 12941 members Mstep: Class 8 contains 2575 members Mstep: Class 9 contains 4348 members Mstep: Class 10 contains 1602 members Mstep: Class 11 contains 12599 members Mstep: Class 12 contains 72895 members Mstep: Class 13 contains 3682 members Mstep: Class 14 contains 371 members Mstep: Class 15 contains 32677 members Mstep: Class 16 contains 719 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 978 members Mstep: Class 19 contains 3485 members Mstep: Class 20 contains 2726 members Mstep: Class 21 contains 17693 members Mstep: Class 22 contains 3720 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2445 members Entering Unmasked Estep ConsiderDeletion Score: -22261464.000000 Penalty: 52184.582031 Iteration 61Q: 27 clusters Score -2.226146e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 18079 members Mstep: Class 3 contains 3056 members Mstep: Class 4 contains 17320 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 6918 members Mstep: Class 7 contains 12944 members Mstep: Class 8 contains 2576 members Mstep: Class 9 contains 4348 members Mstep: Class 10 contains 1603 members Mstep: Class 11 contains 12601 members Mstep: Class 12 contains 72847 members Mstep: Class 13 contains 3684 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 32683 members Mstep: Class 16 contains 717 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 3477 members Mstep: Class 20 contains 2726 members Mstep: Class 21 contains 17697 members Mstep: Class 22 contains 3721 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -22261494.000000 Penalty: 52184.582031 Iteration 62Q: 27 clusters Score -2.226149e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 18079 members Mstep: Class 3 contains 3058 members Mstep: Class 4 contains 17318 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 6923 members Mstep: Class 7 contains 12949 members Mstep: Class 8 contains 2575 members Mstep: Class 9 contains 4349 members Mstep: Class 10 contains 1602 members Mstep: Class 11 contains 12603 members Mstep: Class 12 contains 72808 members Mstep: Class 13 contains 3684 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 32691 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 3468 members Mstep: Class 20 contains 2727 members Mstep: Class 21 contains 17701 members Mstep: Class 22 contains 3722 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2498 members Entering Unmasked Estep ConsiderDeletion Score: -22261576.000000 Penalty: 52184.582031 Iteration 63Q: 27 clusters Score -2.226158e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 18079 members Mstep: Class 3 contains 3060 members Mstep: Class 4 contains 17319 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 6931 members Mstep: Class 7 contains 12952 members Mstep: Class 8 contains 2575 members Mstep: Class 9 contains 4349 members Mstep: Class 10 contains 1602 members Mstep: Class 11 contains 12604 members Mstep: Class 12 contains 72768 members Mstep: Class 13 contains 3684 members Mstep: Class 14 contains 369 members Mstep: Class 15 contains 32702 members Mstep: Class 16 contains 714 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 3458 members Mstep: Class 20 contains 2726 members Mstep: Class 21 contains 17703 members Mstep: Class 22 contains 3722 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2524 members Entering Unmasked Estep ConsiderDeletion Score: -22261538.000000 Penalty: 52184.582031 Iteration 64Q: 27 clusters Score -2.226154e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 18080 members Mstep: Class 3 contains 3061 members Mstep: Class 4 contains 17316 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6932 members Mstep: Class 7 contains 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18080 members Mstep: Class 3 contains 3065 members Mstep: Class 4 contains 17316 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6932 members Mstep: Class 7 contains 12952 members Mstep: Class 8 contains 2577 members Mstep: Class 9 contains 4349 members Mstep: Class 10 contains 1602 members Mstep: Class 11 contains 12607 members Mstep: Class 12 contains 72707 members Mstep: Class 13 contains 3687 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32713 members Mstep: Class 16 contains 715 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3445 members Mstep: Class 20 contains 2727 members Mstep: Class 21 contains 17712 members Mstep: Class 22 contains 3724 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2564 members Entering Unmasked Estep ConsiderDeletion Score: -22261554.000000 Penalty: 52184.582031 Iteration 66Q: 27 clusters Score -2.226155e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18080 members Mstep: Class 3 contains 3072 members Mstep: Class 4 contains 17311 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6933 members Mstep: Class 7 contains 12951 members Mstep: Class 8 contains 2578 members Mstep: Class 9 contains 4349 members Mstep: Class 10 contains 1602 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72672 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32713 members Mstep: Class 16 contains 714 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3442 members Mstep: Class 20 contains 2729 members Mstep: Class 21 contains 17729 members Mstep: Class 22 contains 3725 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2575 members Entering Unmasked Estep ConsiderDeletion Score: -22261550.000000 Penalty: 52184.582031 Iteration 67Q: 27 clusters Score -2.226155e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18081 members Mstep: Class 3 contains 3078 members Mstep: Class 4 contains 17311 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6933 members Mstep: Class 7 contains 12952 members Mstep: Class 8 contains 2578 members Mstep: Class 9 contains 4349 members Mstep: Class 10 contains 1601 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72642 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32711 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2732 members Mstep: Class 21 contains 17739 members Mstep: Class 22 contains 3725 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2591 members Entering Unmasked Estep ConsiderDeletion Score: -22261606.000000 Penalty: 52184.582031 Iteration 68Q: 27 clusters Score -2.226161e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18080 members Mstep: Class 3 contains 3084 members Mstep: Class 4 contains 17311 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6931 members Mstep: Class 7 contains 12952 members Mstep: Class 8 contains 2578 members Mstep: Class 9 contains 4349 members Mstep: Class 10 contains 1602 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72611 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32709 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2733 members Mstep: Class 21 contains 17755 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2602 members Entering Unmasked Estep ConsiderDeletion Score: -22261610.000000 Penalty: 52184.582031 Iteration 69Q: 27 clusters Score -2.226161e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18080 members Mstep: Class 3 contains 3094 members Mstep: Class 4 contains 17312 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6933 members Mstep: Class 7 contains 12951 members Mstep: Class 8 contains 2578 members Mstep: Class 9 contains 4347 members Mstep: Class 10 contains 1602 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72573 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32708 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17771 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2612 members Entering Unmasked Estep ConsiderDeletion Score: -22261576.000000 Penalty: 52184.582031 Iteration 70Q: 27 clusters Score -2.226158e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18080 members Mstep: Class 3 contains 3103 members Mstep: Class 4 contains 17311 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6934 members Mstep: Class 7 contains 12949 members Mstep: Class 8 contains 2578 members Mstep: Class 9 contains 4347 members Mstep: Class 10 contains 1600 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72545 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32708 members Mstep: Class 16 contains 712 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17790 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2617 members Entering Unmasked Estep ConsiderDeletion Score: -22261606.000000 Penalty: 52184.582031 Iteration 71Q: 27 clusters Score -2.226161e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18080 members Mstep: Class 3 contains 3106 members Mstep: Class 4 contains 17311 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6939 members Mstep: Class 7 contains 12949 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4348 members Mstep: Class 10 contains 1598 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72517 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32708 members Mstep: Class 16 contains 710 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17808 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2621 members Entering Unmasked Estep ConsiderDeletion Score: -22261608.000000 Penalty: 52184.582031 Iteration 72Q: 27 clusters Score -2.226161e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18079 members Mstep: Class 3 contains 3108 members Mstep: Class 4 contains 17310 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6946 members Mstep: Class 7 contains 12950 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4348 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72490 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32708 members Mstep: Class 16 contains 710 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17825 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2626 members Entering Unmasked Estep ConsiderDeletion Score: -22261598.000000 Penalty: 52184.582031 Iteration 73Q: 27 clusters Score -2.22616e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18078 members Mstep: Class 3 contains 3109 members Mstep: Class 4 contains 17310 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6948 members Mstep: Class 7 contains 12950 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4350 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72468 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32708 members Mstep: Class 16 contains 710 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17838 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2632 members Entering Unmasked Estep ConsiderDeletion Score: -22261616.000000 Penalty: 52184.582031 Iteration 74Q: 27 clusters Score -2.226162e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3110 members Mstep: Class 4 contains 17311 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6948 members Mstep: Class 7 contains 12952 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4350 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72445 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32708 members Mstep: Class 16 contains 710 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17846 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2643 members Entering Unmasked Estep ConsiderDeletion Score: -22261600.000000 Penalty: 52184.582031 Iteration 75Q: 27 clusters Score -2.22616e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3110 members Mstep: Class 4 contains 17315 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6948 members Mstep: Class 7 contains 12952 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4350 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72427 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32708 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17840 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2663 members Entering Unmasked Estep ConsiderDeletion Score: -22261634.000000 Penalty: 52184.582031 Iteration 76Q: 27 clusters Score -2.226163e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3110 members Mstep: Class 4 contains 17316 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6948 members Mstep: Class 7 contains 12951 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4350 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72412 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32708 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17838 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2680 members Entering Unmasked Estep ConsiderDeletion Score: -22261650.000000 Penalty: 52184.582031 Iteration 77Q: 27 clusters Score -2.226165e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3110 members Mstep: Class 4 contains 17316 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 6948 members Mstep: Class 7 contains 12951 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4350 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72393 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32708 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17842 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2695 members Entering Unmasked Estep ConsiderDeletion Score: -22261640.000000 Penalty: 52184.582031 Iteration 78Q: 27 clusters Score -2.226164e+07 nChanged 37 Entering ConstructFrom: Score: -22261640.000000 Penalty: 52184.582031 Entering ConstructFrom: Trying to split cluster 1 (2534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Entering Unmasked Estep Score: -256547.796875 Penalty: 1273.602539 Iteration 0F: 2 clusters Score -256547.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -254095.421875 Penalty: 2547.205078 Iteration 0F: 3 clusters Score -254095.4 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -254662.484375 Penalty: 2547.205078 Iteration 1F: 3 clusters Score -254662.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -254769.203125 Penalty: 2547.205078 Iteration 2F: 3 clusters Score -254769.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -254845.218750 Penalty: 2547.205078 Iteration 3Q: 3 clusters Score -254845.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -254911.015625 Penalty: 2547.205078 Iteration 4Q: 3 clusters Score -254911 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -254959.359375 Penalty: 2547.205078 Iteration 5Q: 3 clusters Score -254959.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -255004.406250 Penalty: 2547.205078 Iteration 6Q: 3 clusters Score -255004.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -255046.296875 Penalty: 2547.205078 Iteration 7Q: 3 clusters Score -255046.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -255086.031250 Penalty: 2547.205078 Iteration 8Q: 3 clusters Score -255086 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -255122.000000 Penalty: 2547.205078 Iteration 9Q: 3 clusters Score -255122 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -255151.515625 Penalty: 2547.205078 Iteration 10Q: 3 clusters Score -255151.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -255185.437500 Penalty: 2547.205078 Iteration 11Q: 3 clusters Score -255185.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -255212.015625 Penalty: 2547.205078 Iteration 12Q: 3 clusters Score -255212 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -255250.937500 Penalty: 2547.205078 Iteration 13Q: 3 clusters Score -255250.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -255286.453125 Penalty: 2547.205078 Iteration 14Q: 3 clusters Score -255286.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -255312.515625 Penalty: 2547.205078 Iteration 15Q: 3 clusters Score -255312.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -255330.203125 Penalty: 2547.205078 Iteration 16Q: 3 clusters Score -255330.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -255343.937500 Penalty: 2547.205078 Iteration 17Q: 3 clusters Score -255343.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -255355.250000 Penalty: 2547.205078 Iteration 18Q: 3 clusters Score -255355.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -255363.359375 Penalty: 2547.205078 Iteration 19Q: 3 clusters Score -255363.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -255369.375000 Penalty: 2547.205078 Iteration 20F: 3 clusters Score -255369.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -255380.093750 Penalty: 2547.205078 Iteration 21Q: 3 clusters Score -255380.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -255392.125000 Penalty: 2547.205078 Iteration 22Q: 3 clusters Score -255392.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -255403.312500 Penalty: 2547.205078 Iteration 23Q: 3 clusters Score -255403.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -255413.546875 Penalty: 2547.205078 Iteration 24Q: 3 clusters Score -255413.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -255424.953125 Penalty: 2547.205078 Iteration 25Q: 3 clusters Score -255425 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -255440.593750 Penalty: 2547.205078 Iteration 26Q: 3 clusters Score -255440.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -255456.453125 Penalty: 2547.205078 Iteration 27Q: 3 clusters Score -255456.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -255469.812500 Penalty: 2547.205078 Iteration 28Q: 3 clusters Score -255469.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -255493.500000 Penalty: 2547.205078 Iteration 29Q: 3 clusters Score -255493.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -255515.375000 Penalty: 2547.205078 Iteration 30Q: 3 clusters Score -255515.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -255538.156250 Penalty: 2547.205078 Iteration 31Q: 3 clusters Score -255538.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -255557.921875 Penalty: 2547.205078 Iteration 32Q: 3 clusters Score -255557.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -255576.343750 Penalty: 2547.205078 Iteration 33Q: 3 clusters Score -255576.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -255595.250000 Penalty: 2547.205078 Iteration 34Q: 3 clusters Score -255595.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -255617.484375 Penalty: 2547.205078 Iteration 35Q: 3 clusters Score -255617.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -255639.265625 Penalty: 2547.205078 Iteration 36Q: 3 clusters Score -255639.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -255652.156250 Penalty: 2547.205078 Iteration 37Q: 3 clusters Score -255652.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -255664.906250 Penalty: 2547.205078 Iteration 38Q: 3 clusters Score -255664.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -255678.890625 Penalty: 2547.205078 Iteration 39Q: 3 clusters Score -255678.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -255699.609375 Penalty: 2547.205078 Iteration 40F: 3 clusters Score -255699.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -255717.890625 Penalty: 2547.205078 Iteration 41Q: 3 clusters Score -255717.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -255737.453125 Penalty: 2547.205078 Iteration 42Q: 3 clusters Score -255737.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -255751.250000 Penalty: 2547.205078 Iteration 43Q: 3 clusters Score -255751.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -255758.890625 Penalty: 2547.205078 Iteration 44Q: 3 clusters Score -255758.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -255765.125000 Penalty: 2547.205078 Iteration 45Q: 3 clusters Score -255765.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -255770.812500 Penalty: 2547.205078 Iteration 46Q: 3 clusters Score -255770.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -255773.281250 Penalty: 2547.205078 Iteration 47Q: 3 clusters Score -255773.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -255774.156250 Penalty: 2547.205078 Iteration 48Q: 3 clusters Score -255774.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -255775.828125 Penalty: 2547.205078 Iteration 49Q: 3 clusters Score -255775.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -255776.968750 Penalty: 2547.205078 Iteration 50Q: 3 clusters Score -255777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -255777.500000 Penalty: 2547.205078 Iteration 51Q: 3 clusters Score -255777.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -255778.468750 Penalty: 2547.205078 Iteration 52Q: 3 clusters Score -255778.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -255779.578125 Penalty: 2547.205078 Iteration 53Q: 3 clusters Score -255779.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -255781.937500 Penalty: 2547.205078 Iteration 54Q: 3 clusters Score -255781.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -255782.359375 Penalty: 2547.205078 Iteration 55Q: 3 clusters Score -255782.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -255783.046875 Penalty: 2547.205078 Iteration 56Q: 3 clusters Score -255783 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -255783.046875 Penalty: 2547.205078 Iteration 57F: 3 clusters Score -255783 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18077 members Entering Unmasked Estep Score: -1827600.875000 Penalty: 1592.889282 Iteration 0F: 2 clusters Score -1827601 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -1815270.750000 Penalty: 3185.778564 Iteration 0F: 3 clusters Score -1815271 nChanged 8133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -1820453.250000 Penalty: 3185.778564 Iteration 1F: 3 clusters Score -1820453 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 10657 members Entering Unmasked Estep Score: -1821712.625000 Penalty: 3185.778564 Iteration 2F: 3 clusters Score -1821713 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -1823350.375000 Penalty: 3185.778564 Iteration 3F: 3 clusters Score -1823350 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 12542 members Entering Unmasked Estep Score: -1824740.250000 Penalty: 3185.778564 Iteration 4F: 3 clusters Score -1824740 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 13251 members Entering Unmasked Estep Score: -1825689.000000 Penalty: 3185.778564 Iteration 5F: 3 clusters Score -1825689 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -1826360.375000 Penalty: 3185.778564 Iteration 6Q: 3 clusters Score -1826360 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 14162 members Entering Unmasked Estep Score: -1826773.500000 Penalty: 3185.778564 Iteration 7Q: 3 clusters Score -1826774 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 14423 members Entering Unmasked Estep Score: -1826991.625000 Penalty: 3185.778564 Iteration 8Q: 3 clusters Score -1826992 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 14626 members Entering Unmasked Estep Score: -1827112.500000 Penalty: 3185.778564 Iteration 9Q: 3 clusters Score -1827112 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 14773 members Entering Unmasked Estep Score: -1827175.250000 Penalty: 3185.778564 Iteration 10Q: 3 clusters Score -1827175 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 14883 members Entering Unmasked Estep Score: -1827222.250000 Penalty: 3185.778564 Iteration 11Q: 3 clusters Score -1827222 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 14993 members Entering Unmasked Estep Score: -1827271.250000 Penalty: 3185.778564 Iteration 12Q: 3 clusters Score -1827271 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 15083 members Entering Unmasked Estep Score: -1827298.750000 Penalty: 3185.778564 Iteration 13Q: 3 clusters Score -1827299 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 15167 members Entering Unmasked Estep Score: -1827323.000000 Penalty: 3185.778564 Iteration 14Q: 3 clusters Score -1827323 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 15263 members Entering Unmasked Estep Score: -1827364.875000 Penalty: 3185.778564 Iteration 15Q: 3 clusters Score -1827365 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 15351 members Entering Unmasked Estep Score: -1827407.125000 Penalty: 3185.778564 Iteration 16Q: 3 clusters Score -1827407 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 15436 members Entering Unmasked Estep Score: -1827440.875000 Penalty: 3185.778564 Iteration 17Q: 3 clusters Score -1827441 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 15515 members Entering Unmasked Estep Score: -1827475.875000 Penalty: 3185.778564 Iteration 18Q: 3 clusters Score -1827476 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 15590 members Entering Unmasked Estep Score: -1827503.500000 Penalty: 3185.778564 Iteration 19Q: 3 clusters Score -1827504 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 15649 members Entering Unmasked Estep Score: -1827533.000000 Penalty: 3185.778564 Iteration 20F: 3 clusters Score -1827533 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 15697 members Entering Unmasked Estep Score: -1827547.375000 Penalty: 3185.778564 Iteration 21Q: 3 clusters Score -1827547 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 15734 members Entering Unmasked Estep Score: -1827554.625000 Penalty: 3185.778564 Iteration 22Q: 3 clusters Score -1827555 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 15768 members Entering Unmasked Estep Score: -1827572.625000 Penalty: 3185.778564 Iteration 23Q: 3 clusters Score -1827573 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 15803 members Entering Unmasked Estep Score: -1827579.250000 Penalty: 3185.778564 Iteration 24Q: 3 clusters Score -1827579 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 15843 members Entering Unmasked Estep Score: -1827594.750000 Penalty: 3185.778564 Iteration 25Q: 3 clusters Score -1827595 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 15867 members Entering Unmasked Estep Score: -1827600.875000 Penalty: 3185.778564 Iteration 26Q: 3 clusters Score -1827601 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 15890 members Entering Unmasked Estep Score: -1827607.375000 Penalty: 3185.778564 Iteration 27Q: 3 clusters Score -1827607 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 15911 members Entering Unmasked Estep Score: -1827617.750000 Penalty: 3185.778564 Iteration 28Q: 3 clusters Score -1827618 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 15923 members Entering Unmasked Estep Score: -1827621.750000 Penalty: 3185.778564 Iteration 29Q: 3 clusters Score -1827622 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 15933 members Entering Unmasked Estep Score: -1827625.875000 Penalty: 3185.778564 Iteration 30Q: 3 clusters Score -1827626 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 15941 members Entering Unmasked Estep Score: -1827624.750000 Penalty: 3185.778564 Iteration 31Q: 3 clusters Score -1827625 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 15949 members Entering Unmasked Estep Score: -1827626.750000 Penalty: 3185.778564 Iteration 32Q: 3 clusters Score -1827627 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 15956 members Entering Unmasked Estep Score: -1827627.125000 Penalty: 3185.778564 Iteration 33Q: 3 clusters Score -1827627 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -1827627.500000 Penalty: 3185.778564 Iteration 34Q: 3 clusters Score -1827628 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 15980 members Entering Unmasked Estep Score: -1827631.000000 Penalty: 3185.778564 Iteration 35Q: 3 clusters Score -1827631 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 15993 members Entering Unmasked Estep Score: -1827639.000000 Penalty: 3185.778564 Iteration 36Q: 3 clusters Score -1827639 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 16004 members Entering Unmasked Estep Score: -1827641.125000 Penalty: 3185.778564 Iteration 37Q: 3 clusters Score -1827641 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 16009 members Entering Unmasked Estep Score: -1827640.125000 Penalty: 3185.778564 Iteration 38Q: 3 clusters Score -1827640 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 16011 members Entering Unmasked Estep Score: -1827640.750000 Penalty: 3185.778564 Iteration 39Q: 3 clusters Score -1827641 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 16015 members Entering Unmasked Estep Score: -1827641.625000 Penalty: 3185.778564 Iteration 40F: 3 clusters Score -1827642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 16020 members Entering Unmasked Estep Score: -1827640.250000 Penalty: 3185.778564 Iteration 41Q: 3 clusters Score -1827640 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 16026 members Entering Unmasked Estep Score: -1827644.625000 Penalty: 3185.778564 Iteration 42Q: 3 clusters Score -1827645 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 16030 members Entering Unmasked Estep Score: -1827646.250000 Penalty: 3185.778564 Iteration 43Q: 3 clusters Score -1827646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 16032 members Entering Unmasked Estep Score: -1827644.000000 Penalty: 3185.778564 Iteration 44Q: 3 clusters Score -1827644 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 16035 members Entering Unmasked Estep Score: -1827640.000000 Penalty: 3185.778564 Iteration 45Q: 3 clusters Score -1827640 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 16034 members Entering Unmasked Estep Score: -1827642.250000 Penalty: 3185.778564 Iteration 46Q: 3 clusters Score -1827642 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 16035 members Entering Unmasked Estep Score: -1827643.750000 Penalty: 3185.778564 Iteration 47Q: 3 clusters Score -1827644 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 16036 members Entering Unmasked Estep Score: -1827643.750000 Penalty: 3185.778564 Iteration 48Q: 3 clusters Score -1827644 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 16037 members Entering Unmasked Estep Score: -1827644.375000 Penalty: 3185.778564 Iteration 49Q: 3 clusters Score -1827644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 16039 members Entering Unmasked Estep Score: -1827645.250000 Penalty: 3185.778564 Iteration 50Q: 3 clusters Score -1827645 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 16040 members Entering Unmasked Estep Score: -1827644.375000 Penalty: 3185.778564 Iteration 51Q: 3 clusters Score -1827644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 16040 members Entering Unmasked Estep Score: -1827644.375000 Penalty: 3185.778564 Iteration 52F: 3 clusters Score -1827644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2037 members Mstep: Class 3 contains 3110 members Mstep: Class 4 contains 17316 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 6949 members Mstep: Class 7 contains 12950 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4350 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72378 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32708 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17838 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2713 members Mstep: Class 27 contains 16040 members Entering Unmasked Estep Score: -22261156.000000 Penalty: 54191.679688 Splitting cluster 2 changes total score from -22261640.000000 to -22261156.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (3110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Entering Unmasked Estep Score: -306373.281250 Penalty: 1306.886475 Iteration 0F: 2 clusters Score -306373.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -303641.718750 Penalty: 2613.772949 Iteration 0F: 3 clusters Score -303641.7 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -304307.812500 Penalty: 2613.772949 Iteration 1F: 3 clusters Score -304307.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -304451.000000 Penalty: 2613.772949 Iteration 2F: 3 clusters Score -304451 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -304556.906250 Penalty: 2613.772949 Iteration 3F: 3 clusters Score -304556.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -304644.218750 Penalty: 2613.772949 Iteration 4Q: 3 clusters Score -304644.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -304733.750000 Penalty: 2613.772949 Iteration 5Q: 3 clusters Score -304733.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -304809.218750 Penalty: 2613.772949 Iteration 6Q: 3 clusters Score -304809.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -304912.625000 Penalty: 2613.772949 Iteration 7Q: 3 clusters Score -304912.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -305001.406250 Penalty: 2613.772949 Iteration 8Q: 3 clusters Score -305001.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -305083.812500 Penalty: 2613.772949 Iteration 9Q: 3 clusters Score -305083.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -305153.000000 Penalty: 2613.772949 Iteration 10Q: 3 clusters Score -305153 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -305205.625000 Penalty: 2613.772949 Iteration 11Q: 3 clusters Score -305205.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -305240.500000 Penalty: 2613.772949 Iteration 12Q: 3 clusters Score -305240.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -305276.062500 Penalty: 2613.772949 Iteration 13Q: 3 clusters Score -305276.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -305311.093750 Penalty: 2613.772949 Iteration 14Q: 3 clusters Score -305311.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -305349.750000 Penalty: 2613.772949 Iteration 15Q: 3 clusters Score -305349.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -305376.687500 Penalty: 2613.772949 Iteration 16Q: 3 clusters Score -305376.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -305395.156250 Penalty: 2613.772949 Iteration 17Q: 3 clusters Score -305395.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -305412.875000 Penalty: 2613.772949 Iteration 18Q: 3 clusters Score -305412.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -305437.218750 Penalty: 2613.772949 Iteration 19Q: 3 clusters Score -305437.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -305460.593750 Penalty: 2613.772949 Iteration 20F: 3 clusters Score -305460.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -305477.687500 Penalty: 2613.772949 Iteration 21Q: 3 clusters Score -305477.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -305488.906250 Penalty: 2613.772949 Iteration 22Q: 3 clusters Score -305488.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -305498.656250 Penalty: 2613.772949 Iteration 23Q: 3 clusters Score -305498.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -305505.750000 Penalty: 2613.772949 Iteration 24Q: 3 clusters Score -305505.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -305510.312500 Penalty: 2613.772949 Iteration 25Q: 3 clusters Score -305510.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -305518.937500 Penalty: 2613.772949 Iteration 26Q: 3 clusters Score -305518.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -305527.625000 Penalty: 2613.772949 Iteration 27Q: 3 clusters Score -305527.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -305532.156250 Penalty: 2613.772949 Iteration 28Q: 3 clusters Score -305532.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -305535.031250 Penalty: 2613.772949 Iteration 29Q: 3 clusters Score -305535 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -305538.812500 Penalty: 2613.772949 Iteration 30Q: 3 clusters Score -305538.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -305543.531250 Penalty: 2613.772949 Iteration 31Q: 3 clusters Score -305543.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -305549.593750 Penalty: 2613.772949 Iteration 32Q: 3 clusters Score -305549.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -305557.812500 Penalty: 2613.772949 Iteration 33Q: 3 clusters Score -305557.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -305567.750000 Penalty: 2613.772949 Iteration 34Q: 3 clusters Score -305567.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -305577.937500 Penalty: 2613.772949 Iteration 35Q: 3 clusters Score -305577.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -305585.062500 Penalty: 2613.772949 Iteration 36Q: 3 clusters Score -305585.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -305590.468750 Penalty: 2613.772949 Iteration 37Q: 3 clusters Score -305590.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -305593.250000 Penalty: 2613.772949 Iteration 38Q: 3 clusters Score -305593.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -305596.000000 Penalty: 2613.772949 Iteration 39Q: 3 clusters Score -305596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -305597.125000 Penalty: 2613.772949 Iteration 40F: 3 clusters Score -305597.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -305598.406250 Penalty: 2613.772949 Iteration 41Q: 3 clusters Score -305598.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -305599.031250 Penalty: 2613.772949 Iteration 42Q: 3 clusters Score -305599 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -305599.468750 Penalty: 2613.772949 Iteration 43Q: 3 clusters Score -305599.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -305601.281250 Penalty: 2613.772949 Iteration 44Q: 3 clusters Score -305601.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -305602.218750 Penalty: 2613.772949 Iteration 45Q: 3 clusters Score -305602.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -305603.156250 Penalty: 2613.772949 Iteration 46Q: 3 clusters Score -305603.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -305603.125000 Penalty: 2613.772949 Iteration 47Q: 3 clusters Score -305603.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -305603.531250 Penalty: 2613.772949 Iteration 48Q: 3 clusters Score -305603.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -305605.375000 Penalty: 2613.772949 Iteration 49Q: 3 clusters Score -305605.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -305607.000000 Penalty: 2613.772949 Iteration 50Q: 3 clusters Score -305607 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -305608.312500 Penalty: 2613.772949 Iteration 51Q: 3 clusters Score -305608.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -305609.125000 Penalty: 2613.772949 Iteration 52Q: 3 clusters Score -305609.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -305608.937500 Penalty: 2613.772949 Iteration 53Q: 3 clusters Score -305608.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -305609.906250 Penalty: 2613.772949 Iteration 54Q: 3 clusters Score -305609.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -305610.187500 Penalty: 2613.772949 Iteration 55Q: 3 clusters Score -305610.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -305610.093750 Penalty: 2613.772949 Iteration 56Q: 3 clusters Score -305610.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -305610.093750 Penalty: 2613.772949 Iteration 57F: 3 clusters Score -305610.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17316 members Entering Unmasked Estep Score: -1743908.625000 Penalty: 1585.900269 Iteration 0F: 2 clusters Score -1743909 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8616 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -1732072.000000 Penalty: 3171.800537 Iteration 0F: 3 clusters Score -1732072 nChanged 7728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -1736235.375000 Penalty: 3171.800537 Iteration 1F: 3 clusters Score -1736235 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 9092 members Entering Unmasked Estep Score: -1736526.000000 Penalty: 3171.800537 Iteration 2Q: 3 clusters Score -1736526 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -1736792.000000 Penalty: 3171.800537 Iteration 3Q: 3 clusters Score -1736792 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7753 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -1737068.625000 Penalty: 3171.800537 Iteration 4Q: 3 clusters Score -1737069 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 9908 members Entering Unmasked Estep Score: -1737404.750000 Penalty: 3171.800537 Iteration 5Q: 3 clusters Score -1737405 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 10390 members Entering Unmasked Estep Score: -1737857.375000 Penalty: 3171.800537 Iteration 6Q: 3 clusters Score -1737857 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -1738386.000000 Penalty: 3171.800537 Iteration 7F: 3 clusters Score -1738386 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 11591 members Entering Unmasked Estep Score: -1738985.000000 Penalty: 3171.800537 Iteration 8F: 3 clusters Score -1738985 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 12206 members Entering Unmasked Estep Score: -1739569.750000 Penalty: 3171.800537 Iteration 9F: 3 clusters Score -1739570 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 12768 members Entering Unmasked Estep Score: -1740095.750000 Penalty: 3171.800537 Iteration 10Q: 3 clusters Score -1740096 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -1740594.750000 Penalty: 3171.800537 Iteration 11Q: 3 clusters Score -1740595 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 13738 members Entering Unmasked Estep Score: -1740990.500000 Penalty: 3171.800537 Iteration 12Q: 3 clusters Score -1740990 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 14105 members Entering Unmasked Estep Score: -1741305.000000 Penalty: 3171.800537 Iteration 13Q: 3 clusters Score -1741305 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 14439 members Entering Unmasked Estep Score: -1741574.250000 Penalty: 3171.800537 Iteration 14Q: 3 clusters Score -1741574 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 14748 members Entering Unmasked Estep Score: -1741793.625000 Penalty: 3171.800537 Iteration 15Q: 3 clusters Score -1741794 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 14985 members Entering Unmasked Estep Score: -1741972.375000 Penalty: 3171.800537 Iteration 16Q: 3 clusters Score -1741972 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 15178 members Entering Unmasked Estep Score: -1742086.625000 Penalty: 3171.800537 Iteration 17Q: 3 clusters Score -1742087 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 15324 members Entering Unmasked Estep Score: -1742191.250000 Penalty: 3171.800537 Iteration 18Q: 3 clusters Score -1742191 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 15463 members Entering Unmasked Estep Score: -1742284.875000 Penalty: 3171.800537 Iteration 19Q: 3 clusters Score -1742285 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 15581 members Entering Unmasked Estep Score: -1742357.000000 Penalty: 3171.800537 Iteration 20F: 3 clusters Score -1742357 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 15695 members Entering Unmasked Estep Score: -1742426.500000 Penalty: 3171.800537 Iteration 21Q: 3 clusters Score -1742426 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 15793 members Entering Unmasked Estep Score: -1742479.125000 Penalty: 3171.800537 Iteration 22Q: 3 clusters Score -1742479 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 15872 members Entering Unmasked Estep Score: -1742525.500000 Penalty: 3171.800537 Iteration 23Q: 3 clusters Score -1742526 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 15945 members Entering Unmasked Estep Score: -1742569.750000 Penalty: 3171.800537 Iteration 24Q: 3 clusters Score -1742570 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -1742605.375000 Penalty: 3171.800537 Iteration 25Q: 3 clusters Score -1742605 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 16041 members Entering Unmasked Estep Score: -1742631.375000 Penalty: 3171.800537 Iteration 26Q: 3 clusters Score -1742631 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 16085 members Entering Unmasked Estep Score: -1742652.375000 Penalty: 3171.800537 Iteration 27Q: 3 clusters Score -1742652 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 16111 members Entering Unmasked Estep Score: -1742661.375000 Penalty: 3171.800537 Iteration 28Q: 3 clusters Score -1742661 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 16133 members Entering Unmasked Estep Score: -1742671.500000 Penalty: 3171.800537 Iteration 29Q: 3 clusters Score -1742672 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 16146 members Entering Unmasked Estep Score: -1742679.750000 Penalty: 3171.800537 Iteration 30Q: 3 clusters Score -1742680 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 16163 members Entering Unmasked Estep Score: -1742691.500000 Penalty: 3171.800537 Iteration 31Q: 3 clusters Score -1742692 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 16176 members Entering Unmasked Estep Score: -1742696.375000 Penalty: 3171.800537 Iteration 32Q: 3 clusters Score -1742696 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 16195 members Entering Unmasked Estep Score: -1742700.750000 Penalty: 3171.800537 Iteration 33Q: 3 clusters Score -1742701 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 16213 members Entering Unmasked Estep Score: -1742710.750000 Penalty: 3171.800537 Iteration 34Q: 3 clusters Score -1742711 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 16230 members Entering Unmasked Estep Score: -1742715.500000 Penalty: 3171.800537 Iteration 35Q: 3 clusters Score -1742716 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 16238 members Entering Unmasked Estep Score: -1742719.000000 Penalty: 3171.800537 Iteration 36Q: 3 clusters Score -1742719 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 16248 members Entering Unmasked Estep Score: -1742720.375000 Penalty: 3171.800537 Iteration 37Q: 3 clusters Score -1742720 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 16253 members Entering Unmasked Estep Score: -1742726.375000 Penalty: 3171.800537 Iteration 38Q: 3 clusters Score -1742726 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 16256 members Entering Unmasked Estep Score: -1742725.625000 Penalty: 3171.800537 Iteration 39Q: 3 clusters Score -1742726 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 16258 members Entering Unmasked Estep Score: -1742726.000000 Penalty: 3171.800537 Iteration 40F: 3 clusters Score -1742726 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 16258 members Entering Unmasked Estep Score: -1742728.875000 Penalty: 3171.800537 Iteration 41Q: 3 clusters Score -1742729 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 16259 members Entering Unmasked Estep Score: -1742726.500000 Penalty: 3171.800537 Iteration 42Q: 3 clusters Score -1742726 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 16257 members Entering Unmasked Estep Score: -1742732.125000 Penalty: 3171.800537 Iteration 43Q: 3 clusters Score -1742732 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 16249 members Entering Unmasked Estep Score: -1742736.125000 Penalty: 3171.800537 Iteration 44Q: 3 clusters Score -1742736 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 16242 members Entering Unmasked Estep Score: -1742741.625000 Penalty: 3171.800537 Iteration 45Q: 3 clusters Score -1742742 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 16241 members Entering Unmasked Estep Score: -1742752.500000 Penalty: 3171.800537 Iteration 46Q: 3 clusters Score -1742752 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 16250 members Entering Unmasked Estep Score: -1742756.625000 Penalty: 3171.800537 Iteration 47Q: 3 clusters Score -1742757 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 16252 members Entering Unmasked Estep Score: -1742760.625000 Penalty: 3171.800537 Iteration 48Q: 3 clusters Score -1742761 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 16253 members Entering Unmasked Estep Score: -1742765.000000 Penalty: 3171.800537 Iteration 49Q: 3 clusters Score -1742765 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 16255 members Entering Unmasked Estep Score: -1742763.875000 Penalty: 3171.800537 Iteration 50Q: 3 clusters Score -1742764 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 16259 members Entering Unmasked Estep Score: -1742772.500000 Penalty: 3171.800537 Iteration 51Q: 3 clusters Score -1742772 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 16255 members Entering Unmasked Estep Score: -1742777.875000 Penalty: 3171.800537 Iteration 52Q: 3 clusters Score -1742778 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 16266 members Entering Unmasked Estep Score: -1742788.875000 Penalty: 3171.800537 Iteration 53Q: 3 clusters Score -1742789 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 16272 members Entering Unmasked Estep Score: -1742798.625000 Penalty: 3171.800537 Iteration 54Q: 3 clusters Score -1742799 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 16272 members Entering Unmasked Estep Score: -1742807.250000 Penalty: 3171.800537 Iteration 55Q: 3 clusters Score -1742807 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 16272 members Entering Unmasked Estep Score: -1742816.500000 Penalty: 3171.800537 Iteration 56Q: 3 clusters Score -1742816 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 16271 members Entering Unmasked Estep Score: -1742822.500000 Penalty: 3171.800537 Iteration 57Q: 3 clusters Score -1742822 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 16275 members Entering Unmasked Estep Score: -1742831.125000 Penalty: 3171.800537 Iteration 58Q: 3 clusters Score -1742831 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 16275 members Entering Unmasked Estep Score: -1742835.000000 Penalty: 3171.800537 Iteration 59Q: 3 clusters Score -1742835 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 16274 members Entering Unmasked Estep Score: -1742838.250000 Penalty: 3171.800537 Iteration 60F: 3 clusters Score -1742838 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 16272 members Entering Unmasked Estep Score: -1742840.750000 Penalty: 3171.800537 Iteration 61Q: 3 clusters Score -1742841 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 16272 members Entering Unmasked Estep Score: -1742840.750000 Penalty: 3171.800537 Iteration 62F: 3 clusters Score -1742841 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Entering Unmasked Estep Score: -95346.078125 Penalty: 1118.562622 Iteration 0F: 2 clusters Score -95346.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -93920.750000 Penalty: 2237.125244 Iteration 0F: 3 clusters Score -93920.75 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -94148.796875 Penalty: 2237.125244 Iteration 1F: 3 clusters Score -94148.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -94217.070312 Penalty: 2237.125244 Iteration 2F: 3 clusters Score -94217.07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -94243.070312 Penalty: 2237.125244 Iteration 3Q: 3 clusters Score -94243.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -94255.343750 Penalty: 2237.125244 Iteration 4Q: 3 clusters Score -94255.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -94266.835938 Penalty: 2237.125244 Iteration 5Q: 3 clusters Score -94266.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -94275.070312 Penalty: 2237.125244 Iteration 6Q: 3 clusters Score -94275.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -94279.601562 Penalty: 2237.125244 Iteration 7Q: 3 clusters Score -94279.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -94285.414062 Penalty: 2237.125244 Iteration 8Q: 3 clusters Score -94285.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -94288.398438 Penalty: 2237.125244 Iteration 9Q: 3 clusters Score -94288.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -94290.890625 Penalty: 2237.125244 Iteration 10Q: 3 clusters Score -94290.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -94292.687500 Penalty: 2237.125244 Iteration 11Q: 3 clusters Score -94292.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -94295.070312 Penalty: 2237.125244 Iteration 12Q: 3 clusters Score -94295.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -94303.250000 Penalty: 2237.125244 Iteration 13Q: 3 clusters Score -94303.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -94312.976562 Penalty: 2237.125244 Iteration 14Q: 3 clusters Score -94312.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -94323.531250 Penalty: 2237.125244 Iteration 15Q: 3 clusters Score -94323.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -94330.445312 Penalty: 2237.125244 Iteration 16Q: 3 clusters Score -94330.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -94341.539062 Penalty: 2237.125244 Iteration 17Q: 3 clusters Score -94341.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -94354.250000 Penalty: 2237.125244 Iteration 18Q: 3 clusters Score -94354.25 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -94364.656250 Penalty: 2237.125244 Iteration 19Q: 3 clusters Score -94364.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -94371.343750 Penalty: 2237.125244 Iteration 20F: 3 clusters Score -94371.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -94380.625000 Penalty: 2237.125244 Iteration 21Q: 3 clusters Score -94380.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -94383.835938 Penalty: 2237.125244 Iteration 22Q: 3 clusters Score -94383.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -94389.812500 Penalty: 2237.125244 Iteration 23Q: 3 clusters Score -94389.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -94391.085938 Penalty: 2237.125244 Iteration 24Q: 3 clusters Score -94391.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -94392.359375 Penalty: 2237.125244 Iteration 25Q: 3 clusters Score -94392.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -94395.523438 Penalty: 2237.125244 Iteration 26Q: 3 clusters Score -94395.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -94398.546875 Penalty: 2237.125244 Iteration 27Q: 3 clusters Score -94398.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -94399.296875 Penalty: 2237.125244 Iteration 28Q: 3 clusters Score -94399.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -94400.937500 Penalty: 2237.125244 Iteration 29Q: 3 clusters Score -94400.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -94405.226562 Penalty: 2237.125244 Iteration 30Q: 3 clusters Score -94405.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -94406.796875 Penalty: 2237.125244 Iteration 31Q: 3 clusters Score -94406.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -94406.796875 Penalty: 2237.125244 Iteration 32F: 3 clusters Score -94406.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Entering Unmasked Estep Score: -697524.625000 Penalty: 1437.532349 Iteration 0F: 2 clusters Score -697524.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -692330.687500 Penalty: 2875.064697 Iteration 0F: 3 clusters Score -692330.7 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -693908.625000 Penalty: 2875.064697 Iteration 1F: 3 clusters Score -693908.6 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -694129.687500 Penalty: 2875.064697 Iteration 2F: 3 clusters Score -694129.7 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -694283.937500 Penalty: 2875.064697 Iteration 3Q: 3 clusters Score -694283.9 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -694433.312500 Penalty: 2875.064697 Iteration 4Q: 3 clusters Score -694433.3 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -694564.687500 Penalty: 2875.064697 Iteration 5Q: 3 clusters Score -694564.7 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -694688.937500 Penalty: 2875.064697 Iteration 6Q: 3 clusters Score -694688.9 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -694831.250000 Penalty: 2875.064697 Iteration 7Q: 3 clusters Score -694831.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -695012.812500 Penalty: 2875.064697 Iteration 8Q: 3 clusters Score -695012.8 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -695290.875000 Penalty: 2875.064697 Iteration 9Q: 3 clusters Score -695290.9 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -695667.125000 Penalty: 2875.064697 Iteration 10F: 3 clusters Score -695667.1 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -696183.687500 Penalty: 2875.064697 Iteration 11F: 3 clusters Score -696183.7 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -696937.687500 Penalty: 2875.064697 Iteration 12F: 3 clusters Score -696937.7 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -698030.312500 Penalty: 2875.064697 Iteration 13F: 3 clusters Score -698030.3 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -698824.687500 Penalty: 2875.064697 Iteration 14F: 3 clusters Score -698824.7 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -699189.562500 Penalty: 2875.064697 Iteration 15Q: 3 clusters Score -699189.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -699408.875000 Penalty: 2875.064697 Iteration 16Q: 3 clusters Score -699408.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -699612.437500 Penalty: 2875.064697 Iteration 17Q: 3 clusters Score -699612.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -699751.812500 Penalty: 2875.064697 Iteration 18Q: 3 clusters Score -699751.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -699803.375000 Penalty: 2875.064697 Iteration 19Q: 3 clusters Score -699803.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -699815.562500 Penalty: 2875.064697 Iteration 20F: 3 clusters Score -699815.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -699821.375000 Penalty: 2875.064697 Iteration 21Q: 3 clusters Score -699821.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -699822.875000 Penalty: 2875.064697 Iteration 22Q: 3 clusters Score -699822.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -699823.125000 Penalty: 2875.064697 Iteration 23Q: 3 clusters Score -699823.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -699824.000000 Penalty: 2875.064697 Iteration 24Q: 3 clusters Score -699824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -699824.437500 Penalty: 2875.064697 Iteration 25Q: 3 clusters Score -699824.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -699824.437500 Penalty: 2875.064697 Iteration 26F: 3 clusters Score -699824.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3110 members Mstep: Class 4 contains 17316 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 3723 members Mstep: Class 7 contains 12950 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4350 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72378 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32708 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17838 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2713 members Mstep: Class 27 contains 3226 members Entering Unmasked Estep Score: -22263354.000000 Penalty: 54191.679688 Splitting cluster 6 changes total score from -22261640.000000 to -22263354.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 7 (12950 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12950 members Entering Unmasked Estep Score: -1310950.750000 Penalty: 1538.688354 Iteration 0F: 2 clusters Score -1310951 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -1301774.500000 Penalty: 3077.376709 Iteration 0F: 3 clusters Score -1301774 nChanged 5784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -1305074.000000 Penalty: 3077.376709 Iteration 1F: 3 clusters Score -1305074 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -1305427.500000 Penalty: 3077.376709 Iteration 2F: 3 clusters Score -1305428 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -1305752.125000 Penalty: 3077.376709 Iteration 3F: 3 clusters Score -1305752 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7452 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1306082.375000 Penalty: 3077.376709 Iteration 4F: 3 clusters Score -1306082 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7795 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -1306426.000000 Penalty: 3077.376709 Iteration 5F: 3 clusters Score -1306426 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8207 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -1306762.125000 Penalty: 3077.376709 Iteration 6Q: 3 clusters Score -1306762 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1307099.750000 Penalty: 3077.376709 Iteration 7Q: 3 clusters Score -1307100 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9082 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1307478.625000 Penalty: 3077.376709 Iteration 8Q: 3 clusters Score -1307479 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9501 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -1307824.625000 Penalty: 3077.376709 Iteration 9Q: 3 clusters Score -1307825 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -1308138.625000 Penalty: 3077.376709 Iteration 10Q: 3 clusters Score -1308139 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1308371.875000 Penalty: 3077.376709 Iteration 11Q: 3 clusters Score -1308372 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -1308538.375000 Penalty: 3077.376709 Iteration 12Q: 3 clusters Score -1308538 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1308678.250000 Penalty: 3077.376709 Iteration 13Q: 3 clusters Score -1308678 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -1308784.500000 Penalty: 3077.376709 Iteration 14Q: 3 clusters Score -1308784 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -1308899.000000 Penalty: 3077.376709 Iteration 15Q: 3 clusters Score -1308899 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11343 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -1308996.500000 Penalty: 3077.376709 Iteration 16Q: 3 clusters Score -1308996 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1309088.750000 Penalty: 3077.376709 Iteration 17Q: 3 clusters Score -1309089 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11628 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -1309160.875000 Penalty: 3077.376709 Iteration 18Q: 3 clusters Score -1309161 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1309226.750000 Penalty: 3077.376709 Iteration 19Q: 3 clusters Score -1309227 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11837 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -1309287.875000 Penalty: 3077.376709 Iteration 20F: 3 clusters Score -1309288 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1309329.375000 Penalty: 3077.376709 Iteration 21Q: 3 clusters Score -1309329 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -1309378.125000 Penalty: 3077.376709 Iteration 22Q: 3 clusters Score -1309378 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12060 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1309414.625000 Penalty: 3077.376709 Iteration 23Q: 3 clusters Score -1309415 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12119 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1309445.250000 Penalty: 3077.376709 Iteration 24Q: 3 clusters Score -1309445 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12162 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1309476.750000 Penalty: 3077.376709 Iteration 25Q: 3 clusters Score -1309477 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12209 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1309508.750000 Penalty: 3077.376709 Iteration 26Q: 3 clusters Score -1309509 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12236 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1309519.875000 Penalty: 3077.376709 Iteration 27Q: 3 clusters Score -1309520 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1309533.750000 Penalty: 3077.376709 Iteration 28Q: 3 clusters Score -1309534 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -1309548.875000 Penalty: 3077.376709 Iteration 29Q: 3 clusters Score -1309549 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12310 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -1309560.625000 Penalty: 3077.376709 Iteration 30Q: 3 clusters Score -1309561 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12326 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1309570.625000 Penalty: 3077.376709 Iteration 31Q: 3 clusters Score -1309571 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12340 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -1309576.500000 Penalty: 3077.376709 Iteration 32Q: 3 clusters Score -1309576 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12354 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -1309584.750000 Penalty: 3077.376709 Iteration 33Q: 3 clusters Score -1309585 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12362 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1309593.125000 Penalty: 3077.376709 Iteration 34Q: 3 clusters Score -1309593 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12372 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -1309598.000000 Penalty: 3077.376709 Iteration 35Q: 3 clusters Score -1309598 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12388 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -1309605.875000 Penalty: 3077.376709 Iteration 36Q: 3 clusters Score -1309606 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12399 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -1309615.375000 Penalty: 3077.376709 Iteration 37Q: 3 clusters Score -1309615 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12411 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1309623.750000 Penalty: 3077.376709 Iteration 38Q: 3 clusters Score -1309624 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12427 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1309633.750000 Penalty: 3077.376709 Iteration 39Q: 3 clusters Score -1309634 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12440 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1309639.500000 Penalty: 3077.376709 Iteration 40F: 3 clusters Score -1309640 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12453 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -1309648.000000 Penalty: 3077.376709 Iteration 41Q: 3 clusters Score -1309648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -1309649.750000 Penalty: 3077.376709 Iteration 42Q: 3 clusters Score -1309650 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12460 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -1309657.250000 Penalty: 3077.376709 Iteration 43Q: 3 clusters Score -1309657 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12465 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1309658.250000 Penalty: 3077.376709 Iteration 44Q: 3 clusters Score -1309658 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -1309660.875000 Penalty: 3077.376709 Iteration 45Q: 3 clusters Score -1309661 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12473 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1309666.375000 Penalty: 3077.376709 Iteration 46Q: 3 clusters Score -1309666 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12476 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1309673.125000 Penalty: 3077.376709 Iteration 47Q: 3 clusters Score -1309673 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1309674.875000 Penalty: 3077.376709 Iteration 48Q: 3 clusters Score -1309675 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -1309677.250000 Penalty: 3077.376709 Iteration 49Q: 3 clusters Score -1309677 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -1309678.000000 Penalty: 3077.376709 Iteration 50Q: 3 clusters Score -1309678 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -1309678.000000 Penalty: 3077.376709 Iteration 51F: 3 clusters Score -1309678 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Entering Unmasked Estep Score: -261567.984375 Penalty: 1276.463013 Iteration 0F: 2 clusters Score -261568 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -259147.015625 Penalty: 2552.926025 Iteration 0F: 3 clusters Score -259147 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -259669.531250 Penalty: 2552.926025 Iteration 1F: 3 clusters Score -259669.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -259764.984375 Penalty: 2552.926025 Iteration 2F: 3 clusters Score -259765 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -259825.265625 Penalty: 2552.926025 Iteration 3Q: 3 clusters Score -259825.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -259860.953125 Penalty: 2552.926025 Iteration 4Q: 3 clusters Score -259861 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -259884.656250 Penalty: 2552.926025 Iteration 5Q: 3 clusters Score -259884.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -259903.953125 Penalty: 2552.926025 Iteration 6Q: 3 clusters Score -259904 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -259920.562500 Penalty: 2552.926025 Iteration 7Q: 3 clusters Score -259920.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -259935.750000 Penalty: 2552.926025 Iteration 8Q: 3 clusters Score -259935.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -259955.000000 Penalty: 2552.926025 Iteration 9Q: 3 clusters Score -259955 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -259971.796875 Penalty: 2552.926025 Iteration 10Q: 3 clusters Score -259971.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -259986.703125 Penalty: 2552.926025 Iteration 11Q: 3 clusters Score -259986.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -260001.453125 Penalty: 2552.926025 Iteration 12Q: 3 clusters Score -260001.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -260017.062500 Penalty: 2552.926025 Iteration 13Q: 3 clusters Score -260017.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -260031.046875 Penalty: 2552.926025 Iteration 14Q: 3 clusters Score -260031 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -260044.187500 Penalty: 2552.926025 Iteration 15Q: 3 clusters Score -260044.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -260055.937500 Penalty: 2552.926025 Iteration 16Q: 3 clusters Score -260055.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -260071.593750 Penalty: 2552.926025 Iteration 17Q: 3 clusters Score -260071.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -260088.781250 Penalty: 2552.926025 Iteration 18Q: 3 clusters Score -260088.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -260114.156250 Penalty: 2552.926025 Iteration 19Q: 3 clusters Score -260114.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -260142.000000 Penalty: 2552.926025 Iteration 20F: 3 clusters Score -260142 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -260163.015625 Penalty: 2552.926025 Iteration 21Q: 3 clusters Score -260163 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -260187.437500 Penalty: 2552.926025 Iteration 22Q: 3 clusters Score -260187.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -260209.078125 Penalty: 2552.926025 Iteration 23Q: 3 clusters Score -260209.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -260233.953125 Penalty: 2552.926025 Iteration 24Q: 3 clusters Score -260234 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -260259.843750 Penalty: 2552.926025 Iteration 25Q: 3 clusters Score -260259.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -260292.031250 Penalty: 2552.926025 Iteration 26Q: 3 clusters Score -260292 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -260315.609375 Penalty: 2552.926025 Iteration 27Q: 3 clusters Score -260315.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -260335.515625 Penalty: 2552.926025 Iteration 28Q: 3 clusters Score -260335.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -260354.812500 Penalty: 2552.926025 Iteration 29Q: 3 clusters Score -260354.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -260365.437500 Penalty: 2552.926025 Iteration 30Q: 3 clusters Score -260365.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -260375.937500 Penalty: 2552.926025 Iteration 31Q: 3 clusters Score -260375.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -260384.875000 Penalty: 2552.926025 Iteration 32Q: 3 clusters Score -260384.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -260394.468750 Penalty: 2552.926025 Iteration 33Q: 3 clusters Score -260394.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -260402.234375 Penalty: 2552.926025 Iteration 34Q: 3 clusters Score -260402.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -260407.203125 Penalty: 2552.926025 Iteration 35Q: 3 clusters Score -260407.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -260411.875000 Penalty: 2552.926025 Iteration 36Q: 3 clusters Score -260411.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -260416.890625 Penalty: 2552.926025 Iteration 37Q: 3 clusters Score -260416.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -260418.796875 Penalty: 2552.926025 Iteration 38Q: 3 clusters Score -260418.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -260419.187500 Penalty: 2552.926025 Iteration 39Q: 3 clusters Score -260419.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -260419.187500 Penalty: 2552.926025 Iteration 40F: 3 clusters Score -260419.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Entering Unmasked Estep Score: -436059.906250 Penalty: 1361.413940 Iteration 0F: 2 clusters Score -436059.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -432479.875000 Penalty: 2722.827881 Iteration 0F: 3 clusters Score -432479.9 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -433427.500000 Penalty: 2722.827881 Iteration 1F: 3 clusters Score -433427.5 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -433578.406250 Penalty: 2722.827881 Iteration 2F: 3 clusters Score -433578.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -433666.812500 Penalty: 2722.827881 Iteration 3Q: 3 clusters Score -433666.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -433731.531250 Penalty: 2722.827881 Iteration 4Q: 3 clusters Score -433731.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -433783.281250 Penalty: 2722.827881 Iteration 5Q: 3 clusters Score -433783.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -433833.750000 Penalty: 2722.827881 Iteration 6Q: 3 clusters Score -433833.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -433886.156250 Penalty: 2722.827881 Iteration 7Q: 3 clusters Score -433886.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -433940.875000 Penalty: 2722.827881 Iteration 8Q: 3 clusters Score -433940.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -434006.125000 Penalty: 2722.827881 Iteration 9Q: 3 clusters Score -434006.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -434077.531250 Penalty: 2722.827881 Iteration 10Q: 3 clusters Score -434077.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -434174.187500 Penalty: 2722.827881 Iteration 11Q: 3 clusters Score -434174.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -434284.812500 Penalty: 2722.827881 Iteration 12Q: 3 clusters Score -434284.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -434393.656250 Penalty: 2722.827881 Iteration 13Q: 3 clusters Score -434393.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -434530.375000 Penalty: 2722.827881 Iteration 14Q: 3 clusters Score -434530.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -434651.156250 Penalty: 2722.827881 Iteration 15Q: 3 clusters Score -434651.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -434764.312500 Penalty: 2722.827881 Iteration 16Q: 3 clusters Score -434764.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -434853.531250 Penalty: 2722.827881 Iteration 17Q: 3 clusters Score -434853.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -434930.968750 Penalty: 2722.827881 Iteration 18Q: 3 clusters Score -434931 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -434981.250000 Penalty: 2722.827881 Iteration 19Q: 3 clusters Score -434981.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -435011.812500 Penalty: 2722.827881 Iteration 20F: 3 clusters Score -435011.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -435020.687500 Penalty: 2722.827881 Iteration 21Q: 3 clusters Score -435020.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -435029.500000 Penalty: 2722.827881 Iteration 22Q: 3 clusters Score -435029.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -435037.750000 Penalty: 2722.827881 Iteration 23Q: 3 clusters Score -435037.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -435043.781250 Penalty: 2722.827881 Iteration 24Q: 3 clusters Score -435043.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -435048.750000 Penalty: 2722.827881 Iteration 25Q: 3 clusters Score -435048.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -435051.562500 Penalty: 2722.827881 Iteration 26Q: 3 clusters Score -435051.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -435057.687500 Penalty: 2722.827881 Iteration 27Q: 3 clusters Score -435057.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -435062.250000 Penalty: 2722.827881 Iteration 28Q: 3 clusters Score -435062.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -435063.437500 Penalty: 2722.827881 Iteration 29Q: 3 clusters Score -435063.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -435066.750000 Penalty: 2722.827881 Iteration 30Q: 3 clusters Score -435066.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -435068.281250 Penalty: 2722.827881 Iteration 31Q: 3 clusters Score -435068.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -435070.437500 Penalty: 2722.827881 Iteration 32Q: 3 clusters Score -435070.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -435070.718750 Penalty: 2722.827881 Iteration 33Q: 3 clusters Score -435070.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -435070.718750 Penalty: 2722.827881 Iteration 34F: 3 clusters Score -435070.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Entering Unmasked Estep Score: -150822.468750 Penalty: 1198.275269 Iteration 0F: 2 clusters Score -150822.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -148991.390625 Penalty: 2396.550537 Iteration 0F: 3 clusters Score -148991.4 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -149416.484375 Penalty: 2396.550537 Iteration 1F: 3 clusters Score -149416.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -149537.250000 Penalty: 2396.550537 Iteration 2F: 3 clusters Score -149537.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -149650.609375 Penalty: 2396.550537 Iteration 3F: 3 clusters Score -149650.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -149733.656250 Penalty: 2396.550537 Iteration 4Q: 3 clusters Score -149733.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -149811.218750 Penalty: 2396.550537 Iteration 5Q: 3 clusters Score -149811.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -149871.187500 Penalty: 2396.550537 Iteration 6Q: 3 clusters Score -149871.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -149936.109375 Penalty: 2396.550537 Iteration 7Q: 3 clusters Score -149936.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -150014.296875 Penalty: 2396.550537 Iteration 8Q: 3 clusters Score -150014.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -150109.703125 Penalty: 2396.550537 Iteration 9Q: 3 clusters Score -150109.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -150190.125000 Penalty: 2396.550537 Iteration 10Q: 3 clusters Score -150190.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -150251.859375 Penalty: 2396.550537 Iteration 11Q: 3 clusters Score -150251.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -150307.531250 Penalty: 2396.550537 Iteration 12Q: 3 clusters Score -150307.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -150339.437500 Penalty: 2396.550537 Iteration 13Q: 3 clusters Score -150339.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -150378.265625 Penalty: 2396.550537 Iteration 14Q: 3 clusters Score -150378.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -150422.109375 Penalty: 2396.550537 Iteration 15Q: 3 clusters Score -150422.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -150470.828125 Penalty: 2396.550537 Iteration 16Q: 3 clusters Score -150470.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -150536.734375 Penalty: 2396.550537 Iteration 17Q: 3 clusters Score -150536.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -150584.312500 Penalty: 2396.550537 Iteration 18Q: 3 clusters Score -150584.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -150612.359375 Penalty: 2396.550537 Iteration 19Q: 3 clusters Score -150612.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -150634.250000 Penalty: 2396.550537 Iteration 20F: 3 clusters Score -150634.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -150643.218750 Penalty: 2396.550537 Iteration 21Q: 3 clusters Score -150643.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -150648.734375 Penalty: 2396.550537 Iteration 22Q: 3 clusters Score -150648.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -150652.421875 Penalty: 2396.550537 Iteration 23Q: 3 clusters Score -150652.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -150655.031250 Penalty: 2396.550537 Iteration 24Q: 3 clusters Score -150655 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -150655.437500 Penalty: 2396.550537 Iteration 25Q: 3 clusters Score -150655.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -150656.593750 Penalty: 2396.550537 Iteration 26Q: 3 clusters Score -150656.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -150656.593750 Penalty: 2396.550537 Iteration 27F: 3 clusters Score -150656.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (12610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12610 members Entering Unmasked Estep Score: -1263763.750000 Penalty: 1534.364868 Iteration 0F: 2 clusters Score -1263764 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -1254854.000000 Penalty: 3068.729736 Iteration 0F: 3 clusters Score -1254854 nChanged 5567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -1257779.125000 Penalty: 3068.729736 Iteration 1F: 3 clusters Score -1257779 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -1258179.000000 Penalty: 3068.729736 Iteration 2F: 3 clusters Score -1258179 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 7488 members Entering Unmasked Estep Score: -1258667.625000 Penalty: 3068.729736 Iteration 3F: 3 clusters Score -1258668 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -1259239.875000 Penalty: 3068.729736 Iteration 4F: 3 clusters Score -1259240 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -1259914.500000 Penalty: 3068.729736 Iteration 5F: 3 clusters Score -1259914 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -1260641.875000 Penalty: 3068.729736 Iteration 6F: 3 clusters Score -1260642 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 9944 members Entering Unmasked Estep Score: -1261225.500000 Penalty: 3068.729736 Iteration 7F: 3 clusters Score -1261226 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 10394 members Entering Unmasked Estep Score: -1261676.375000 Penalty: 3068.729736 Iteration 8Q: 3 clusters Score -1261676 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 10752 members Entering Unmasked Estep Score: -1261987.750000 Penalty: 3068.729736 Iteration 9Q: 3 clusters Score -1261988 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 11019 members Entering Unmasked Estep Score: -1262212.250000 Penalty: 3068.729736 Iteration 10Q: 3 clusters Score -1262212 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 11211 members Entering Unmasked Estep Score: -1262351.375000 Penalty: 3068.729736 Iteration 11Q: 3 clusters Score -1262351 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 11348 members Entering Unmasked Estep Score: -1262442.125000 Penalty: 3068.729736 Iteration 12Q: 3 clusters Score -1262442 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 11443 members Entering Unmasked Estep Score: -1262515.500000 Penalty: 3068.729736 Iteration 13Q: 3 clusters Score -1262516 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 11516 members Entering Unmasked Estep Score: -1262571.625000 Penalty: 3068.729736 Iteration 14Q: 3 clusters Score -1262572 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 11558 members Entering Unmasked Estep Score: -1262608.250000 Penalty: 3068.729736 Iteration 15Q: 3 clusters Score -1262608 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 11598 members Entering Unmasked Estep Score: -1262654.125000 Penalty: 3068.729736 Iteration 16Q: 3 clusters Score -1262654 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -1262701.625000 Penalty: 3068.729736 Iteration 17Q: 3 clusters Score -1262702 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 11665 members Entering Unmasked Estep Score: -1262720.750000 Penalty: 3068.729736 Iteration 18Q: 3 clusters Score -1262721 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 11676 members Entering Unmasked Estep Score: -1262733.125000 Penalty: 3068.729736 Iteration 19Q: 3 clusters Score -1262733 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -1262745.250000 Penalty: 3068.729736 Iteration 20F: 3 clusters Score -1262745 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 11705 members Entering Unmasked Estep Score: -1262750.500000 Penalty: 3068.729736 Iteration 21Q: 3 clusters Score -1262750 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 11709 members Entering Unmasked Estep Score: -1262757.750000 Penalty: 3068.729736 Iteration 22Q: 3 clusters Score -1262758 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 11717 members Entering Unmasked Estep Score: -1262770.125000 Penalty: 3068.729736 Iteration 23Q: 3 clusters Score -1262770 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 11724 members Entering Unmasked Estep Score: -1262775.875000 Penalty: 3068.729736 Iteration 24Q: 3 clusters Score -1262776 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -1262776.375000 Penalty: 3068.729736 Iteration 25Q: 3 clusters Score -1262776 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 11726 members Entering Unmasked Estep Score: -1262778.625000 Penalty: 3068.729736 Iteration 26Q: 3 clusters Score -1262779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -1262782.750000 Penalty: 3068.729736 Iteration 27Q: 3 clusters Score -1262783 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -1262783.875000 Penalty: 3068.729736 Iteration 28Q: 3 clusters Score -1262784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -1262786.000000 Penalty: 3068.729736 Iteration 29Q: 3 clusters Score -1262786 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -1262784.375000 Penalty: 3068.729736 Iteration 30Q: 3 clusters Score -1262784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -1262788.875000 Penalty: 3068.729736 Iteration 31Q: 3 clusters Score -1262789 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -1262789.000000 Penalty: 3068.729736 Iteration 32Q: 3 clusters Score -1262789 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 11740 members Entering Unmasked Estep Score: -1262788.875000 Penalty: 3068.729736 Iteration 33Q: 3 clusters Score -1262789 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 11741 members Entering Unmasked Estep Score: -1262788.125000 Penalty: 3068.729736 Iteration 34Q: 3 clusters Score -1262788 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 11741 members Entering Unmasked Estep Score: -1262788.125000 Penalty: 3068.729736 Iteration 35F: 3 clusters Score -1262788 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (72378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72378 members Entering Unmasked Estep Score: -7120789.000000 Penalty: 1818.319336 Iteration 0F: 2 clusters Score -7120789 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36309 members Mstep: Class 2 contains 36069 members Entering Unmasked Estep Score: -7072418.500000 Penalty: 3636.638672 Iteration 0F: 3 clusters Score -7072418 nChanged 34316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36549 members Mstep: Class 2 contains 35829 members Entering Unmasked Estep Score: -7092374.000000 Penalty: 3636.638672 Iteration 1F: 3 clusters Score -7092374 nChanged 3014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37079 members Mstep: Class 2 contains 35299 members Entering Unmasked Estep Score: -7093352.500000 Penalty: 3636.638672 Iteration 2Q: 3 clusters Score -7093352 nChanged 3075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37910 members Mstep: Class 2 contains 34468 members Entering Unmasked Estep Score: -7094484.500000 Penalty: 3636.638672 Iteration 3Q: 3 clusters Score -7094484 nChanged 3209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39175 members Mstep: Class 2 contains 33203 members Entering Unmasked Estep Score: -7095856.500000 Penalty: 3636.638672 Iteration 4Q: 3 clusters Score -7095856 nChanged 3485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40954 members Mstep: Class 2 contains 31424 members Entering Unmasked Estep Score: -7097510.500000 Penalty: 3636.638672 Iteration 5Q: 3 clusters Score -7097510 nChanged 3753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43253 members Mstep: Class 2 contains 29125 members Entering Unmasked Estep Score: -7099429.000000 Penalty: 3636.638672 Iteration 6F: 3 clusters Score -7099429 nChanged 3958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46011 members Mstep: Class 2 contains 26367 members Entering Unmasked Estep Score: -7101998.500000 Penalty: 3636.638672 Iteration 7F: 3 clusters Score -7101998 nChanged 4192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48955 members Mstep: Class 2 contains 23423 members Entering Unmasked Estep Score: -7104991.500000 Penalty: 3636.638672 Iteration 8F: 3 clusters Score -7104992 nChanged 3987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51670 members Mstep: Class 2 contains 20708 members Entering Unmasked Estep Score: -7108011.500000 Penalty: 3636.638672 Iteration 9F: 3 clusters Score -7108012 nChanged 3436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53834 members Mstep: Class 2 contains 18544 members Entering Unmasked Estep Score: -7110354.500000 Penalty: 3636.638672 Iteration 10Q: 3 clusters Score -7110354 nChanged 2639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55537 members Mstep: Class 2 contains 16841 members Entering Unmasked Estep Score: -7111811.000000 Penalty: 3636.638672 Iteration 11Q: 3 clusters Score -7111811 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57008 members Mstep: Class 2 contains 15370 members Entering Unmasked Estep Score: -7112681.500000 Penalty: 3636.638672 Iteration 12Q: 3 clusters Score -7112682 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58413 members Mstep: Class 2 contains 13965 members Entering Unmasked Estep Score: -7113369.000000 Penalty: 3636.638672 Iteration 13Q: 3 clusters Score -7113369 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59740 members Mstep: Class 2 contains 12638 members Entering Unmasked Estep Score: -7113996.000000 Penalty: 3636.638672 Iteration 14Q: 3 clusters Score -7113996 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60991 members Mstep: Class 2 contains 11387 members Entering Unmasked Estep Score: -7114564.500000 Penalty: 3636.638672 Iteration 15Q: 3 clusters Score -7114564 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62223 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -7115150.500000 Penalty: 3636.638672 Iteration 16Q: 3 clusters Score -7115150 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63390 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -7115754.500000 Penalty: 3636.638672 Iteration 17Q: 3 clusters Score -7115754 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64464 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -7116378.500000 Penalty: 3636.638672 Iteration 18Q: 3 clusters Score -7116378 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65487 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -7117021.000000 Penalty: 3636.638672 Iteration 19Q: 3 clusters Score -7117021 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66425 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -7117598.500000 Penalty: 3636.638672 Iteration 20F: 3 clusters Score -7117598 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67243 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -7118087.500000 Penalty: 3636.638672 Iteration 21Q: 3 clusters Score -7118088 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67961 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -7118633.000000 Penalty: 3636.638672 Iteration 22Q: 3 clusters Score -7118633 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68577 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -7119105.000000 Penalty: 3636.638672 Iteration 23Q: 3 clusters Score -7119105 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69045 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -7119482.500000 Penalty: 3636.638672 Iteration 24Q: 3 clusters Score -7119482 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69382 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -7119749.500000 Penalty: 3636.638672 Iteration 25Q: 3 clusters Score -7119750 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69636 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -7119950.000000 Penalty: 3636.638672 Iteration 26Q: 3 clusters Score -7119950 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69814 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -7120080.500000 Penalty: 3636.638672 Iteration 27Q: 3 clusters Score -7120080 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69935 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -7120130.500000 Penalty: 3636.638672 Iteration 28Q: 3 clusters Score -7120130 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70025 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -7120171.500000 Penalty: 3636.638672 Iteration 29Q: 3 clusters Score -7120172 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70081 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -7120177.500000 Penalty: 3636.638672 Iteration 30Q: 3 clusters Score -7120178 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70117 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -7120194.000000 Penalty: 3636.638672 Iteration 31Q: 3 clusters Score -7120194 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70143 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -7120214.500000 Penalty: 3636.638672 Iteration 32Q: 3 clusters Score -7120214 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70168 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -7120217.500000 Penalty: 3636.638672 Iteration 33Q: 3 clusters Score -7120218 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70188 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -7120215.500000 Penalty: 3636.638672 Iteration 34Q: 3 clusters Score -7120216 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70207 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -7120215.000000 Penalty: 3636.638672 Iteration 35Q: 3 clusters Score -7120215 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70227 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -7120204.000000 Penalty: 3636.638672 Iteration 36Q: 3 clusters Score -7120204 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70238 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -7120219.000000 Penalty: 3636.638672 Iteration 37Q: 3 clusters Score -7120219 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70243 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -7120223.000000 Penalty: 3636.638672 Iteration 38Q: 3 clusters Score -7120223 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70251 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -7120226.000000 Penalty: 3636.638672 Iteration 39Q: 3 clusters Score -7120226 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70262 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -7120236.500000 Penalty: 3636.638672 Iteration 40F: 3 clusters Score -7120236 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70266 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -7120226.500000 Penalty: 3636.638672 Iteration 41Q: 3 clusters Score -7120226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70267 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -7120235.000000 Penalty: 3636.638672 Iteration 42Q: 3 clusters Score -7120235 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70271 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -7120243.000000 Penalty: 3636.638672 Iteration 43Q: 3 clusters Score -7120243 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70272 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -7120236.500000 Penalty: 3636.638672 Iteration 44Q: 3 clusters Score -7120236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70274 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -7120240.000000 Penalty: 3636.638672 Iteration 45Q: 3 clusters Score -7120240 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70275 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -7120242.500000 Penalty: 3636.638672 Iteration 46Q: 3 clusters Score -7120242 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70274 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -7120240.500000 Penalty: 3636.638672 Iteration 47Q: 3 clusters Score -7120240 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70274 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -7120240.500000 Penalty: 3636.638672 Iteration 48F: 3 clusters Score -7120240 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Entering Unmasked Estep Score: -356432.968750 Penalty: 1334.630493 Iteration 0F: 2 clusters Score -356433 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -353298.281250 Penalty: 2669.260986 Iteration 0F: 3 clusters Score -353298.3 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -354122.062500 Penalty: 2669.260986 Iteration 1F: 3 clusters Score -354122.1 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -354357.281250 Penalty: 2669.260986 Iteration 2F: 3 clusters Score -354357.3 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -354541.531250 Penalty: 2669.260986 Iteration 3F: 3 clusters Score -354541.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -354745.656250 Penalty: 2669.260986 Iteration 4F: 3 clusters Score -354745.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -354963.312500 Penalty: 2669.260986 Iteration 5F: 3 clusters Score -354963.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -355109.093750 Penalty: 2669.260986 Iteration 6F: 3 clusters Score -355109.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -355208.875000 Penalty: 2669.260986 Iteration 7Q: 3 clusters Score -355208.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -355292.531250 Penalty: 2669.260986 Iteration 8Q: 3 clusters Score -355292.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -355361.875000 Penalty: 2669.260986 Iteration 9Q: 3 clusters Score -355361.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -355409.656250 Penalty: 2669.260986 Iteration 10Q: 3 clusters Score -355409.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -355447.093750 Penalty: 2669.260986 Iteration 11Q: 3 clusters Score -355447.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -355491.281250 Penalty: 2669.260986 Iteration 12Q: 3 clusters Score -355491.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -355525.312500 Penalty: 2669.260986 Iteration 13Q: 3 clusters Score -355525.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -355547.062500 Penalty: 2669.260986 Iteration 14Q: 3 clusters Score -355547.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -355569.718750 Penalty: 2669.260986 Iteration 15Q: 3 clusters Score -355569.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -355585.406250 Penalty: 2669.260986 Iteration 16Q: 3 clusters Score -355585.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -355599.375000 Penalty: 2669.260986 Iteration 17Q: 3 clusters Score -355599.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -355607.062500 Penalty: 2669.260986 Iteration 18Q: 3 clusters Score -355607.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -355613.000000 Penalty: 2669.260986 Iteration 19Q: 3 clusters Score -355613 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -355618.531250 Penalty: 2669.260986 Iteration 20F: 3 clusters Score -355618.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -355627.781250 Penalty: 2669.260986 Iteration 21Q: 3 clusters Score -355627.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -355634.500000 Penalty: 2669.260986 Iteration 22Q: 3 clusters Score -355634.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -355643.343750 Penalty: 2669.260986 Iteration 23Q: 3 clusters Score -355643.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -355650.062500 Penalty: 2669.260986 Iteration 24Q: 3 clusters Score -355650.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -355661.843750 Penalty: 2669.260986 Iteration 25Q: 3 clusters Score -355661.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -355681.531250 Penalty: 2669.260986 Iteration 26Q: 3 clusters Score -355681.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -355700.656250 Penalty: 2669.260986 Iteration 27Q: 3 clusters Score -355700.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -355726.406250 Penalty: 2669.260986 Iteration 28Q: 3 clusters Score -355726.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -355766.312500 Penalty: 2669.260986 Iteration 29Q: 3 clusters Score -355766.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -355823.000000 Penalty: 2669.260986 Iteration 30Q: 3 clusters Score -355823 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -355910.906250 Penalty: 2669.260986 Iteration 31Q: 3 clusters Score -355910.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -356035.000000 Penalty: 2669.260986 Iteration 32Q: 3 clusters Score -356035 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -356139.718750 Penalty: 2669.260986 Iteration 33Q: 3 clusters Score -356139.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -356217.781250 Penalty: 2669.260986 Iteration 34Q: 3 clusters Score -356217.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -356271.625000 Penalty: 2669.260986 Iteration 35Q: 3 clusters Score -356271.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -356301.687500 Penalty: 2669.260986 Iteration 36Q: 3 clusters Score -356301.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -356326.531250 Penalty: 2669.260986 Iteration 37Q: 3 clusters Score -356326.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -356346.625000 Penalty: 2669.260986 Iteration 38Q: 3 clusters Score -356346.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -356357.281250 Penalty: 2669.260986 Iteration 39Q: 3 clusters Score -356357.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -356366.031250 Penalty: 2669.260986 Iteration 40F: 3 clusters Score -356366 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -356380.218750 Penalty: 2669.260986 Iteration 41Q: 3 clusters Score -356380.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -356384.125000 Penalty: 2669.260986 Iteration 42Q: 3 clusters Score -356384.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -356389.406250 Penalty: 2669.260986 Iteration 43Q: 3 clusters Score -356389.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -356391.281250 Penalty: 2669.260986 Iteration 44Q: 3 clusters Score -356391.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -356392.625000 Penalty: 2669.260986 Iteration 45Q: 3 clusters Score -356392.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -356395.312500 Penalty: 2669.260986 Iteration 46Q: 3 clusters Score -356395.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -356399.750000 Penalty: 2669.260986 Iteration 47Q: 3 clusters Score -356399.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -356401.093750 Penalty: 2669.260986 Iteration 48Q: 3 clusters Score -356401.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -356406.812500 Penalty: 2669.260986 Iteration 49Q: 3 clusters Score -356406.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -356411.875000 Penalty: 2669.260986 Iteration 50Q: 3 clusters Score -356411.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -356413.218750 Penalty: 2669.260986 Iteration 51Q: 3 clusters Score -356413.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -356413.468750 Penalty: 2669.260986 Iteration 52Q: 3 clusters Score -356413.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -356414.468750 Penalty: 2669.260986 Iteration 53Q: 3 clusters Score -356414.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -356415.062500 Penalty: 2669.260986 Iteration 54Q: 3 clusters Score -356415.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -356414.593750 Penalty: 2669.260986 Iteration 55Q: 3 clusters Score -356414.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -356415.562500 Penalty: 2669.260986 Iteration 56Q: 3 clusters Score -356415.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -356415.562500 Penalty: 2669.260986 Iteration 57F: 3 clusters Score -356415.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Entering Unmasked Estep Score: -30100.869141 Penalty: 960.063477 Iteration 0F: 2 clusters Score -30100.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -29220.621094 Penalty: 1920.126953 Iteration 0F: 3 clusters Score -29220.62 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -29396.042969 Penalty: 1920.126953 Iteration 1F: 3 clusters Score -29396.04 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -29442.503906 Penalty: 1920.126953 Iteration 2F: 3 clusters Score -29442.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -29459.160156 Penalty: 1920.126953 Iteration 3Q: 3 clusters Score -29459.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -29462.458984 Penalty: 1920.126953 Iteration 4Q: 3 clusters Score -29462.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -29465.517578 Penalty: 1920.126953 Iteration 5Q: 3 clusters Score -29465.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -29472.857422 Penalty: 1920.126953 Iteration 6Q: 3 clusters Score -29472.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -29474.570312 Penalty: 1920.126953 Iteration 7Q: 3 clusters Score -29474.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -29477.191406 Penalty: 1920.126953 Iteration 8Q: 3 clusters Score -29477.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -29477.656250 Penalty: 1920.126953 Iteration 9Q: 3 clusters Score -29477.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -29477.656250 Penalty: 1920.126953 Iteration 10F: 3 clusters Score -29477.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (32708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32708 members Entering Unmasked Estep Score: -3228125.750000 Penalty: 1689.248535 Iteration 0F: 2 clusters Score -3228126 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16402 members Mstep: Class 2 contains 16306 members Entering Unmasked Estep Score: -3205990.500000 Penalty: 3378.497070 Iteration 0F: 3 clusters Score -3205990 nChanged 15177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16503 members Mstep: Class 2 contains 16205 members Entering Unmasked Estep Score: -3214565.000000 Penalty: 3378.497070 Iteration 1F: 3 clusters Score -3214565 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16514 members Mstep: Class 2 contains 16194 members Entering Unmasked Estep Score: -3215203.250000 Penalty: 3378.497070 Iteration 2Q: 3 clusters Score -3215203 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16506 members Mstep: Class 2 contains 16202 members Entering Unmasked Estep Score: -3215970.750000 Penalty: 3378.497070 Iteration 3Q: 3 clusters Score -3215971 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16441 members Mstep: Class 2 contains 16267 members Entering Unmasked Estep Score: -3216909.000000 Penalty: 3378.497070 Iteration 4F: 3 clusters Score -3216909 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16339 members Mstep: Class 2 contains 16369 members Entering Unmasked Estep Score: -3217911.750000 Penalty: 3378.497070 Iteration 5F: 3 clusters Score -3217912 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16141 members Mstep: Class 2 contains 16567 members Entering Unmasked Estep Score: -3218935.250000 Penalty: 3378.497070 Iteration 6F: 3 clusters Score -3218935 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15829 members Mstep: Class 2 contains 16879 members Entering Unmasked Estep Score: -3219991.750000 Penalty: 3378.497070 Iteration 7F: 3 clusters Score -3219992 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15496 members Mstep: Class 2 contains 17212 members Entering Unmasked Estep Score: -3221035.000000 Penalty: 3378.497070 Iteration 8F: 3 clusters Score -3221035 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15162 members Mstep: Class 2 contains 17546 members Entering Unmasked Estep Score: -3221930.500000 Penalty: 3378.497070 Iteration 9Q: 3 clusters Score -3221930 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14845 members Mstep: Class 2 contains 17863 members Entering Unmasked Estep Score: -3222649.000000 Penalty: 3378.497070 Iteration 10Q: 3 clusters Score -3222649 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14505 members Mstep: Class 2 contains 18203 members Entering Unmasked Estep Score: -3223120.500000 Penalty: 3378.497070 Iteration 11Q: 3 clusters Score -3223120 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14174 members Mstep: Class 2 contains 18534 members Entering Unmasked Estep Score: -3223428.000000 Penalty: 3378.497070 Iteration 12Q: 3 clusters Score -3223428 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13835 members Mstep: Class 2 contains 18873 members Entering Unmasked Estep Score: -3223634.500000 Penalty: 3378.497070 Iteration 13Q: 3 clusters Score -3223634 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13493 members Mstep: Class 2 contains 19215 members Entering Unmasked Estep Score: -3223800.000000 Penalty: 3378.497070 Iteration 14Q: 3 clusters Score -3223800 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13139 members Mstep: Class 2 contains 19569 members Entering Unmasked Estep Score: -3223982.750000 Penalty: 3378.497070 Iteration 15Q: 3 clusters Score -3223983 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12766 members Mstep: Class 2 contains 19942 members Entering Unmasked Estep Score: -3224200.750000 Penalty: 3378.497070 Iteration 16Q: 3 clusters Score -3224201 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12354 members Mstep: Class 2 contains 20354 members Entering Unmasked Estep Score: -3224405.750000 Penalty: 3378.497070 Iteration 17Q: 3 clusters Score -3224406 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11971 members Mstep: Class 2 contains 20737 members Entering Unmasked Estep Score: -3224591.000000 Penalty: 3378.497070 Iteration 18Q: 3 clusters Score -3224591 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11583 members Mstep: Class 2 contains 21125 members Entering Unmasked Estep Score: -3224754.000000 Penalty: 3378.497070 Iteration 19Q: 3 clusters Score -3224754 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 21499 members Entering Unmasked Estep Score: -3224966.750000 Penalty: 3378.497070 Iteration 20F: 3 clusters Score -3224967 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10831 members Mstep: Class 2 contains 21877 members Entering Unmasked Estep Score: -3225161.500000 Penalty: 3378.497070 Iteration 21Q: 3 clusters Score -3225162 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10446 members Mstep: Class 2 contains 22262 members Entering Unmasked Estep Score: -3225369.750000 Penalty: 3378.497070 Iteration 22Q: 3 clusters Score -3225370 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10069 members Mstep: Class 2 contains 22639 members Entering Unmasked Estep Score: -3225574.250000 Penalty: 3378.497070 Iteration 23Q: 3 clusters Score -3225574 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 23016 members Entering Unmasked Estep Score: -3225776.500000 Penalty: 3378.497070 Iteration 24Q: 3 clusters Score -3225776 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 23392 members Entering Unmasked Estep Score: -3225972.750000 Penalty: 3378.497070 Iteration 25Q: 3 clusters Score -3225973 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 23732 members Entering Unmasked Estep Score: -3226109.750000 Penalty: 3378.497070 Iteration 26Q: 3 clusters Score -3226110 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 24029 members Entering Unmasked Estep Score: -3226229.500000 Penalty: 3378.497070 Iteration 27Q: 3 clusters Score -3226230 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8398 members Mstep: Class 2 contains 24310 members Entering Unmasked Estep Score: -3226332.500000 Penalty: 3378.497070 Iteration 28Q: 3 clusters Score -3226332 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 24575 members Entering Unmasked Estep Score: -3226433.000000 Penalty: 3378.497070 Iteration 29Q: 3 clusters Score -3226433 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 24845 members Entering Unmasked Estep Score: -3226514.500000 Penalty: 3378.497070 Iteration 30Q: 3 clusters Score -3226514 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7619 members Mstep: Class 2 contains 25089 members Entering Unmasked Estep Score: -3226575.500000 Penalty: 3378.497070 Iteration 31Q: 3 clusters Score -3226576 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 25334 members Entering Unmasked Estep Score: -3226656.750000 Penalty: 3378.497070 Iteration 32Q: 3 clusters Score -3226657 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 25564 members Entering Unmasked Estep Score: -3226725.000000 Penalty: 3378.497070 Iteration 33Q: 3 clusters Score -3226725 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 25781 members Entering Unmasked Estep Score: -3226782.500000 Penalty: 3378.497070 Iteration 34Q: 3 clusters Score -3226782 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 26022 members Entering Unmasked Estep Score: -3226861.000000 Penalty: 3378.497070 Iteration 35Q: 3 clusters Score -3226861 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 26277 members Entering Unmasked Estep Score: -3226937.500000 Penalty: 3378.497070 Iteration 36Q: 3 clusters Score -3226938 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 26507 members Entering Unmasked Estep Score: -3226997.250000 Penalty: 3378.497070 Iteration 37Q: 3 clusters Score -3226997 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 26738 members Entering Unmasked Estep Score: -3227048.250000 Penalty: 3378.497070 Iteration 38Q: 3 clusters Score -3227048 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 26964 members Entering Unmasked Estep Score: -3227129.750000 Penalty: 3378.497070 Iteration 39Q: 3 clusters Score -3227130 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 27177 members Entering Unmasked Estep Score: -3227173.750000 Penalty: 3378.497070 Iteration 40F: 3 clusters Score -3227174 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 27409 members Entering Unmasked Estep Score: -3227262.500000 Penalty: 3378.497070 Iteration 41Q: 3 clusters Score -3227262 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 27663 members Entering Unmasked Estep Score: -3227379.250000 Penalty: 3378.497070 Iteration 42Q: 3 clusters Score -3227379 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 27944 members Entering Unmasked Estep Score: -3227539.750000 Penalty: 3378.497070 Iteration 43Q: 3 clusters Score -3227540 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 28241 members Entering Unmasked Estep Score: -3227742.750000 Penalty: 3378.497070 Iteration 44Q: 3 clusters Score -3227743 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 28529 members Entering Unmasked Estep Score: -3227914.500000 Penalty: 3378.497070 Iteration 45Q: 3 clusters Score -3227914 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 28797 members Entering Unmasked Estep Score: -3228051.500000 Penalty: 3378.497070 Iteration 46Q: 3 clusters Score -3228052 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 29035 members Entering Unmasked Estep Score: -3228145.250000 Penalty: 3378.497070 Iteration 47Q: 3 clusters Score -3228145 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 29229 members Entering Unmasked Estep Score: -3228216.500000 Penalty: 3378.497070 Iteration 48Q: 3 clusters Score -3228216 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 29383 members Entering Unmasked Estep Score: -3228270.750000 Penalty: 3378.497070 Iteration 49Q: 3 clusters Score -3228271 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 29499 members Entering Unmasked Estep Score: -3228294.750000 Penalty: 3378.497070 Iteration 50Q: 3 clusters Score -3228295 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 29594 members Entering Unmasked Estep Score: -3228317.250000 Penalty: 3378.497070 Iteration 51Q: 3 clusters Score -3228317 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 29665 members Entering Unmasked Estep Score: -3228325.750000 Penalty: 3378.497070 Iteration 52Q: 3 clusters Score -3228326 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 29722 members Entering Unmasked Estep Score: -3228343.750000 Penalty: 3378.497070 Iteration 53Q: 3 clusters Score -3228344 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 29775 members Entering Unmasked Estep Score: -3228355.250000 Penalty: 3378.497070 Iteration 54Q: 3 clusters Score -3228355 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 29815 members Entering Unmasked Estep Score: -3228358.750000 Penalty: 3378.497070 Iteration 55Q: 3 clusters Score -3228359 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 29846 members Entering Unmasked Estep Score: -3228362.000000 Penalty: 3378.497070 Iteration 56Q: 3 clusters Score -3228362 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 29872 members Entering Unmasked Estep Score: -3228367.250000 Penalty: 3378.497070 Iteration 57Q: 3 clusters Score -3228367 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 29899 members Entering Unmasked Estep Score: -3228366.250000 Penalty: 3378.497070 Iteration 58Q: 3 clusters Score -3228366 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 29932 members Entering Unmasked Estep Score: -3228378.000000 Penalty: 3378.497070 Iteration 59Q: 3 clusters Score -3228378 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 29956 members Entering Unmasked Estep Score: -3228384.000000 Penalty: 3378.497070 Iteration 60F: 3 clusters Score -3228384 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 29979 members Entering Unmasked Estep Score: -3228392.000000 Penalty: 3378.497070 Iteration 61Q: 3 clusters Score -3228392 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 30010 members Entering Unmasked Estep Score: -3228399.000000 Penalty: 3378.497070 Iteration 62Q: 3 clusters Score -3228399 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 30027 members Entering Unmasked Estep Score: -3228393.500000 Penalty: 3378.497070 Iteration 63Q: 3 clusters Score -3228394 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 30049 members Entering Unmasked Estep Score: -3228391.500000 Penalty: 3378.497070 Iteration 64Q: 3 clusters Score -3228392 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 30072 members Entering Unmasked Estep Score: -3228399.500000 Penalty: 3378.497070 Iteration 65Q: 3 clusters Score -3228400 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 30092 members Entering Unmasked Estep Score: -3228404.500000 Penalty: 3378.497070 Iteration 66Q: 3 clusters Score -3228404 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 30111 members Entering Unmasked Estep Score: -3228404.500000 Penalty: 3378.497070 Iteration 67Q: 3 clusters Score -3228404 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 30128 members Entering Unmasked Estep Score: -3228405.750000 Penalty: 3378.497070 Iteration 68Q: 3 clusters Score -3228406 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 30143 members Entering Unmasked Estep Score: -3228406.500000 Penalty: 3378.497070 Iteration 69Q: 3 clusters Score -3228406 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 30152 members Entering Unmasked Estep Score: -3228411.500000 Penalty: 3378.497070 Iteration 70Q: 3 clusters Score -3228412 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 30160 members Entering Unmasked Estep Score: -3228409.250000 Penalty: 3378.497070 Iteration 71Q: 3 clusters Score -3228409 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 30168 members Entering Unmasked Estep Score: -3228413.250000 Penalty: 3378.497070 Iteration 72Q: 3 clusters Score -3228413 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 30177 members Entering Unmasked Estep Score: -3228414.000000 Penalty: 3378.497070 Iteration 73Q: 3 clusters Score -3228414 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 30185 members Entering Unmasked Estep Score: -3228413.500000 Penalty: 3378.497070 Iteration 74Q: 3 clusters Score -3228414 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 30195 members Entering Unmasked Estep Score: -3228412.000000 Penalty: 3378.497070 Iteration 75Q: 3 clusters Score -3228412 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 30200 members Entering Unmasked Estep Score: -3228416.500000 Penalty: 3378.497070 Iteration 76Q: 3 clusters Score -3228416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 30203 members Entering Unmasked Estep Score: -3228417.000000 Penalty: 3378.497070 Iteration 77Q: 3 clusters Score -3228417 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 30211 members Entering Unmasked Estep Score: -3228419.000000 Penalty: 3378.497070 Iteration 78Q: 3 clusters Score -3228419 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 30220 members Entering Unmasked Estep Score: -3228421.750000 Penalty: 3378.497070 Iteration 79Q: 3 clusters Score -3228422 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 30228 members Entering Unmasked Estep Score: -3228421.000000 Penalty: 3378.497070 Iteration 80F: 3 clusters Score -3228421 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 30236 members Entering Unmasked Estep Score: -3228423.500000 Penalty: 3378.497070 Iteration 81Q: 3 clusters Score -3228424 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 30246 members Entering Unmasked Estep Score: -3228422.500000 Penalty: 3378.497070 Iteration 82Q: 3 clusters Score -3228422 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 30256 members Entering Unmasked Estep Score: -3228425.500000 Penalty: 3378.497070 Iteration 83Q: 3 clusters Score -3228426 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 30264 members Entering Unmasked Estep Score: -3228417.750000 Penalty: 3378.497070 Iteration 84Q: 3 clusters Score -3228418 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 30271 members Entering Unmasked Estep Score: -3228419.250000 Penalty: 3378.497070 Iteration 85Q: 3 clusters Score -3228419 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 30273 members Entering Unmasked Estep Score: -3228420.250000 Penalty: 3378.497070 Iteration 86Q: 3 clusters Score -3228420 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 30277 members Entering Unmasked Estep Score: -3228421.500000 Penalty: 3378.497070 Iteration 87Q: 3 clusters Score -3228422 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 30286 members Entering Unmasked Estep Score: -3228420.000000 Penalty: 3378.497070 Iteration 88Q: 3 clusters Score -3228420 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 30295 members Entering Unmasked Estep Score: -3228422.750000 Penalty: 3378.497070 Iteration 89Q: 3 clusters Score -3228423 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 30301 members Entering Unmasked Estep Score: -3228423.250000 Penalty: 3378.497070 Iteration 90Q: 3 clusters Score -3228423 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 30306 members Entering Unmasked Estep Score: -3228426.750000 Penalty: 3378.497070 Iteration 91Q: 3 clusters Score -3228427 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 30311 members Entering Unmasked Estep Score: -3228425.250000 Penalty: 3378.497070 Iteration 92Q: 3 clusters Score -3228425 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 30312 members Entering Unmasked Estep Score: -3228428.000000 Penalty: 3378.497070 Iteration 93Q: 3 clusters Score -3228428 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 30314 members Entering Unmasked Estep Score: -3228429.750000 Penalty: 3378.497070 Iteration 94Q: 3 clusters Score -3228430 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 30315 members Entering Unmasked Estep Score: -3228430.750000 Penalty: 3378.497070 Iteration 95Q: 3 clusters Score -3228431 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 30315 members Entering Unmasked Estep Score: -3228430.750000 Penalty: 3378.497070 Iteration 96F: 3 clusters Score -3228431 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3110 members Mstep: Class 4 contains 17316 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 3723 members Mstep: Class 7 contains 12950 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4350 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72378 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 2393 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 2734 members Mstep: Class 21 contains 17838 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2713 members Mstep: Class 27 contains 3226 members Mstep: Class 28 contains 30315 members Entering Unmasked Estep Score: -22263442.000000 Penalty: 56198.781250 Splitting cluster 15 changes total score from -22261640.000000 to -22263442.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 16 (711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Entering Unmasked Estep Score: -61651.218750 Penalty: 1067.084229 Iteration 0F: 2 clusters Score -61651.22 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 345 members Entering Unmasked Estep Score: -60484.027344 Penalty: 2134.168457 Iteration 0F: 3 clusters Score -60484.03 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -60758.574219 Penalty: 2134.168457 Iteration 1F: 3 clusters Score -60758.57 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -60984.351562 Penalty: 2134.168457 Iteration 2F: 3 clusters Score -60984.35 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -61105.746094 Penalty: 2134.168457 Iteration 3F: 3 clusters Score -61105.75 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -61190.925781 Penalty: 2134.168457 Iteration 4F: 3 clusters Score -61190.93 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -61266.980469 Penalty: 2134.168457 Iteration 5Q: 3 clusters Score -61266.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -61306.722656 Penalty: 2134.168457 Iteration 6Q: 3 clusters Score -61306.72 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -61353.023438 Penalty: 2134.168457 Iteration 7Q: 3 clusters Score -61353.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -61369.316406 Penalty: 2134.168457 Iteration 8Q: 3 clusters Score -61369.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -61377.664062 Penalty: 2134.168457 Iteration 9Q: 3 clusters Score -61377.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -61382.273438 Penalty: 2134.168457 Iteration 10Q: 3 clusters Score -61382.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -61384.132812 Penalty: 2134.168457 Iteration 11Q: 3 clusters Score -61384.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -61387.246094 Penalty: 2134.168457 Iteration 12Q: 3 clusters Score -61387.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -61387.246094 Penalty: 2134.168457 Iteration 13F: 3 clusters Score -61387.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Entering Unmasked Estep Score: -160728.906250 Penalty: 1203.689087 Iteration 0F: 2 clusters Score -160728.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -158878.953125 Penalty: 2407.378174 Iteration 0F: 3 clusters Score -158879 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -159273.531250 Penalty: 2407.378174 Iteration 1F: 3 clusters Score -159273.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -159359.609375 Penalty: 2407.378174 Iteration 2F: 3 clusters Score -159359.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -159402.953125 Penalty: 2407.378174 Iteration 3Q: 3 clusters Score -159403 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -159444.031250 Penalty: 2407.378174 Iteration 4Q: 3 clusters Score -159444 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -159467.593750 Penalty: 2407.378174 Iteration 5Q: 3 clusters Score -159467.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -159489.453125 Penalty: 2407.378174 Iteration 6Q: 3 clusters Score -159489.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -159502.750000 Penalty: 2407.378174 Iteration 7Q: 3 clusters Score -159502.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -159511.781250 Penalty: 2407.378174 Iteration 8Q: 3 clusters Score -159511.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -159518.359375 Penalty: 2407.378174 Iteration 9Q: 3 clusters Score -159518.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -159524.109375 Penalty: 2407.378174 Iteration 10Q: 3 clusters Score -159524.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -159527.796875 Penalty: 2407.378174 Iteration 11Q: 3 clusters Score -159527.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -159530.296875 Penalty: 2407.378174 Iteration 12Q: 3 clusters Score -159530.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -159535.031250 Penalty: 2407.378174 Iteration 13Q: 3 clusters Score -159535 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -159537.937500 Penalty: 2407.378174 Iteration 14Q: 3 clusters Score -159537.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -159540.500000 Penalty: 2407.378174 Iteration 15Q: 3 clusters Score -159540.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -159543.531250 Penalty: 2407.378174 Iteration 16Q: 3 clusters Score -159543.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -159545.078125 Penalty: 2407.378174 Iteration 17Q: 3 clusters Score -159545.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -159546.218750 Penalty: 2407.378174 Iteration 18Q: 3 clusters Score -159546.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -159546.359375 Penalty: 2407.378174 Iteration 19Q: 3 clusters Score -159546.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -159546.359375 Penalty: 2407.378174 Iteration 20F: 3 clusters Score -159546.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Entering Unmasked Estep Score: -92220.617188 Penalty: 1119.061401 Iteration 0F: 2 clusters Score -92220.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -90842.523438 Penalty: 2238.122803 Iteration 0F: 3 clusters Score -90842.52 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -91216.710938 Penalty: 2238.122803 Iteration 1F: 3 clusters Score -91216.71 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -91456.875000 Penalty: 2238.122803 Iteration 2F: 3 clusters Score -91456.88 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -91672.968750 Penalty: 2238.122803 Iteration 3F: 3 clusters Score -91672.97 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -91796.781250 Penalty: 2238.122803 Iteration 4F: 3 clusters Score -91796.78 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -91867.703125 Penalty: 2238.122803 Iteration 5Q: 3 clusters Score -91867.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -91912.148438 Penalty: 2238.122803 Iteration 6Q: 3 clusters Score -91912.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -91932.796875 Penalty: 2238.122803 Iteration 7Q: 3 clusters Score -91932.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -91939.984375 Penalty: 2238.122803 Iteration 8Q: 3 clusters Score -91939.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -91943.257812 Penalty: 2238.122803 Iteration 9Q: 3 clusters Score -91943.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -91945.953125 Penalty: 2238.122803 Iteration 10Q: 3 clusters Score -91945.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -91954.601562 Penalty: 2238.122803 Iteration 11Q: 3 clusters Score -91954.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -91959.609375 Penalty: 2238.122803 Iteration 12Q: 3 clusters Score -91959.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -91964.351562 Penalty: 2238.122803 Iteration 13Q: 3 clusters Score -91964.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -91968.007812 Penalty: 2238.122803 Iteration 14Q: 3 clusters Score -91968.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -91970.953125 Penalty: 2238.122803 Iteration 15Q: 3 clusters Score -91970.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -91970.953125 Penalty: 2238.122803 Iteration 16F: 3 clusters Score -91970.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Entering Unmasked Estep Score: -344196.156250 Penalty: 1323.321533 Iteration 0F: 2 clusters Score -344196.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -341206.625000 Penalty: 2646.643066 Iteration 0F: 3 clusters Score -341206.6 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -341993.718750 Penalty: 2646.643066 Iteration 1F: 3 clusters Score -341993.7 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -342162.406250 Penalty: 2646.643066 Iteration 2F: 3 clusters Score -342162.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -342269.031250 Penalty: 2646.643066 Iteration 3F: 3 clusters Score -342269 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -342371.656250 Penalty: 2646.643066 Iteration 4Q: 3 clusters Score -342371.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -342493.687500 Penalty: 2646.643066 Iteration 5Q: 3 clusters Score -342493.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -342617.093750 Penalty: 2646.643066 Iteration 6Q: 3 clusters Score -342617.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -342748.093750 Penalty: 2646.643066 Iteration 7Q: 3 clusters Score -342748.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -342904.843750 Penalty: 2646.643066 Iteration 8Q: 3 clusters Score -342904.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -343096.468750 Penalty: 2646.643066 Iteration 9Q: 3 clusters Score -343096.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -343284.031250 Penalty: 2646.643066 Iteration 10Q: 3 clusters Score -343284 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -343433.781250 Penalty: 2646.643066 Iteration 11Q: 3 clusters Score -343433.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -343547.687500 Penalty: 2646.643066 Iteration 12Q: 3 clusters Score -343547.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -343638.781250 Penalty: 2646.643066 Iteration 13Q: 3 clusters Score -343638.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -343717.437500 Penalty: 2646.643066 Iteration 14Q: 3 clusters Score -343717.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -343773.500000 Penalty: 2646.643066 Iteration 15Q: 3 clusters Score -343773.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -343797.968750 Penalty: 2646.643066 Iteration 16Q: 3 clusters Score -343798 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -343821.812500 Penalty: 2646.643066 Iteration 17Q: 3 clusters Score -343821.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -343844.437500 Penalty: 2646.643066 Iteration 18Q: 3 clusters Score -343844.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -343870.500000 Penalty: 2646.643066 Iteration 19Q: 3 clusters Score -343870.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -343892.937500 Penalty: 2646.643066 Iteration 20F: 3 clusters Score -343892.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -343906.625000 Penalty: 2646.643066 Iteration 21Q: 3 clusters Score -343906.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -343918.281250 Penalty: 2646.643066 Iteration 22Q: 3 clusters Score -343918.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -343933.750000 Penalty: 2646.643066 Iteration 23Q: 3 clusters Score -343933.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -343946.281250 Penalty: 2646.643066 Iteration 24Q: 3 clusters Score -343946.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -343951.812500 Penalty: 2646.643066 Iteration 25Q: 3 clusters Score -343951.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -343954.125000 Penalty: 2646.643066 Iteration 26Q: 3 clusters Score -343954.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -343956.750000 Penalty: 2646.643066 Iteration 27Q: 3 clusters Score -343956.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -343957.718750 Penalty: 2646.643066 Iteration 28Q: 3 clusters Score -343957.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -343959.093750 Penalty: 2646.643066 Iteration 29Q: 3 clusters Score -343959.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -343959.281250 Penalty: 2646.643066 Iteration 30Q: 3 clusters Score -343959.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -343961.125000 Penalty: 2646.643066 Iteration 31Q: 3 clusters Score -343961.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -343961.531250 Penalty: 2646.643066 Iteration 32Q: 3 clusters Score -343961.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -343961.531250 Penalty: 2646.643066 Iteration 33F: 3 clusters Score -343961.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Entering Unmasked Estep Score: -277320.781250 Penalty: 1285.947144 Iteration 0F: 2 clusters Score -277320.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -274773.281250 Penalty: 2571.894287 Iteration 0F: 3 clusters Score -274773.3 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -275362.718750 Penalty: 2571.894287 Iteration 1F: 3 clusters Score -275362.7 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -275499.218750 Penalty: 2571.894287 Iteration 2F: 3 clusters Score -275499.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -275577.781250 Penalty: 2571.894287 Iteration 3Q: 3 clusters Score -275577.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -275640.125000 Penalty: 2571.894287 Iteration 4Q: 3 clusters Score -275640.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -275680.250000 Penalty: 2571.894287 Iteration 5Q: 3 clusters Score -275680.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -275715.187500 Penalty: 2571.894287 Iteration 6Q: 3 clusters Score -275715.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -275747.093750 Penalty: 2571.894287 Iteration 7Q: 3 clusters Score -275747.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -275780.093750 Penalty: 2571.894287 Iteration 8Q: 3 clusters Score -275780.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -275803.750000 Penalty: 2571.894287 Iteration 9Q: 3 clusters Score -275803.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -275826.562500 Penalty: 2571.894287 Iteration 10Q: 3 clusters Score -275826.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -275842.750000 Penalty: 2571.894287 Iteration 11Q: 3 clusters Score -275842.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -275862.250000 Penalty: 2571.894287 Iteration 12Q: 3 clusters Score -275862.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -275876.687500 Penalty: 2571.894287 Iteration 13Q: 3 clusters Score -275876.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -275886.687500 Penalty: 2571.894287 Iteration 14Q: 3 clusters Score -275886.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -275899.218750 Penalty: 2571.894287 Iteration 15Q: 3 clusters Score -275899.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -275912.687500 Penalty: 2571.894287 Iteration 16Q: 3 clusters Score -275912.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -275934.875000 Penalty: 2571.894287 Iteration 17Q: 3 clusters Score -275934.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -275958.875000 Penalty: 2571.894287 Iteration 18Q: 3 clusters Score -275958.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -275984.125000 Penalty: 2571.894287 Iteration 19Q: 3 clusters Score -275984.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -276007.593750 Penalty: 2571.894287 Iteration 20F: 3 clusters Score -276007.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -276028.500000 Penalty: 2571.894287 Iteration 21Q: 3 clusters Score -276028.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -276058.531250 Penalty: 2571.894287 Iteration 22Q: 3 clusters Score -276058.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -276085.031250 Penalty: 2571.894287 Iteration 23Q: 3 clusters Score -276085 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -276107.625000 Penalty: 2571.894287 Iteration 24Q: 3 clusters Score -276107.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -276137.687500 Penalty: 2571.894287 Iteration 25Q: 3 clusters Score -276137.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -276174.500000 Penalty: 2571.894287 Iteration 26Q: 3 clusters Score -276174.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -276232.468750 Penalty: 2571.894287 Iteration 27Q: 3 clusters Score -276232.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -276299.343750 Penalty: 2571.894287 Iteration 28Q: 3 clusters Score -276299.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -276415.312500 Penalty: 2571.894287 Iteration 29Q: 3 clusters Score -276415.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -276578.031250 Penalty: 2571.894287 Iteration 30Q: 3 clusters Score -276578 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -276738.156250 Penalty: 2571.894287 Iteration 31Q: 3 clusters Score -276738.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -276833.812500 Penalty: 2571.894287 Iteration 32Q: 3 clusters Score -276833.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -276886.593750 Penalty: 2571.894287 Iteration 33Q: 3 clusters Score -276886.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -276958.562500 Penalty: 2571.894287 Iteration 34Q: 3 clusters Score -276958.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -277086.562500 Penalty: 2571.894287 Iteration 35Q: 3 clusters Score -277086.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -277286.656250 Penalty: 2571.894287 Iteration 36Q: 3 clusters Score -277286.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -277530.968750 Penalty: 2571.894287 Iteration 37Q: 3 clusters Score -277531 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -277714.562500 Penalty: 2571.894287 Iteration 38Q: 3 clusters Score -277714.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -277786.875000 Penalty: 2571.894287 Iteration 39Q: 3 clusters Score -277786.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -277797.656250 Penalty: 2571.894287 Iteration 40F: 3 clusters Score -277797.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -277798.812500 Penalty: 2571.894287 Iteration 41Q: 3 clusters Score -277798.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -277799.625000 Penalty: 2571.894287 Iteration 42Q: 3 clusters Score -277799.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -277799.625000 Penalty: 2571.894287 Iteration 43Q: 3 clusters Score -277799.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -277799.625000 Penalty: 2571.894287 Iteration 44F: 3 clusters Score -277799.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3110 members Mstep: Class 4 contains 17316 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 3723 members Mstep: Class 7 contains 12950 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4350 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72378 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 2393 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 1170 members Mstep: Class 21 contains 17838 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2713 members Mstep: Class 27 contains 3226 members Mstep: Class 28 contains 30315 members Mstep: Class 29 contains 1564 members Entering Unmasked Estep Score: -22263224.000000 Penalty: 58205.878906 Splitting cluster 20 changes total score from -22261640.000000 to -22263224.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 21 (17838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17838 members Entering Unmasked Estep Score: -1707759.750000 Penalty: 1590.726562 Iteration 0F: 2 clusters Score -1707760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -1695437.625000 Penalty: 3181.453125 Iteration 0F: 3 clusters Score -1695438 nChanged 7995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -1699900.875000 Penalty: 3181.453125 Iteration 1F: 3 clusters Score -1699901 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 9672 members Entering Unmasked Estep Score: -1700211.250000 Penalty: 3181.453125 Iteration 2Q: 3 clusters Score -1700211 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 10011 members Entering Unmasked Estep Score: -1700522.750000 Penalty: 3181.453125 Iteration 3Q: 3 clusters Score -1700523 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -1700915.500000 Penalty: 3181.453125 Iteration 4Q: 3 clusters Score -1700916 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 11228 members Entering Unmasked Estep Score: -1701409.750000 Penalty: 3181.453125 Iteration 5F: 3 clusters Score -1701410 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 12068 members Entering Unmasked Estep Score: -1702026.375000 Penalty: 3181.453125 Iteration 6F: 3 clusters Score -1702026 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 13045 members Entering Unmasked Estep Score: -1702880.750000 Penalty: 3181.453125 Iteration 7F: 3 clusters Score -1702881 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 14067 members Entering Unmasked Estep Score: -1703833.875000 Penalty: 3181.453125 Iteration 8F: 3 clusters Score -1703834 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 14981 members Entering Unmasked Estep Score: -1704773.500000 Penalty: 3181.453125 Iteration 9F: 3 clusters Score -1704774 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 15692 members Entering Unmasked Estep Score: -1705547.625000 Penalty: 3181.453125 Iteration 10Q: 3 clusters Score -1705548 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 16173 members Entering Unmasked Estep Score: -1706078.375000 Penalty: 3181.453125 Iteration 11Q: 3 clusters Score -1706078 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 16432 members Entering Unmasked Estep Score: -1706334.250000 Penalty: 3181.453125 Iteration 12Q: 3 clusters Score -1706334 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 16587 members Entering Unmasked Estep Score: -1706471.625000 Penalty: 3181.453125 Iteration 13Q: 3 clusters Score -1706472 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 16696 members Entering Unmasked Estep Score: -1706566.000000 Penalty: 3181.453125 Iteration 14Q: 3 clusters Score -1706566 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 16802 members Entering Unmasked Estep Score: -1706648.750000 Penalty: 3181.453125 Iteration 15Q: 3 clusters Score -1706649 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 16876 members Entering Unmasked Estep Score: -1706722.000000 Penalty: 3181.453125 Iteration 16Q: 3 clusters Score -1706722 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 16928 members Entering Unmasked Estep Score: -1706752.625000 Penalty: 3181.453125 Iteration 17Q: 3 clusters Score -1706753 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 16959 members Entering Unmasked Estep Score: -1706770.750000 Penalty: 3181.453125 Iteration 18Q: 3 clusters Score -1706771 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 16984 members Entering Unmasked Estep Score: -1706787.000000 Penalty: 3181.453125 Iteration 19Q: 3 clusters Score -1706787 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 17006 members Entering Unmasked Estep Score: -1706792.875000 Penalty: 3181.453125 Iteration 20F: 3 clusters Score -1706793 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 17019 members Entering Unmasked Estep Score: -1706805.375000 Penalty: 3181.453125 Iteration 21Q: 3 clusters Score -1706805 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 17039 members Entering Unmasked Estep Score: -1706813.625000 Penalty: 3181.453125 Iteration 22Q: 3 clusters Score -1706814 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 17052 members Entering Unmasked Estep Score: -1706821.375000 Penalty: 3181.453125 Iteration 23Q: 3 clusters Score -1706821 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 17068 members Entering Unmasked Estep Score: -1706826.500000 Penalty: 3181.453125 Iteration 24Q: 3 clusters Score -1706826 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 17081 members Entering Unmasked Estep Score: -1706834.500000 Penalty: 3181.453125 Iteration 25Q: 3 clusters Score -1706834 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 17090 members Entering Unmasked Estep Score: -1706839.375000 Penalty: 3181.453125 Iteration 26Q: 3 clusters Score -1706839 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 17095 members Entering Unmasked Estep Score: -1706843.000000 Penalty: 3181.453125 Iteration 27Q: 3 clusters Score -1706843 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 17103 members Entering Unmasked Estep Score: -1706854.625000 Penalty: 3181.453125 Iteration 28Q: 3 clusters Score -1706855 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 17113 members Entering Unmasked Estep Score: -1706859.375000 Penalty: 3181.453125 Iteration 29Q: 3 clusters Score -1706859 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 17119 members Entering Unmasked Estep Score: -1706858.750000 Penalty: 3181.453125 Iteration 30Q: 3 clusters Score -1706859 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 17120 members Entering Unmasked Estep Score: -1706860.875000 Penalty: 3181.453125 Iteration 31Q: 3 clusters Score -1706861 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 17121 members Entering Unmasked Estep Score: -1706860.375000 Penalty: 3181.453125 Iteration 32Q: 3 clusters Score -1706860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 17119 members Entering Unmasked Estep Score: -1706863.000000 Penalty: 3181.453125 Iteration 33Q: 3 clusters Score -1706863 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 17117 members Entering Unmasked Estep Score: -1706863.500000 Penalty: 3181.453125 Iteration 34Q: 3 clusters Score -1706864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 17116 members Entering Unmasked Estep Score: -1706859.500000 Penalty: 3181.453125 Iteration 35Q: 3 clusters Score -1706860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 17118 members Entering Unmasked Estep Score: -1706861.750000 Penalty: 3181.453125 Iteration 36Q: 3 clusters Score -1706862 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 17119 members Entering Unmasked Estep Score: -1706861.875000 Penalty: 3181.453125 Iteration 37Q: 3 clusters Score -1706862 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 17121 members Entering Unmasked Estep Score: -1706863.000000 Penalty: 3181.453125 Iteration 38Q: 3 clusters Score -1706863 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 17120 members Entering Unmasked Estep Score: -1706862.375000 Penalty: 3181.453125 Iteration 39Q: 3 clusters Score -1706862 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 17119 members Entering Unmasked Estep Score: -1706864.500000 Penalty: 3181.453125 Iteration 40F: 3 clusters Score -1706864 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Entering Unmasked Estep Score: -355646.500000 Penalty: 1336.252197 Iteration 0F: 2 clusters Score -355646.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -352501.093750 Penalty: 2672.504395 Iteration 0F: 3 clusters Score -352501.1 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -353451.500000 Penalty: 2672.504395 Iteration 1F: 3 clusters Score -353451.5 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -353861.656250 Penalty: 2672.504395 Iteration 2F: 3 clusters Score -353861.7 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -354274.968750 Penalty: 2672.504395 Iteration 3F: 3 clusters Score -354275 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -354569.437500 Penalty: 2672.504395 Iteration 4F: 3 clusters Score -354569.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -354745.125000 Penalty: 2672.504395 Iteration 5F: 3 clusters Score -354745.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -354884.093750 Penalty: 2672.504395 Iteration 6Q: 3 clusters Score -354884.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -354973.218750 Penalty: 2672.504395 Iteration 7Q: 3 clusters Score -354973.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -355031.500000 Penalty: 2672.504395 Iteration 8Q: 3 clusters Score -355031.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -355065.375000 Penalty: 2672.504395 Iteration 9Q: 3 clusters Score -355065.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -355084.312500 Penalty: 2672.504395 Iteration 10Q: 3 clusters Score -355084.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -355099.062500 Penalty: 2672.504395 Iteration 11Q: 3 clusters Score -355099.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -355108.218750 Penalty: 2672.504395 Iteration 12Q: 3 clusters Score -355108.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -355115.093750 Penalty: 2672.504395 Iteration 13Q: 3 clusters Score -355115.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -355117.562500 Penalty: 2672.504395 Iteration 14Q: 3 clusters Score -355117.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -355118.187500 Penalty: 2672.504395 Iteration 15Q: 3 clusters Score -355118.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -355117.937500 Penalty: 2672.504395 Iteration 16Q: 3 clusters Score -355117.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -355119.031250 Penalty: 2672.504395 Iteration 17Q: 3 clusters Score -355119 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -355118.843750 Penalty: 2672.504395 Iteration 18Q: 3 clusters Score -355118.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -355119.031250 Penalty: 2672.504395 Iteration 19Q: 3 clusters Score -355119 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -355119.781250 Penalty: 2672.504395 Iteration 20F: 3 clusters Score -355119.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (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: -101470.992188 Penalty: 1130.902344 Iteration 0F: 2 clusters Score -101471 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 523 members Entering Unmasked Estep Score: -99974.195312 Penalty: 2261.804688 Iteration 0F: 3 clusters Score -99974.2 nChanged 322 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: -100230.648438 Penalty: 2261.804688 Iteration 1F: 3 clusters Score -100230.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -100333.164062 Penalty: 2261.804688 Iteration 2F: 3 clusters Score -100333.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -100390.750000 Penalty: 2261.804688 Iteration 3F: 3 clusters Score -100390.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -100426.398438 Penalty: 2261.804688 Iteration 4Q: 3 clusters Score -100426.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -100444.546875 Penalty: 2261.804688 Iteration 5Q: 3 clusters Score -100444.5 nChanged 15 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: -100459.554688 Penalty: 2261.804688 Iteration 6Q: 3 clusters Score -100459.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -100472.726562 Penalty: 2261.804688 Iteration 7Q: 3 clusters Score -100472.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -100480.570312 Penalty: 2261.804688 Iteration 8Q: 3 clusters Score -100480.6 nChanged 7 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: -100486.703125 Penalty: 2261.804688 Iteration 9Q: 3 clusters Score -100486.7 nChanged 4 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: -100489.234375 Penalty: 2261.804688 Iteration 10Q: 3 clusters Score -100489.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -100493.585938 Penalty: 2261.804688 Iteration 11Q: 3 clusters Score -100493.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -100500.101562 Penalty: 2261.804688 Iteration 12Q: 3 clusters Score -100500.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -100507.515625 Penalty: 2261.804688 Iteration 13Q: 3 clusters Score -100507.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -100510.710938 Penalty: 2261.804688 Iteration 14Q: 3 clusters Score -100510.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -100515.726562 Penalty: 2261.804688 Iteration 15Q: 3 clusters Score -100515.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -100519.804688 Penalty: 2261.804688 Iteration 16Q: 3 clusters Score -100519.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -100522.328125 Penalty: 2261.804688 Iteration 17Q: 3 clusters Score -100522.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -100523.257812 Penalty: 2261.804688 Iteration 18Q: 3 clusters Score -100523.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -100523.257812 Penalty: 2261.804688 Iteration 19F: 3 clusters Score -100523.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Entering Unmasked Estep Score: -347694.312500 Penalty: 1329.211182 Iteration 0F: 2 clusters Score -347694.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -344620.687500 Penalty: 2658.422363 Iteration 0F: 3 clusters Score -344620.7 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -345444.312500 Penalty: 2658.422363 Iteration 1F: 3 clusters Score -345444.3 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -345606.062500 Penalty: 2658.422363 Iteration 2F: 3 clusters Score -345606.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -345697.531250 Penalty: 2658.422363 Iteration 3F: 3 clusters Score -345697.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -345766.562500 Penalty: 2658.422363 Iteration 4Q: 3 clusters Score -345766.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -345817.625000 Penalty: 2658.422363 Iteration 5Q: 3 clusters Score -345817.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -345879.187500 Penalty: 2658.422363 Iteration 6Q: 3 clusters Score -345879.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -345942.625000 Penalty: 2658.422363 Iteration 7Q: 3 clusters Score -345942.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -345994.937500 Penalty: 2658.422363 Iteration 8Q: 3 clusters Score -345994.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -346045.875000 Penalty: 2658.422363 Iteration 9Q: 3 clusters Score -346045.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -346086.062500 Penalty: 2658.422363 Iteration 10Q: 3 clusters Score -346086.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -346120.500000 Penalty: 2658.422363 Iteration 11Q: 3 clusters Score -346120.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -346163.218750 Penalty: 2658.422363 Iteration 12Q: 3 clusters Score -346163.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -346198.312500 Penalty: 2658.422363 Iteration 13Q: 3 clusters Score -346198.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -346237.843750 Penalty: 2658.422363 Iteration 14Q: 3 clusters Score -346237.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -346277.593750 Penalty: 2658.422363 Iteration 15Q: 3 clusters Score -346277.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -346313.937500 Penalty: 2658.422363 Iteration 16Q: 3 clusters Score -346313.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -346352.250000 Penalty: 2658.422363 Iteration 17Q: 3 clusters Score -346352.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -346400.843750 Penalty: 2658.422363 Iteration 18Q: 3 clusters Score -346400.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -346464.937500 Penalty: 2658.422363 Iteration 19Q: 3 clusters Score -346464.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -346538.062500 Penalty: 2658.422363 Iteration 20F: 3 clusters Score -346538.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -346589.468750 Penalty: 2658.422363 Iteration 21Q: 3 clusters Score -346589.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -346636.406250 Penalty: 2658.422363 Iteration 22Q: 3 clusters Score -346636.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -346685.562500 Penalty: 2658.422363 Iteration 23Q: 3 clusters Score -346685.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -346741.156250 Penalty: 2658.422363 Iteration 24Q: 3 clusters Score -346741.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -346789.562500 Penalty: 2658.422363 Iteration 25Q: 3 clusters Score -346789.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -346823.250000 Penalty: 2658.422363 Iteration 26Q: 3 clusters Score -346823.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -346839.437500 Penalty: 2658.422363 Iteration 27Q: 3 clusters Score -346839.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -346845.406250 Penalty: 2658.422363 Iteration 28Q: 3 clusters Score -346845.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -346852.500000 Penalty: 2658.422363 Iteration 29Q: 3 clusters Score -346852.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -346857.843750 Penalty: 2658.422363 Iteration 30Q: 3 clusters Score -346857.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -346863.312500 Penalty: 2658.422363 Iteration 31Q: 3 clusters Score -346863.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -346870.312500 Penalty: 2658.422363 Iteration 32Q: 3 clusters Score -346870.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -346877.437500 Penalty: 2658.422363 Iteration 33Q: 3 clusters Score -346877.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -346882.093750 Penalty: 2658.422363 Iteration 34Q: 3 clusters Score -346882.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -346884.500000 Penalty: 2658.422363 Iteration 35Q: 3 clusters Score -346884.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -346887.906250 Penalty: 2658.422363 Iteration 36Q: 3 clusters Score -346887.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -346889.093750 Penalty: 2658.422363 Iteration 37Q: 3 clusters Score -346889.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -346890.062500 Penalty: 2658.422363 Iteration 38Q: 3 clusters Score -346890.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -346890.062500 Penalty: 2658.422363 Iteration 39F: 3 clusters Score -346890.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Entering Unmasked Estep Score: -59625.296875 Penalty: 1054.742554 Iteration 0F: 2 clusters Score -59625.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -58526.250000 Penalty: 2109.485107 Iteration 0F: 3 clusters Score -58526.25 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -58719.167969 Penalty: 2109.485107 Iteration 1F: 3 clusters Score -58719.17 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -58794.601562 Penalty: 2109.485107 Iteration 2F: 3 clusters Score -58794.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -58884.367188 Penalty: 2109.485107 Iteration 3F: 3 clusters Score -58884.37 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -58956.609375 Penalty: 2109.485107 Iteration 4F: 3 clusters Score -58956.61 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -59009.113281 Penalty: 2109.485107 Iteration 5F: 3 clusters Score -59009.11 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -59053.429688 Penalty: 2109.485107 Iteration 6Q: 3 clusters Score -59053.43 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -59089.871094 Penalty: 2109.485107 Iteration 7Q: 3 clusters Score -59089.87 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -59134.347656 Penalty: 2109.485107 Iteration 8Q: 3 clusters Score -59134.35 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -59202.667969 Penalty: 2109.485107 Iteration 9Q: 3 clusters Score -59202.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -59234.300781 Penalty: 2109.485107 Iteration 10Q: 3 clusters Score -59234.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -59262.238281 Penalty: 2109.485107 Iteration 11Q: 3 clusters Score -59262.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -59273.179688 Penalty: 2109.485107 Iteration 12Q: 3 clusters Score -59273.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -59280.695312 Penalty: 2109.485107 Iteration 13Q: 3 clusters Score -59280.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -59285.570312 Penalty: 2109.485107 Iteration 14Q: 3 clusters Score -59285.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -59290.316406 Penalty: 2109.485107 Iteration 15Q: 3 clusters Score -59290.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -59292.472656 Penalty: 2109.485107 Iteration 16Q: 3 clusters Score -59292.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -59293.386719 Penalty: 2109.485107 Iteration 17Q: 3 clusters Score -59293.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -59311.542969 Penalty: 2109.485107 Iteration 18F: 3 clusters Score -59311.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -59393.222656 Penalty: 2109.485107 Iteration 19Q: 3 clusters Score -59393.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -59404.914062 Penalty: 2109.485107 Iteration 20F: 3 clusters Score -59404.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -59407.964844 Penalty: 2109.485107 Iteration 21Q: 3 clusters Score -59407.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -59408.687500 Penalty: 2109.485107 Iteration 22Q: 3 clusters Score -59408.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -59408.687500 Penalty: 2109.485107 Iteration 23F: 3 clusters Score -59408.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Entering Unmasked Estep Score: -248759.953125 Penalty: 1284.694214 Iteration 0F: 2 clusters Score -248760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -246212.234375 Penalty: 2569.388428 Iteration 0F: 3 clusters Score -246212.2 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -246845.343750 Penalty: 2569.388428 Iteration 1F: 3 clusters Score -246845.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -247015.437500 Penalty: 2569.388428 Iteration 2F: 3 clusters Score -247015.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -247114.953125 Penalty: 2569.388428 Iteration 3Q: 3 clusters Score -247115 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -247182.031250 Penalty: 2569.388428 Iteration 4Q: 3 clusters Score -247182 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -247241.859375 Penalty: 2569.388428 Iteration 5Q: 3 clusters Score -247241.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -247396.765625 Penalty: 2569.388428 Iteration 6Q: 3 clusters Score -247396.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -247578.843750 Penalty: 2569.388428 Iteration 7F: 3 clusters Score -247578.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -247746.937500 Penalty: 2569.388428 Iteration 8F: 3 clusters Score -247746.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -247907.234375 Penalty: 2569.388428 Iteration 9F: 3 clusters Score -247907.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -248035.140625 Penalty: 2569.388428 Iteration 10Q: 3 clusters Score -248035.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -248106.375000 Penalty: 2569.388428 Iteration 11Q: 3 clusters Score -248106.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -248151.765625 Penalty: 2569.388428 Iteration 12Q: 3 clusters Score -248151.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -248173.484375 Penalty: 2569.388428 Iteration 13Q: 3 clusters Score -248173.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -248196.343750 Penalty: 2569.388428 Iteration 14Q: 3 clusters Score -248196.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -248217.468750 Penalty: 2569.388428 Iteration 15Q: 3 clusters Score -248217.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -248240.500000 Penalty: 2569.388428 Iteration 16Q: 3 clusters Score -248240.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -248254.843750 Penalty: 2569.388428 Iteration 17Q: 3 clusters Score -248254.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -248263.562500 Penalty: 2569.388428 Iteration 18Q: 3 clusters Score -248263.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -248269.609375 Penalty: 2569.388428 Iteration 19Q: 3 clusters Score -248269.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -248277.046875 Penalty: 2569.388428 Iteration 20F: 3 clusters Score -248277 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -248285.437500 Penalty: 2569.388428 Iteration 21Q: 3 clusters Score -248285.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -248288.531250 Penalty: 2569.388428 Iteration 22Q: 3 clusters Score -248288.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -248290.765625 Penalty: 2569.388428 Iteration 23Q: 3 clusters Score -248290.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -248292.031250 Penalty: 2569.388428 Iteration 24Q: 3 clusters Score -248292 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -248292.031250 Penalty: 2569.388428 Iteration 25F: 3 clusters Score -248292 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3110 members Mstep: Class 4 contains 17316 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 3723 members Mstep: Class 7 contains 12950 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 4350 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12610 members Mstep: Class 12 contains 72378 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 2393 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 1170 members Mstep: Class 21 contains 17838 members Mstep: Class 22 contains 3726 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 2713 members Entering Unmasked Estep ConsiderDeletion Score: -22263950.000000 Penalty: 58205.878906 Iteration 79Q: 30 clusters Score -2.226395e+07 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 3137 members Mstep: Class 4 contains 17324 members Mstep: Class 5 contains 957 members Mstep: Class 6 contains 3927 members Mstep: Class 7 contains 12953 members Mstep: Class 8 contains 2582 members Mstep: Class 9 contains 4352 members Mstep: Class 10 contains 1587 members Mstep: Class 11 contains 12561 members Mstep: Class 12 contains 72327 members Mstep: Class 13 contains 3690 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 2393 members Mstep: Class 16 contains 715 members Mstep: Class 17 contains 1651 members Mstep: Class 18 contains 979 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 1304 members Mstep: Class 21 contains 17842 members Mstep: Class 22 contains 3793 members Mstep: Class 23 contains 1054 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 651 members Mstep: Class 26 contains 2734 members Mstep: Class 27 contains 3089 members Mstep: Class 28 contains 29901 members Mstep: Class 29 contains 1703 members Entering Unmasked Estep ConsiderDeletion Score: -22264744.000000 Penalty: 58205.878906 Iteration 80F: 30 clusters Score -2.226474e+07 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 18079 members Mstep: Class 3 contains 3009 members Mstep: Class 4 contains 17290 members Mstep: Class 5 contains 957 members Mstep: Class 6 contains 4078 members Mstep: Class 7 contains 12943 members Mstep: Class 8 contains 2583 members Mstep: Class 9 contains 4341 members Mstep: Class 10 contains 1584 members Mstep: Class 11 contains 12517 members Mstep: Class 12 contains 71933 members Mstep: Class 13 contains 3691 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 2395 members Mstep: Class 16 contains 712 members Mstep: Class 17 contains 1651 members Mstep: Class 18 contains 980 members Mstep: Class 19 contains 3419 members Mstep: Class 20 contains 1386 members Mstep: Class 21 contains 17834 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1052 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 651 members Mstep: Class 26 contains 2760 members Mstep: Class 27 contains 3542 members Mstep: Class 28 contains 29771 members Mstep: Class 29 contains 1835 members Entering Unmasked Estep ConsiderDeletion Score: -22265286.000000 Penalty: 58205.878906 Iteration 81Q: 30 clusters Score -2.226529e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 18081 members Mstep: Class 3 contains 2928 members Mstep: Class 4 contains 17266 members Mstep: Class 5 contains 961 members Mstep: Class 6 contains 4203 members Mstep: Class 7 contains 12940 members Mstep: Class 8 contains 2587 members Mstep: Class 9 contains 4331 members Mstep: Class 10 contains 1581 members Mstep: Class 11 contains 12498 members Mstep: Class 12 contains 71588 members Mstep: Class 13 contains 3692 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 2400 members Mstep: Class 16 contains 706 members Mstep: Class 17 contains 1651 members Mstep: Class 18 contains 982 members Mstep: Class 19 contains 3348 members Mstep: Class 20 contains 1453 members Mstep: Class 21 contains 17839 members Mstep: Class 22 contains 3774 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 651 members Mstep: Class 26 contains 2779 members Mstep: Class 27 contains 3872 members Mstep: Class 28 contains 29666 members Mstep: Class 29 contains 1957 members Entering Unmasked Estep ConsiderDeletion Score: -22265552.000000 Penalty: 58205.878906 Iteration 82Q: 30 clusters Score -2.226555e+07 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 18085 members Mstep: Class 3 contains 2858 members Mstep: Class 4 contains 17251 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 4329 members Mstep: Class 7 contains 12946 members Mstep: Class 8 contains 2587 members Mstep: Class 9 contains 4323 members Mstep: Class 10 contains 1579 members Mstep: Class 11 contains 12463 members Mstep: Class 12 contains 71316 members Mstep: Class 13 contains 3693 members Mstep: Class 14 contains 367 members Mstep: Class 15 contains 2408 members Mstep: Class 16 contains 710 members Mstep: Class 17 contains 1652 members Mstep: Class 18 contains 984 members Mstep: Class 19 contains 3278 members Mstep: Class 20 contains 1515 members Mstep: Class 21 contains 17836 members Mstep: Class 22 contains 3765 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 650 members Mstep: Class 26 contains 2794 members Mstep: Class 27 contains 4121 members Mstep: Class 28 contains 29576 members Mstep: Class 29 contains 2064 members Entering Unmasked Estep ConsiderDeletion Score: -22265872.000000 Penalty: 58205.878906 Iteration 83Q: 30 clusters Score -2.226587e+07 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 18086 members Mstep: Class 3 contains 2809 members Mstep: Class 4 contains 17237 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 4442 members Mstep: Class 7 contains 12950 members Mstep: Class 8 contains 2591 members Mstep: Class 9 contains 4318 members Mstep: Class 10 contains 1582 members Mstep: Class 11 contains 12435 members Mstep: Class 12 contains 71055 members Mstep: Class 13 contains 3693 members Mstep: Class 14 contains 364 members Mstep: Class 15 contains 2413 members Mstep: Class 16 contains 714 members Mstep: Class 17 contains 1653 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 3208 members Mstep: Class 20 contains 1565 members Mstep: Class 21 contains 17834 members Mstep: Class 22 contains 3758 members Mstep: Class 23 contains 1052 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 651 members Mstep: Class 26 contains 2805 members Mstep: Class 27 contains 4343 members Mstep: Class 28 contains 29526 members Mstep: Class 29 contains 2144 members Entering Unmasked Estep ConsiderDeletion Score: -22266064.000000 Penalty: 58205.878906 Iteration 84Q: 30 clusters Score -2.226606e+07 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 18085 members Mstep: Class 3 contains 2772 members Mstep: Class 4 contains 17233 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 4553 members Mstep: Class 7 contains 12950 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 4316 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 12405 members Mstep: Class 12 contains 70836 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 2419 members Mstep: Class 16 contains 720 members Mstep: Class 17 contains 1654 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 3139 members Mstep: Class 20 contains 1622 members Mstep: Class 21 contains 17832 members Mstep: Class 22 contains 3756 members Mstep: Class 23 contains 1051 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 651 members Mstep: Class 26 contains 2816 members Mstep: Class 27 contains 4503 members Mstep: Class 28 contains 29485 members Mstep: Class 29 contains 2201 members Entering Unmasked Estep ConsiderDeletion Score: -22266206.000000 Penalty: 58205.878906 Iteration 85Q: 30 clusters Score -2.226621e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 18085 members Mstep: Class 3 contains 2741 members Mstep: Class 4 contains 17236 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 4643 members Mstep: Class 7 contains 12954 members Mstep: Class 8 contains 2600 members Mstep: Class 9 contains 4315 members Mstep: Class 10 contains 1589 members Mstep: Class 11 contains 12378 members Mstep: Class 12 contains 70636 members Mstep: Class 13 contains 3688 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 2432 members Mstep: Class 16 contains 719 members Mstep: Class 17 contains 1654 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 3070 members Mstep: Class 20 contains 1675 members Mstep: Class 21 contains 17834 members Mstep: Class 22 contains 3753 members Mstep: Class 23 contains 1049 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 651 members Mstep: Class 26 contains 2829 members Mstep: Class 27 contains 4647 members Mstep: Class 28 contains 29449 members Mstep: Class 29 contains 2251 members Entering Unmasked Estep ConsiderDeletion Score: -22266212.000000 Penalty: 58205.878906 Iteration 86Q: 30 clusters Score -2.226621e+07 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 18085 members Mstep: Class 3 contains 2723 members Mstep: Class 4 contains 17233 members Mstep: Class 5 contains 967 members Mstep: Class 6 contains 4709 members Mstep: Class 7 contains 12960 members Mstep: Class 8 contains 2607 members Mstep: Class 9 contains 4319 members Mstep: Class 10 contains 1585 members Mstep: Class 11 contains 12360 members Mstep: Class 12 contains 70479 members Mstep: Class 13 contains 3684 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 2441 members Mstep: Class 16 contains 715 members Mstep: Class 17 contains 1655 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 3000 members Mstep: Class 20 contains 1729 members Mstep: Class 21 contains 17833 members Mstep: Class 22 contains 3757 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2839 members Mstep: Class 27 contains 4765 members Mstep: Class 28 contains 29412 members Mstep: Class 29 contains 2292 members Entering Unmasked Estep ConsiderDeletion Score: -22266298.000000 Penalty: 58205.878906 Iteration 87Q: 30 clusters Score -2.22663e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 18084 members Mstep: Class 3 contains 2712 members Mstep: Class 4 contains 17236 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 4763 members Mstep: Class 7 contains 12963 members Mstep: Class 8 contains 2613 members Mstep: Class 9 contains 4327 members Mstep: Class 10 contains 1584 members Mstep: Class 11 contains 12345 members Mstep: Class 12 contains 70319 members Mstep: Class 13 contains 3682 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 2449 members Mstep: Class 16 contains 715 members Mstep: Class 17 contains 1656 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2938 members Mstep: Class 20 contains 1771 members Mstep: Class 21 contains 17836 members Mstep: Class 22 contains 3763 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2849 members Mstep: Class 27 contains 4869 members Mstep: Class 28 contains 29378 members Mstep: Class 29 contains 2338 members Entering Unmasked Estep ConsiderDeletion Score: -22266306.000000 Penalty: 58205.878906 Iteration 88Q: 30 clusters Score -2.226631e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 18083 members Mstep: Class 3 contains 2698 members Mstep: Class 4 contains 17236 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 4817 members Mstep: Class 7 contains 12968 members Mstep: Class 8 contains 2619 members Mstep: Class 9 contains 4330 members Mstep: Class 10 contains 1581 members Mstep: Class 11 contains 12334 members Mstep: Class 12 contains 70178 members Mstep: Class 13 contains 3679 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 2459 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 1657 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2878 members Mstep: Class 20 contains 1801 members Mstep: Class 21 contains 17835 members Mstep: Class 22 contains 3768 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2859 members Mstep: Class 27 contains 4967 members Mstep: Class 28 contains 29360 members Mstep: Class 29 contains 2373 members Entering Unmasked Estep ConsiderDeletion Score: -22266342.000000 Penalty: 58205.878906 Iteration 89Q: 30 clusters Score -2.226634e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 18084 members Mstep: Class 3 contains 2690 members Mstep: Class 4 contains 17244 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 4869 members Mstep: Class 7 contains 12972 members Mstep: Class 8 contains 2621 members Mstep: Class 9 contains 4335 members Mstep: Class 10 contains 1582 members Mstep: Class 11 contains 12321 members Mstep: Class 12 contains 70051 members Mstep: Class 13 contains 3677 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 2471 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 1656 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2807 members Mstep: Class 20 contains 1831 members Mstep: Class 21 contains 17831 members Mstep: Class 22 contains 3770 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2863 members Mstep: Class 27 contains 5045 members Mstep: Class 28 contains 29347 members Mstep: Class 29 contains 2417 members Entering Unmasked Estep ConsiderDeletion Score: -22266422.000000 Penalty: 58205.878906 Iteration 90Q: 30 clusters Score -2.226642e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 18080 members Mstep: Class 3 contains 2681 members Mstep: Class 4 contains 17247 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 4902 members Mstep: Class 7 contains 12973 members Mstep: Class 8 contains 2623 members Mstep: Class 9 contains 4346 members Mstep: Class 10 contains 1588 members Mstep: Class 11 contains 12312 members Mstep: Class 12 contains 69944 members Mstep: Class 13 contains 3676 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 2484 members Mstep: Class 16 contains 712 members Mstep: Class 17 contains 1656 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 1856 members Mstep: Class 21 contains 17830 members Mstep: Class 22 contains 3770 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2865 members Mstep: Class 27 contains 5118 members Mstep: Class 28 contains 29330 members Mstep: Class 29 contains 2455 members Entering Unmasked Estep ConsiderDeletion Score: -22266530.000000 Penalty: 58205.878906 Iteration 91Q: 30 clusters Score -2.226653e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 18079 members Mstep: Class 3 contains 2674 members Mstep: Class 4 contains 17251 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 4930 members Mstep: Class 7 contains 12973 members Mstep: Class 8 contains 2624 members Mstep: Class 9 contains 4353 members Mstep: Class 10 contains 1592 members Mstep: Class 11 contains 12305 members Mstep: Class 12 contains 69860 members Mstep: Class 13 contains 3677 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 2494 members Mstep: Class 16 contains 712 members Mstep: Class 17 contains 1656 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 2699 members Mstep: Class 20 contains 1880 members Mstep: Class 21 contains 17834 members Mstep: Class 22 contains 3770 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2869 members Mstep: Class 27 contains 5165 members Mstep: Class 28 contains 29319 members Mstep: Class 29 contains 2483 members Entering Unmasked Estep ConsiderDeletion Score: -22266556.000000 Penalty: 58205.878906 Iteration 92Q: 30 clusters Score -2.226656e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 18076 members Mstep: Class 3 contains 2669 members Mstep: Class 4 contains 17253 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 4951 members Mstep: Class 7 contains 12974 members Mstep: Class 8 contains 2628 members Mstep: Class 9 contains 4360 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12302 members Mstep: Class 12 contains 69785 members Mstep: Class 13 contains 3679 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 2500 members Mstep: Class 16 contains 715 members Mstep: Class 17 contains 1657 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 2652 members Mstep: Class 20 contains 1907 members Mstep: Class 21 contains 17839 members Mstep: Class 22 contains 3770 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2872 members Mstep: Class 27 contains 5202 members Mstep: Class 28 contains 29304 members Mstep: Class 29 contains 2514 members Entering Unmasked Estep ConsiderDeletion Score: -22266590.000000 Penalty: 58205.878906 Iteration 93Q: 30 clusters Score -2.226659e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 18076 members Mstep: Class 3 contains 2667 members Mstep: Class 4 contains 17258 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 4970 members Mstep: Class 7 contains 12977 members Mstep: Class 8 contains 2630 members Mstep: Class 9 contains 4366 members Mstep: Class 10 contains 1596 members Mstep: Class 11 contains 12298 members Mstep: Class 12 contains 69733 members Mstep: Class 13 contains 3678 members Mstep: Class 14 contains 361 members Mstep: Class 15 contains 2508 members Mstep: Class 16 contains 717 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 2603 members Mstep: Class 20 contains 1932 members Mstep: Class 21 contains 17831 members Mstep: Class 22 contains 3772 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2876 members Mstep: Class 27 contains 5227 members Mstep: Class 28 contains 29303 members Mstep: Class 29 contains 2529 members Entering Unmasked Estep ConsiderDeletion Score: -22266678.000000 Penalty: 58205.878906 Iteration 94Q: 30 clusters Score -2.226668e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 2662 members Mstep: Class 4 contains 17257 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 4985 members Mstep: Class 7 contains 12982 members Mstep: Class 8 contains 2630 members Mstep: Class 9 contains 4370 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12296 members Mstep: Class 12 contains 69690 members Mstep: Class 13 contains 3677 members Mstep: Class 14 contains 360 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1661 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 2557 members Mstep: Class 20 contains 1960 members Mstep: Class 21 contains 17826 members Mstep: Class 22 contains 3771 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2882 members Mstep: Class 27 contains 5251 members Mstep: Class 28 contains 29309 members Mstep: Class 29 contains 2536 members Entering Unmasked Estep ConsiderDeletion Score: -22266680.000000 Penalty: 58205.878906 Iteration 95Q: 30 clusters Score -2.226668e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 2659 members Mstep: Class 4 contains 17256 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5004 members Mstep: Class 7 contains 12984 members Mstep: Class 8 contains 2631 members Mstep: Class 9 contains 4372 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12290 members Mstep: Class 12 contains 69648 members Mstep: Class 13 contains 3678 members Mstep: Class 14 contains 360 members Mstep: Class 15 contains 2526 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 1661 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 2515 members Mstep: Class 20 contains 1979 members Mstep: Class 21 contains 17821 members Mstep: Class 22 contains 3771 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2887 members Mstep: Class 27 contains 5275 members Mstep: Class 28 contains 29314 members Mstep: Class 29 contains 2546 members Entering Unmasked Estep ConsiderDeletion Score: -22266748.000000 Penalty: 58205.878906 Iteration 96Q: 30 clusters Score -2.226675e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 18076 members Mstep: Class 3 contains 2649 members Mstep: Class 4 contains 17257 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5021 members Mstep: Class 7 contains 12983 members Mstep: Class 8 contains 2631 members Mstep: Class 9 contains 4375 members Mstep: Class 10 contains 1596 members Mstep: Class 11 contains 12288 members Mstep: Class 12 contains 69613 members Mstep: Class 13 contains 3680 members Mstep: Class 14 contains 359 members Mstep: Class 15 contains 2535 members Mstep: Class 16 contains 724 members Mstep: Class 17 contains 1661 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 2003 members Mstep: Class 21 contains 17820 members Mstep: Class 22 contains 3772 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2888 members Mstep: Class 27 contains 5299 members Mstep: Class 28 contains 29316 members Mstep: Class 29 contains 2553 members Entering Unmasked Estep ConsiderDeletion Score: -22266754.000000 Penalty: 58205.878906 Iteration 97Q: 30 clusters Score -2.226675e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2648 members Mstep: Class 4 contains 17259 members Mstep: Class 5 contains 962 members Mstep: Class 6 contains 5036 members Mstep: Class 7 contains 12985 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4378 members Mstep: Class 10 contains 1596 members Mstep: Class 11 contains 12285 members Mstep: Class 12 contains 69588 members Mstep: Class 13 contains 3680 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2548 members Mstep: Class 16 contains 724 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 2440 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 17817 members Mstep: Class 22 contains 3770 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2890 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 29314 members Mstep: Class 29 contains 2561 members Entering Unmasked Estep ConsiderDeletion Score: -22266796.000000 Penalty: 58205.878906 Iteration 98Q: 30 clusters Score -2.22668e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 18076 members Mstep: Class 3 contains 2646 members Mstep: Class 4 contains 17258 members Mstep: Class 5 contains 961 members Mstep: Class 6 contains 5054 members Mstep: Class 7 contains 12985 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4381 members Mstep: Class 10 contains 1596 members Mstep: Class 11 contains 12280 members Mstep: Class 12 contains 69569 members Mstep: Class 13 contains 3679 members Mstep: Class 14 contains 357 members Mstep: Class 15 contains 2561 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1661 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 2405 members Mstep: Class 20 contains 2049 members Mstep: Class 21 contains 17817 members Mstep: Class 22 contains 3770 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2891 members Mstep: Class 27 contains 5315 members Mstep: Class 28 contains 29317 members Mstep: Class 29 contains 2565 members Entering Unmasked Estep ConsiderDeletion Score: -22266826.000000 Penalty: 58205.878906 Iteration 99Q: 30 clusters Score -2.226683e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 18076 members Mstep: Class 3 contains 2647 members Mstep: Class 4 contains 17256 members Mstep: Class 5 contains 961 members Mstep: Class 6 contains 5067 members Mstep: Class 7 contains 12986 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4385 members Mstep: Class 10 contains 1596 members Mstep: Class 11 contains 12273 members Mstep: Class 12 contains 69554 members Mstep: Class 13 contains 3679 members Mstep: Class 14 contains 357 members Mstep: Class 15 contains 2572 members Mstep: Class 16 contains 720 members Mstep: Class 17 contains 1661 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 2371 members Mstep: Class 20 contains 2075 members Mstep: Class 21 contains 17814 members Mstep: Class 22 contains 3769 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2894 members Mstep: Class 27 contains 5320 members Mstep: Class 28 contains 29314 members Mstep: Class 29 contains 2567 members Entering Unmasked Estep ConsiderDeletion Score: -22266836.000000 Penalty: 58205.878906 Iteration 100F: 30 clusters Score -2.226684e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 2648 members Mstep: Class 4 contains 17253 members Mstep: Class 5 contains 961 members Mstep: Class 6 contains 5087 members Mstep: Class 7 contains 12986 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4388 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12266 members Mstep: Class 12 contains 69531 members Mstep: Class 13 contains 3679 members Mstep: Class 14 contains 357 members Mstep: Class 15 contains 2578 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1661 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 2344 members Mstep: Class 20 contains 2089 members Mstep: Class 21 contains 17809 members Mstep: Class 22 contains 3773 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2899 members Mstep: Class 27 contains 5327 members Mstep: Class 28 contains 29313 members Mstep: Class 29 contains 2573 members Entering Unmasked Estep ConsiderDeletion Score: -22266816.000000 Penalty: 58205.878906 Iteration 101Q: 30 clusters Score -2.226682e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 18077 members Mstep: Class 3 contains 2649 members Mstep: Class 4 contains 17251 members Mstep: Class 5 contains 961 members Mstep: Class 6 contains 5098 members Mstep: Class 7 contains 12986 members Mstep: Class 8 contains 2633 members Mstep: Class 9 contains 4390 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12262 members Mstep: Class 12 contains 69514 members Mstep: Class 13 contains 3680 members Mstep: Class 14 contains 357 members Mstep: Class 15 contains 2582 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1661 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 2326 members Mstep: Class 20 contains 2104 members Mstep: Class 21 contains 17810 members Mstep: Class 22 contains 3774 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2899 members Mstep: Class 27 contains 5333 members Mstep: Class 28 contains 29302 members Mstep: Class 29 contains 2584 members Entering Unmasked Estep ConsiderDeletion Score: -22266802.000000 Penalty: 58205.878906 Iteration 102Q: 30 clusters Score -2.22668e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 18076 members Mstep: Class 3 contains 2648 members Mstep: Class 4 contains 17250 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 5105 members Mstep: Class 7 contains 12986 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4393 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12262 members Mstep: Class 12 contains 69501 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 357 members Mstep: Class 15 contains 2587 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 2318 members Mstep: Class 20 contains 2112 members Mstep: Class 21 contains 17811 members Mstep: Class 22 contains 3774 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2900 members Mstep: Class 27 contains 5338 members Mstep: Class 28 contains 29292 members Mstep: Class 29 contains 2592 members Entering Unmasked Estep ConsiderDeletion Score: -22266814.000000 Penalty: 58205.878906 Iteration 103Q: 30 clusters Score -2.226681e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2647 members Mstep: Class 4 contains 17252 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 5108 members Mstep: Class 7 contains 12986 members Mstep: Class 8 contains 2630 members Mstep: Class 9 contains 4394 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12261 members Mstep: Class 12 contains 69497 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 357 members Mstep: Class 15 contains 2589 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 2121 members Mstep: Class 21 contains 17809 members Mstep: Class 22 contains 3776 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2901 members Mstep: Class 27 contains 5340 members Mstep: Class 28 contains 29287 members Mstep: Class 29 contains 2599 members Entering Unmasked Estep ConsiderDeletion Score: -22266864.000000 Penalty: 58205.878906 Iteration 104Q: 30 clusters Score -2.226686e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2646 members Mstep: Class 4 contains 17254 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 5112 members Mstep: Class 7 contains 12987 members Mstep: Class 8 contains 2631 members Mstep: Class 9 contains 4397 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12261 members Mstep: Class 12 contains 69486 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 357 members Mstep: Class 15 contains 2592 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 2300 members Mstep: Class 20 contains 2127 members Mstep: Class 21 contains 17805 members Mstep: Class 22 contains 3781 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2903 members Mstep: Class 27 contains 5343 members Mstep: Class 28 contains 29272 members Mstep: Class 29 contains 2606 members Entering Unmasked Estep ConsiderDeletion Score: -22266880.000000 Penalty: 58205.878906 Iteration 105Q: 30 clusters Score -2.226688e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2642 members Mstep: Class 4 contains 17256 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 5114 members Mstep: Class 7 contains 12988 members Mstep: Class 8 contains 2631 members Mstep: Class 9 contains 4399 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12261 members Mstep: Class 12 contains 69482 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 357 members Mstep: Class 15 contains 2593 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 2293 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 17802 members Mstep: Class 22 contains 3782 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2903 members Mstep: Class 27 contains 5347 members Mstep: Class 28 contains 29267 members Mstep: Class 29 contains 2614 members Entering Unmasked Estep ConsiderDeletion Score: -22266872.000000 Penalty: 58205.878906 Iteration 106Q: 30 clusters Score -2.226687e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2640 members Mstep: Class 4 contains 17257 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 5116 members Mstep: Class 7 contains 12989 members Mstep: Class 8 contains 2630 members Mstep: Class 9 contains 4399 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12261 members Mstep: Class 12 contains 69478 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2593 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 2289 members Mstep: Class 20 contains 2132 members Mstep: Class 21 contains 17801 members Mstep: Class 22 contains 3784 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2903 members Mstep: Class 27 contains 5351 members Mstep: Class 28 contains 29264 members Mstep: Class 29 contains 2618 members Entering Unmasked Estep ConsiderDeletion Score: -22266904.000000 Penalty: 58205.878906 Iteration 107Q: 30 clusters Score -2.22669e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 17259 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 5118 members Mstep: Class 7 contains 12989 members Mstep: Class 8 contains 2629 members Mstep: Class 9 contains 4400 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12261 members Mstep: Class 12 contains 69471 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2594 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 2286 members Mstep: Class 20 contains 2133 members Mstep: Class 21 contains 17800 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 652 members Mstep: Class 26 contains 2905 members Mstep: Class 27 contains 5356 members Mstep: Class 28 contains 29260 members Mstep: Class 29 contains 2621 members Entering Unmasked Estep ConsiderDeletion Score: -22266892.000000 Penalty: 58205.878906 Iteration 108Q: 30 clusters Score -2.226689e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 17261 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 5120 members Mstep: Class 7 contains 12990 members Mstep: Class 8 contains 2628 members Mstep: Class 9 contains 4403 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12259 members Mstep: Class 12 contains 69463 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2597 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2280 members Mstep: Class 20 contains 2134 members Mstep: Class 21 contains 17799 members Mstep: Class 22 contains 3789 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2908 members Mstep: Class 27 contains 5359 members Mstep: Class 28 contains 29257 members Mstep: Class 29 contains 2625 members Entering Unmasked Estep ConsiderDeletion Score: -22266894.000000 Penalty: 58205.878906 Iteration 109Q: 30 clusters Score -2.226689e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 17263 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 5125 members Mstep: Class 7 contains 12989 members Mstep: Class 8 contains 2628 members Mstep: Class 9 contains 4404 members Mstep: Class 10 contains 1595 members Mstep: Class 11 contains 12258 members Mstep: Class 12 contains 69459 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2600 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2278 members Mstep: Class 20 contains 2138 members Mstep: Class 21 contains 17797 members Mstep: Class 22 contains 3789 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2910 members Mstep: Class 27 contains 5359 members Mstep: Class 28 contains 29247 members Mstep: Class 29 contains 2631 members Entering Unmasked Estep ConsiderDeletion Score: -22266892.000000 Penalty: 58205.878906 Iteration 110Q: 30 clusters Score -2.226689e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2630 members Mstep: Class 4 contains 17265 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 5130 members Mstep: Class 7 contains 12989 members Mstep: Class 8 contains 2629 members Mstep: Class 9 contains 4404 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12257 members Mstep: Class 12 contains 69452 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2602 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2274 members Mstep: Class 20 contains 2142 members Mstep: Class 21 contains 17797 members Mstep: Class 22 contains 3789 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2911 members Mstep: Class 27 contains 5363 members Mstep: Class 28 contains 29238 members Mstep: Class 29 contains 2638 members Entering Unmasked Estep ConsiderDeletion Score: -22266952.000000 Penalty: 58205.878906 Iteration 111Q: 30 clusters Score -2.226695e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2628 members Mstep: Class 4 contains 17266 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 5137 members Mstep: Class 7 contains 12990 members Mstep: Class 8 contains 2631 members Mstep: Class 9 contains 4404 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12255 members Mstep: Class 12 contains 69441 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2604 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2272 members Mstep: Class 20 contains 2146 members Mstep: Class 21 contains 17793 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2914 members Mstep: Class 27 contains 5368 members Mstep: Class 28 contains 29228 members Mstep: Class 29 contains 2645 members Entering Unmasked Estep ConsiderDeletion Score: -22266948.000000 Penalty: 58205.878906 Iteration 112Q: 30 clusters Score -2.226695e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2626 members Mstep: Class 4 contains 17272 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 5154 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2631 members Mstep: Class 9 contains 4404 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12248 members Mstep: Class 12 contains 69422 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2604 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2271 members Mstep: Class 20 contains 2150 members Mstep: Class 21 contains 17790 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2917 members Mstep: Class 27 contains 5372 members Mstep: Class 28 contains 29219 members Mstep: Class 29 contains 2652 members Entering Unmasked Estep ConsiderDeletion Score: -22266898.000000 Penalty: 58205.878906 Iteration 113Q: 30 clusters Score -2.22669e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2625 members Mstep: Class 4 contains 17275 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 5171 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4405 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12244 members Mstep: Class 12 contains 69401 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2604 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2270 members Mstep: Class 20 contains 2156 members Mstep: Class 21 contains 17787 members Mstep: Class 22 contains 3786 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2919 members Mstep: Class 27 contains 5376 members Mstep: Class 28 contains 29208 members Mstep: Class 29 contains 2659 members Entering Unmasked Estep ConsiderDeletion Score: -22266894.000000 Penalty: 58205.878906 Iteration 114Q: 30 clusters Score -2.226689e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 18074 members Mstep: Class 3 contains 2624 members Mstep: Class 4 contains 17277 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 5194 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4407 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12238 members Mstep: Class 12 contains 69384 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2604 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2271 members Mstep: Class 20 contains 2161 members Mstep: Class 21 contains 17783 members Mstep: Class 22 contains 3785 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2921 members Mstep: Class 27 contains 5376 members Mstep: Class 28 contains 29200 members Mstep: Class 29 contains 2662 members Entering Unmasked Estep ConsiderDeletion Score: -22266926.000000 Penalty: 58205.878906 Iteration 115Q: 30 clusters Score -2.226693e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18074 members Mstep: Class 3 contains 2624 members Mstep: Class 4 contains 17279 members Mstep: Class 5 contains 961 members Mstep: Class 6 contains 5212 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12233 members Mstep: Class 12 contains 69365 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2605 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2271 members Mstep: Class 20 contains 2163 members Mstep: Class 21 contains 17779 members Mstep: Class 22 contains 3786 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2924 members Mstep: Class 27 contains 5376 members Mstep: Class 28 contains 29190 members Mstep: Class 29 contains 2669 members Entering Unmasked Estep ConsiderDeletion Score: -22266932.000000 Penalty: 58205.878906 Iteration 116Q: 30 clusters Score -2.226693e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18074 members Mstep: Class 3 contains 2624 members Mstep: Class 4 contains 17280 members Mstep: Class 5 contains 961 members Mstep: Class 6 contains 5233 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 1594 members Mstep: Class 11 contains 12225 members Mstep: Class 12 contains 69348 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2605 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2270 members Mstep: Class 20 contains 2170 members Mstep: Class 21 contains 17778 members Mstep: Class 22 contains 3786 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2926 members Mstep: Class 27 contains 5378 members Mstep: Class 28 contains 29181 members Mstep: Class 29 contains 2672 members Entering Unmasked Estep ConsiderDeletion Score: -22266902.000000 Penalty: 58205.878906 Iteration 117Q: 30 clusters Score -2.22669e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18074 members Mstep: Class 3 contains 2623 members Mstep: Class 4 contains 17281 members Mstep: Class 5 contains 962 members Mstep: Class 6 contains 5247 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4411 members Mstep: Class 10 contains 1593 members Mstep: Class 11 contains 12220 members Mstep: Class 12 contains 69331 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2171 members Mstep: Class 21 contains 17778 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2928 members Mstep: Class 27 contains 5383 members Mstep: Class 28 contains 29174 members Mstep: Class 29 contains 2676 members Entering Unmasked Estep ConsiderDeletion Score: -22266924.000000 Penalty: 58205.878906 Iteration 118Q: 30 clusters Score -2.226692e+07 nChanged 31 Entering ConstructFrom: Score: -22266924.000000 Penalty: 58205.878906 Entering ConstructFrom: Trying to split cluster 1 (2448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Entering Unmasked Estep Score: -247920.000000 Penalty: 1267.991821 Iteration 0F: 2 clusters Score -247920 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -245547.515625 Penalty: 2535.983643 Iteration 0F: 3 clusters Score -245547.5 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -246110.796875 Penalty: 2535.983643 Iteration 1F: 3 clusters Score -246110.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -246240.875000 Penalty: 2535.983643 Iteration 2F: 3 clusters Score -246240.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -246334.531250 Penalty: 2535.983643 Iteration 3F: 3 clusters Score -246334.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -246395.890625 Penalty: 2535.983643 Iteration 4Q: 3 clusters Score -246395.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -246443.718750 Penalty: 2535.983643 Iteration 5Q: 3 clusters Score -246443.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -246484.062500 Penalty: 2535.983643 Iteration 6Q: 3 clusters Score -246484.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -246516.593750 Penalty: 2535.983643 Iteration 7Q: 3 clusters Score -246516.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -246545.390625 Penalty: 2535.983643 Iteration 8Q: 3 clusters Score -246545.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -246574.765625 Penalty: 2535.983643 Iteration 9Q: 3 clusters Score -246574.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -246600.421875 Penalty: 2535.983643 Iteration 10Q: 3 clusters Score -246600.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -246630.968750 Penalty: 2535.983643 Iteration 11Q: 3 clusters Score -246631 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -246657.625000 Penalty: 2535.983643 Iteration 12Q: 3 clusters Score -246657.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -246682.031250 Penalty: 2535.983643 Iteration 13Q: 3 clusters Score -246682 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -246704.843750 Penalty: 2535.983643 Iteration 14Q: 3 clusters Score -246704.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -246724.484375 Penalty: 2535.983643 Iteration 15Q: 3 clusters Score -246724.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -246739.890625 Penalty: 2535.983643 Iteration 16Q: 3 clusters Score -246739.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -246753.093750 Penalty: 2535.983643 Iteration 17Q: 3 clusters Score -246753.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -246764.687500 Penalty: 2535.983643 Iteration 18Q: 3 clusters Score -246764.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -246775.156250 Penalty: 2535.983643 Iteration 19Q: 3 clusters Score -246775.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -246783.250000 Penalty: 2535.983643 Iteration 20F: 3 clusters Score -246783.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -246785.531250 Penalty: 2535.983643 Iteration 21Q: 3 clusters Score -246785.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -246787.625000 Penalty: 2535.983643 Iteration 22Q: 3 clusters Score -246787.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -246791.031250 Penalty: 2535.983643 Iteration 23Q: 3 clusters Score -246791 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -246793.234375 Penalty: 2535.983643 Iteration 24Q: 3 clusters Score -246793.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -246794.921875 Penalty: 2535.983643 Iteration 25Q: 3 clusters Score -246794.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -246796.015625 Penalty: 2535.983643 Iteration 26Q: 3 clusters Score -246796 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -246796.828125 Penalty: 2535.983643 Iteration 27Q: 3 clusters Score -246796.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -246797.890625 Penalty: 2535.983643 Iteration 28Q: 3 clusters Score -246797.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -246800.421875 Penalty: 2535.983643 Iteration 29Q: 3 clusters Score -246800.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -246807.296875 Penalty: 2535.983643 Iteration 30Q: 3 clusters Score -246807.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -246812.953125 Penalty: 2535.983643 Iteration 31Q: 3 clusters Score -246813 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -246817.890625 Penalty: 2535.983643 Iteration 32Q: 3 clusters Score -246817.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -246821.718750 Penalty: 2535.983643 Iteration 33Q: 3 clusters Score -246821.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -246824.781250 Penalty: 2535.983643 Iteration 34Q: 3 clusters Score -246824.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -246826.656250 Penalty: 2535.983643 Iteration 35Q: 3 clusters Score -246826.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -246827.484375 Penalty: 2535.983643 Iteration 36Q: 3 clusters Score -246827.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -246827.765625 Penalty: 2535.983643 Iteration 37Q: 3 clusters Score -246827.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -246828.390625 Penalty: 2535.983643 Iteration 38Q: 3 clusters Score -246828.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -246828.640625 Penalty: 2535.983643 Iteration 39Q: 3 clusters Score -246828.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -246828.640625 Penalty: 2535.983643 Iteration 40F: 3 clusters Score -246828.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18075 members Entering Unmasked Estep Score: -1827427.000000 Penalty: 1592.871338 Iteration 0F: 2 clusters Score -1827427 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9091 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -1815112.125000 Penalty: 3185.742676 Iteration 0F: 3 clusters Score -1815112 nChanged 8212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9385 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -1820034.375000 Penalty: 3185.742676 Iteration 1F: 3 clusters Score -1820034 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9557 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -1820904.125000 Penalty: 3185.742676 Iteration 2F: 3 clusters Score -1820904 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -1821714.375000 Penalty: 3185.742676 Iteration 3F: 3 clusters Score -1821714 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10033 members Mstep: Class 2 contains 8042 members Entering Unmasked Estep Score: -1822524.000000 Penalty: 3185.742676 Iteration 4F: 3 clusters Score -1822524 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10407 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -1823305.875000 Penalty: 3185.742676 Iteration 5F: 3 clusters Score -1823306 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10869 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -1824076.875000 Penalty: 3185.742676 Iteration 6F: 3 clusters Score -1824077 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11293 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -1824666.625000 Penalty: 3185.742676 Iteration 7F: 3 clusters Score -1824667 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -1825110.750000 Penalty: 3185.742676 Iteration 8Q: 3 clusters Score -1825111 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -1825387.375000 Penalty: 3185.742676 Iteration 9Q: 3 clusters Score -1825387 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12392 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -1825596.875000 Penalty: 3185.742676 Iteration 10Q: 3 clusters Score -1825597 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12696 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -1825749.375000 Penalty: 3185.742676 Iteration 11Q: 3 clusters Score -1825749 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -1825884.750000 Penalty: 3185.742676 Iteration 12Q: 3 clusters Score -1825885 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13256 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -1825980.250000 Penalty: 3185.742676 Iteration 13Q: 3 clusters Score -1825980 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13503 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -1826077.125000 Penalty: 3185.742676 Iteration 14Q: 3 clusters Score -1826077 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13734 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1826161.375000 Penalty: 3185.742676 Iteration 15Q: 3 clusters Score -1826161 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -1826222.750000 Penalty: 3185.742676 Iteration 16Q: 3 clusters Score -1826223 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -1826269.875000 Penalty: 3185.742676 Iteration 17Q: 3 clusters Score -1826270 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14239 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1826309.375000 Penalty: 3185.742676 Iteration 18Q: 3 clusters Score -1826309 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14375 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -1826350.500000 Penalty: 3185.742676 Iteration 19Q: 3 clusters Score -1826350 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14496 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -1826382.000000 Penalty: 3185.742676 Iteration 20F: 3 clusters Score -1826382 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14595 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -1826399.875000 Penalty: 3185.742676 Iteration 21Q: 3 clusters Score -1826400 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14680 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -1826419.000000 Penalty: 3185.742676 Iteration 22Q: 3 clusters Score -1826419 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14763 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1826424.375000 Penalty: 3185.742676 Iteration 23Q: 3 clusters Score -1826424 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14841 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1826442.500000 Penalty: 3185.742676 Iteration 24Q: 3 clusters Score -1826442 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14916 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1826464.500000 Penalty: 3185.742676 Iteration 25Q: 3 clusters Score -1826464 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15003 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -1826485.875000 Penalty: 3185.742676 Iteration 26Q: 3 clusters Score -1826486 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15087 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -1826509.250000 Penalty: 3185.742676 Iteration 27Q: 3 clusters Score -1826509 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15177 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -1826529.250000 Penalty: 3185.742676 Iteration 28Q: 3 clusters Score -1826529 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15259 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -1826554.625000 Penalty: 3185.742676 Iteration 29Q: 3 clusters Score -1826555 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15339 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1826576.500000 Penalty: 3185.742676 Iteration 30Q: 3 clusters Score -1826576 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15429 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1826605.750000 Penalty: 3185.742676 Iteration 31Q: 3 clusters Score -1826606 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15512 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1826624.375000 Penalty: 3185.742676 Iteration 32Q: 3 clusters Score -1826624 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15577 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -1826643.625000 Penalty: 3185.742676 Iteration 33Q: 3 clusters Score -1826644 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15640 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -1826661.250000 Penalty: 3185.742676 Iteration 34Q: 3 clusters Score -1826661 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15707 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -1826673.250000 Penalty: 3185.742676 Iteration 35Q: 3 clusters Score -1826673 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15769 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -1826689.000000 Penalty: 3185.742676 Iteration 36Q: 3 clusters Score -1826689 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15830 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -1826701.000000 Penalty: 3185.742676 Iteration 37Q: 3 clusters Score -1826701 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15876 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1826717.750000 Penalty: 3185.742676 Iteration 38Q: 3 clusters Score -1826718 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15919 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1826725.375000 Penalty: 3185.742676 Iteration 39Q: 3 clusters Score -1826725 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15951 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -1826738.125000 Penalty: 3185.742676 Iteration 40F: 3 clusters Score -1826738 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15981 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1826737.750000 Penalty: 3185.742676 Iteration 41Q: 3 clusters Score -1826738 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16007 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -1826746.000000 Penalty: 3185.742676 Iteration 42Q: 3 clusters Score -1826746 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16025 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -1826752.000000 Penalty: 3185.742676 Iteration 43Q: 3 clusters Score -1826752 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16039 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -1826753.125000 Penalty: 3185.742676 Iteration 44Q: 3 clusters Score -1826753 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16057 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -1826752.625000 Penalty: 3185.742676 Iteration 45Q: 3 clusters Score -1826753 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16075 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -1826759.500000 Penalty: 3185.742676 Iteration 46Q: 3 clusters Score -1826760 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16089 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -1826764.000000 Penalty: 3185.742676 Iteration 47Q: 3 clusters Score -1826764 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16096 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1826762.750000 Penalty: 3185.742676 Iteration 48Q: 3 clusters Score -1826763 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16110 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -1826764.000000 Penalty: 3185.742676 Iteration 49Q: 3 clusters Score -1826764 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16119 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -1826766.375000 Penalty: 3185.742676 Iteration 50Q: 3 clusters Score -1826766 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16127 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -1826768.500000 Penalty: 3185.742676 Iteration 51Q: 3 clusters Score -1826768 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16130 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -1826771.125000 Penalty: 3185.742676 Iteration 52Q: 3 clusters Score -1826771 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16136 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1826769.375000 Penalty: 3185.742676 Iteration 53Q: 3 clusters Score -1826769 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16140 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -1826767.000000 Penalty: 3185.742676 Iteration 54Q: 3 clusters Score -1826767 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16145 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -1826768.375000 Penalty: 3185.742676 Iteration 55Q: 3 clusters Score -1826768 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16151 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -1826769.625000 Penalty: 3185.742676 Iteration 56Q: 3 clusters Score -1826770 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16155 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -1826770.250000 Penalty: 3185.742676 Iteration 57Q: 3 clusters Score -1826770 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16161 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -1826770.375000 Penalty: 3185.742676 Iteration 58Q: 3 clusters Score -1826770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16166 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1826768.375000 Penalty: 3185.742676 Iteration 59Q: 3 clusters Score -1826768 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16170 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1826771.375000 Penalty: 3185.742676 Iteration 60F: 3 clusters Score -1826771 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16173 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -1826771.125000 Penalty: 3185.742676 Iteration 61Q: 3 clusters Score -1826771 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16177 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -1826773.500000 Penalty: 3185.742676 Iteration 62Q: 3 clusters Score -1826774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16177 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -1826771.625000 Penalty: 3185.742676 Iteration 63Q: 3 clusters Score -1826772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16180 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -1826774.750000 Penalty: 3185.742676 Iteration 64Q: 3 clusters Score -1826775 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16183 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -1826771.625000 Penalty: 3185.742676 Iteration 65Q: 3 clusters Score -1826772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16184 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -1826772.875000 Penalty: 3185.742676 Iteration 66Q: 3 clusters Score -1826773 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16188 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -1826770.875000 Penalty: 3185.742676 Iteration 67Q: 3 clusters Score -1826771 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16189 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -1826772.250000 Penalty: 3185.742676 Iteration 68Q: 3 clusters Score -1826772 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16189 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -1826772.250000 Penalty: 3185.742676 Iteration 69F: 3 clusters Score -1826772 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Entering Unmasked Estep Score: -257386.921875 Penalty: 1279.212036 Iteration 0F: 2 clusters Score -257386.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -254930.734375 Penalty: 2558.424072 Iteration 0F: 3 clusters Score -254930.7 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -255534.015625 Penalty: 2558.424072 Iteration 1F: 3 clusters Score -255534 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -255667.109375 Penalty: 2558.424072 Iteration 2F: 3 clusters Score -255667.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -255743.265625 Penalty: 2558.424072 Iteration 3Q: 3 clusters Score -255743.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -255790.500000 Penalty: 2558.424072 Iteration 4Q: 3 clusters Score -255790.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -255835.031250 Penalty: 2558.424072 Iteration 5Q: 3 clusters Score -255835 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -255885.875000 Penalty: 2558.424072 Iteration 6Q: 3 clusters Score -255885.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -255928.515625 Penalty: 2558.424072 Iteration 7Q: 3 clusters Score -255928.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -255966.437500 Penalty: 2558.424072 Iteration 8Q: 3 clusters Score -255966.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -256001.484375 Penalty: 2558.424072 Iteration 9Q: 3 clusters Score -256001.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -256025.656250 Penalty: 2558.424072 Iteration 10Q: 3 clusters Score -256025.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -256055.078125 Penalty: 2558.424072 Iteration 11Q: 3 clusters Score -256055.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -256087.390625 Penalty: 2558.424072 Iteration 12Q: 3 clusters Score -256087.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -256117.328125 Penalty: 2558.424072 Iteration 13Q: 3 clusters Score -256117.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -256149.140625 Penalty: 2558.424072 Iteration 14Q: 3 clusters Score -256149.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -256173.765625 Penalty: 2558.424072 Iteration 15Q: 3 clusters Score -256173.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -256202.203125 Penalty: 2558.424072 Iteration 16Q: 3 clusters Score -256202.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -256223.328125 Penalty: 2558.424072 Iteration 17Q: 3 clusters Score -256223.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -256241.640625 Penalty: 2558.424072 Iteration 18Q: 3 clusters Score -256241.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -256255.390625 Penalty: 2558.424072 Iteration 19Q: 3 clusters Score -256255.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -256267.890625 Penalty: 2558.424072 Iteration 20F: 3 clusters Score -256267.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -256280.656250 Penalty: 2558.424072 Iteration 21Q: 3 clusters Score -256280.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -256296.593750 Penalty: 2558.424072 Iteration 22Q: 3 clusters Score -256296.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -256315.531250 Penalty: 2558.424072 Iteration 23Q: 3 clusters Score -256315.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -256336.296875 Penalty: 2558.424072 Iteration 24Q: 3 clusters Score -256336.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -256350.984375 Penalty: 2558.424072 Iteration 25Q: 3 clusters Score -256351 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -256360.265625 Penalty: 2558.424072 Iteration 26Q: 3 clusters Score -256360.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -256367.609375 Penalty: 2558.424072 Iteration 27Q: 3 clusters Score -256367.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -256376.937500 Penalty: 2558.424072 Iteration 28Q: 3 clusters Score -256376.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -256381.312500 Penalty: 2558.424072 Iteration 29Q: 3 clusters Score -256381.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -256384.218750 Penalty: 2558.424072 Iteration 30Q: 3 clusters Score -256384.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -256386.140625 Penalty: 2558.424072 Iteration 31Q: 3 clusters Score -256386.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -256387.765625 Penalty: 2558.424072 Iteration 32Q: 3 clusters Score -256387.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -256389.640625 Penalty: 2558.424072 Iteration 33Q: 3 clusters Score -256389.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -256389.640625 Penalty: 2558.424072 Iteration 34F: 3 clusters Score -256389.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17281 members Entering Unmasked Estep Score: -1740687.125000 Penalty: 1585.571533 Iteration 0F: 2 clusters Score -1740687 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8657 members Mstep: Class 2 contains 8624 members Entering Unmasked Estep Score: -1728871.875000 Penalty: 3171.143066 Iteration 0F: 3 clusters Score -1728872 nChanged 7674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -1733043.875000 Penalty: 3171.143066 Iteration 1F: 3 clusters Score -1733044 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -1733425.125000 Penalty: 3171.143066 Iteration 2F: 3 clusters Score -1733425 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 8851 members Entering Unmasked Estep Score: -1733760.250000 Penalty: 3171.143066 Iteration 3Q: 3 clusters Score -1733760 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Mstep: Class 2 contains 8942 members Entering Unmasked Estep Score: -1734095.875000 Penalty: 3171.143066 Iteration 4Q: 3 clusters Score -1734096 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -1734469.500000 Penalty: 3171.143066 Iteration 5Q: 3 clusters Score -1734470 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -1734904.625000 Penalty: 3171.143066 Iteration 6Q: 3 clusters Score -1734905 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7795 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -1735454.500000 Penalty: 3171.143066 Iteration 7F: 3 clusters Score -1735454 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 9786 members Entering Unmasked Estep Score: -1736098.500000 Penalty: 3171.143066 Iteration 8F: 3 clusters Score -1736098 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 10161 members Entering Unmasked Estep Score: -1736806.250000 Penalty: 3171.143066 Iteration 9F: 3 clusters Score -1736806 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 10548 members Entering Unmasked Estep Score: -1737458.375000 Penalty: 3171.143066 Iteration 10F: 3 clusters Score -1737458 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 10860 members Entering Unmasked Estep Score: -1737894.000000 Penalty: 3171.143066 Iteration 11Q: 3 clusters Score -1737894 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -1738162.500000 Penalty: 3171.143066 Iteration 12Q: 3 clusters Score -1738162 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 11370 members Entering Unmasked Estep Score: -1738316.375000 Penalty: 3171.143066 Iteration 13Q: 3 clusters Score -1738316 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 11612 members Entering Unmasked Estep Score: -1738438.750000 Penalty: 3171.143066 Iteration 14Q: 3 clusters Score -1738439 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -1738519.500000 Penalty: 3171.143066 Iteration 15Q: 3 clusters Score -1738520 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 11981 members Entering Unmasked Estep Score: -1738600.375000 Penalty: 3171.143066 Iteration 16Q: 3 clusters Score -1738600 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 12155 members Entering Unmasked Estep Score: -1738670.000000 Penalty: 3171.143066 Iteration 17Q: 3 clusters Score -1738670 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 12317 members Entering Unmasked Estep Score: -1738728.125000 Penalty: 3171.143066 Iteration 18Q: 3 clusters Score -1738728 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -1738771.125000 Penalty: 3171.143066 Iteration 19Q: 3 clusters Score -1738771 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 12596 members Entering Unmasked Estep Score: -1738814.625000 Penalty: 3171.143066 Iteration 20F: 3 clusters Score -1738815 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -1738856.750000 Penalty: 3171.143066 Iteration 21Q: 3 clusters Score -1738857 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 12857 members Entering Unmasked Estep Score: -1738895.875000 Penalty: 3171.143066 Iteration 22Q: 3 clusters Score -1738896 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 12966 members Entering Unmasked Estep Score: -1738920.000000 Penalty: 3171.143066 Iteration 23Q: 3 clusters Score -1738920 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 13058 members Entering Unmasked Estep Score: -1738950.250000 Penalty: 3171.143066 Iteration 24Q: 3 clusters Score -1738950 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 13149 members Entering Unmasked Estep Score: -1738969.000000 Penalty: 3171.143066 Iteration 25Q: 3 clusters Score -1738969 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 13235 members Entering Unmasked Estep Score: -1738987.125000 Penalty: 3171.143066 Iteration 26Q: 3 clusters Score -1738987 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 13313 members Entering Unmasked Estep Score: -1739001.000000 Penalty: 3171.143066 Iteration 27Q: 3 clusters Score -1739001 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 13379 members Entering Unmasked Estep Score: -1739011.125000 Penalty: 3171.143066 Iteration 28Q: 3 clusters Score -1739011 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 13437 members Entering Unmasked Estep Score: -1739019.250000 Penalty: 3171.143066 Iteration 29Q: 3 clusters Score -1739019 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 13486 members Entering Unmasked Estep Score: -1739030.125000 Penalty: 3171.143066 Iteration 30Q: 3 clusters Score -1739030 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 13530 members Entering Unmasked Estep Score: -1739037.125000 Penalty: 3171.143066 Iteration 31Q: 3 clusters Score -1739037 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 13570 members Entering Unmasked Estep Score: -1739053.250000 Penalty: 3171.143066 Iteration 32Q: 3 clusters Score -1739053 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 13609 members Entering Unmasked Estep Score: -1739059.000000 Penalty: 3171.143066 Iteration 33Q: 3 clusters Score -1739059 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 13643 members Entering Unmasked Estep Score: -1739065.000000 Penalty: 3171.143066 Iteration 34Q: 3 clusters Score -1739065 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 13686 members Entering Unmasked Estep Score: -1739073.500000 Penalty: 3171.143066 Iteration 35Q: 3 clusters Score -1739074 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 13722 members Entering Unmasked Estep Score: -1739078.250000 Penalty: 3171.143066 Iteration 36Q: 3 clusters Score -1739078 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 13758 members Entering Unmasked Estep Score: -1739080.750000 Penalty: 3171.143066 Iteration 37Q: 3 clusters Score -1739081 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -1739088.125000 Penalty: 3171.143066 Iteration 38Q: 3 clusters Score -1739088 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 13820 members Entering Unmasked Estep Score: -1739096.500000 Penalty: 3171.143066 Iteration 39Q: 3 clusters Score -1739096 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 13853 members Entering Unmasked Estep Score: -1739099.875000 Penalty: 3171.143066 Iteration 40F: 3 clusters Score -1739100 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 13888 members Entering Unmasked Estep Score: -1739103.375000 Penalty: 3171.143066 Iteration 41Q: 3 clusters Score -1739103 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 13917 members Entering Unmasked Estep Score: -1739106.125000 Penalty: 3171.143066 Iteration 42Q: 3 clusters Score -1739106 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 13958 members Entering Unmasked Estep Score: -1739118.250000 Penalty: 3171.143066 Iteration 43Q: 3 clusters Score -1739118 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 14000 members Entering Unmasked Estep Score: -1739126.250000 Penalty: 3171.143066 Iteration 44Q: 3 clusters Score -1739126 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 14049 members Entering Unmasked Estep Score: -1739129.125000 Penalty: 3171.143066 Iteration 45Q: 3 clusters Score -1739129 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 14099 members Entering Unmasked Estep Score: -1739138.500000 Penalty: 3171.143066 Iteration 46Q: 3 clusters Score -1739138 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 14150 members Entering Unmasked Estep Score: -1739154.000000 Penalty: 3171.143066 Iteration 47Q: 3 clusters Score -1739154 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 14196 members Entering Unmasked Estep Score: -1739168.500000 Penalty: 3171.143066 Iteration 48Q: 3 clusters Score -1739168 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -1739180.375000 Penalty: 3171.143066 Iteration 49Q: 3 clusters Score -1739180 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 14293 members Entering Unmasked Estep Score: -1739190.500000 Penalty: 3171.143066 Iteration 50Q: 3 clusters Score -1739190 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 14339 members Entering Unmasked Estep Score: -1739199.375000 Penalty: 3171.143066 Iteration 51Q: 3 clusters Score -1739199 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 14385 members Entering Unmasked Estep Score: -1739211.000000 Penalty: 3171.143066 Iteration 52Q: 3 clusters Score -1739211 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 14430 members Entering Unmasked Estep Score: -1739224.250000 Penalty: 3171.143066 Iteration 53Q: 3 clusters Score -1739224 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 14473 members Entering Unmasked Estep Score: -1739238.750000 Penalty: 3171.143066 Iteration 54Q: 3 clusters Score -1739239 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 14510 members Entering Unmasked Estep Score: -1739246.250000 Penalty: 3171.143066 Iteration 55Q: 3 clusters Score -1739246 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 14545 members Entering Unmasked Estep Score: -1739252.625000 Penalty: 3171.143066 Iteration 56Q: 3 clusters Score -1739253 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 14582 members Entering Unmasked Estep Score: -1739259.750000 Penalty: 3171.143066 Iteration 57Q: 3 clusters Score -1739260 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 14620 members Entering Unmasked Estep Score: -1739270.750000 Penalty: 3171.143066 Iteration 58Q: 3 clusters Score -1739271 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 14660 members Entering Unmasked Estep Score: -1739277.500000 Penalty: 3171.143066 Iteration 59Q: 3 clusters Score -1739278 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 14702 members Entering Unmasked Estep Score: -1739280.000000 Penalty: 3171.143066 Iteration 60F: 3 clusters Score -1739280 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 14742 members Entering Unmasked Estep Score: -1739294.375000 Penalty: 3171.143066 Iteration 61Q: 3 clusters Score -1739294 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 14789 members Entering Unmasked Estep Score: -1739310.000000 Penalty: 3171.143066 Iteration 62Q: 3 clusters Score -1739310 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 14844 members Entering Unmasked Estep Score: -1739327.250000 Penalty: 3171.143066 Iteration 63Q: 3 clusters Score -1739327 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 14895 members Entering Unmasked Estep Score: -1739333.875000 Penalty: 3171.143066 Iteration 64Q: 3 clusters Score -1739334 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 14947 members Entering Unmasked Estep Score: -1739347.750000 Penalty: 3171.143066 Iteration 65Q: 3 clusters Score -1739348 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 14989 members Entering Unmasked Estep Score: -1739363.250000 Penalty: 3171.143066 Iteration 66Q: 3 clusters Score -1739363 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 15021 members Entering Unmasked Estep Score: -1739370.500000 Penalty: 3171.143066 Iteration 67Q: 3 clusters Score -1739370 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 15042 members Entering Unmasked Estep Score: -1739375.750000 Penalty: 3171.143066 Iteration 68Q: 3 clusters Score -1739376 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 15067 members Entering Unmasked Estep Score: -1739379.500000 Penalty: 3171.143066 Iteration 69Q: 3 clusters Score -1739380 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 15080 members Entering Unmasked Estep Score: -1739385.875000 Penalty: 3171.143066 Iteration 70Q: 3 clusters Score -1739386 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 15089 members Entering Unmasked Estep Score: -1739386.625000 Penalty: 3171.143066 Iteration 71Q: 3 clusters Score -1739387 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 15101 members Entering Unmasked Estep Score: -1739392.625000 Penalty: 3171.143066 Iteration 72Q: 3 clusters Score -1739393 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 15109 members Entering Unmasked Estep Score: -1739393.750000 Penalty: 3171.143066 Iteration 73Q: 3 clusters Score -1739394 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 15120 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -1739399.875000 Penalty: 3171.143066 Iteration 82Q: 3 clusters Score -1739400 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 15175 members Entering Unmasked Estep Score: -1739398.250000 Penalty: 3171.143066 Iteration 83Q: 3 clusters Score -1739398 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 15187 members Entering Unmasked Estep Score: -1739403.625000 Penalty: 3171.143066 Iteration 84Q: 3 clusters Score -1739404 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 15201 members Entering Unmasked Estep Score: -1739410.250000 Penalty: 3171.143066 Iteration 85Q: 3 clusters Score -1739410 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 15214 members Entering Unmasked Estep Score: -1739410.000000 Penalty: 3171.143066 Iteration 86Q: 3 clusters Score -1739410 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 15222 members Entering Unmasked Estep Score: -1739413.125000 Penalty: 3171.143066 Iteration 87Q: 3 clusters Score -1739413 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 15239 members Entering Unmasked Estep Score: -1739420.875000 Penalty: 3171.143066 Iteration 88Q: 3 clusters Score -1739421 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 15255 members Entering Unmasked Estep Score: -1739424.375000 Penalty: 3171.143066 Iteration 89Q: 3 clusters Score -1739424 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 15268 members Entering Unmasked Estep Score: -1739429.625000 Penalty: 3171.143066 Iteration 90Q: 3 clusters Score -1739430 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 15278 members Entering Unmasked Estep Score: -1739432.875000 Penalty: 3171.143066 Iteration 91Q: 3 clusters Score -1739433 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 15291 members Entering Unmasked Estep Score: -1739430.875000 Penalty: 3171.143066 Iteration 92Q: 3 clusters Score -1739431 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 15303 members Entering Unmasked Estep Score: -1739433.625000 Penalty: 3171.143066 Iteration 93Q: 3 clusters Score -1739434 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 15317 members Entering Unmasked Estep Score: -1739431.375000 Penalty: 3171.143066 Iteration 94Q: 3 clusters Score -1739431 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 15330 members Entering Unmasked Estep Score: -1739434.500000 Penalty: 3171.143066 Iteration 95Q: 3 clusters Score -1739434 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -1739437.500000 Penalty: 3171.143066 Iteration 96Q: 3 clusters Score -1739438 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 15370 members Entering Unmasked Estep Score: -1739443.250000 Penalty: 3171.143066 Iteration 97Q: 3 clusters Score -1739443 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 15397 members Entering Unmasked Estep Score: -1739453.625000 Penalty: 3171.143066 Iteration 98Q: 3 clusters Score -1739454 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 15425 members Entering Unmasked Estep Score: -1739462.250000 Penalty: 3171.143066 Iteration 99Q: 3 clusters Score -1739462 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 15459 members Entering Unmasked Estep Score: -1739468.875000 Penalty: 3171.143066 Iteration 100F: 3 clusters Score -1739469 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 15487 members Entering Unmasked Estep Score: -1739475.875000 Penalty: 3171.143066 Iteration 101Q: 3 clusters Score -1739476 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 15508 members Entering Unmasked Estep Score: -1739485.500000 Penalty: 3171.143066 Iteration 102Q: 3 clusters Score -1739486 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 15524 members Entering Unmasked Estep Score: -1739492.125000 Penalty: 3171.143066 Iteration 103Q: 3 clusters Score -1739492 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 15546 members Entering Unmasked Estep Score: -1739495.500000 Penalty: 3171.143066 Iteration 104Q: 3 clusters Score -1739496 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 15565 members Entering Unmasked Estep Score: -1739497.125000 Penalty: 3171.143066 Iteration 105Q: 3 clusters Score -1739497 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 15585 members Entering Unmasked Estep Score: -1739504.500000 Penalty: 3171.143066 Iteration 106Q: 3 clusters Score -1739504 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 15600 members Entering Unmasked Estep Score: -1739513.875000 Penalty: 3171.143066 Iteration 107Q: 3 clusters Score -1739514 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 15622 members Entering Unmasked Estep Score: -1739525.250000 Penalty: 3171.143066 Iteration 108Q: 3 clusters Score -1739525 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 15643 members Entering Unmasked Estep Score: -1739527.000000 Penalty: 3171.143066 Iteration 109Q: 3 clusters Score -1739527 nChanged 20 Entering 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nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 15705 members Entering Unmasked Estep Score: -1739547.875000 Penalty: 3171.143066 Iteration 114Q: 3 clusters Score -1739548 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 15713 members Entering Unmasked Estep Score: -1739547.750000 Penalty: 3171.143066 Iteration 115Q: 3 clusters Score -1739548 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 15722 members Entering Unmasked Estep Score: -1739552.500000 Penalty: 3171.143066 Iteration 116Q: 3 clusters Score -1739552 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 15730 members Entering Unmasked Estep Score: -1739552.125000 Penalty: 3171.143066 Iteration 117Q: 3 clusters Score -1739552 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 15736 members Entering Unmasked Estep Score: -1739552.625000 Penalty: 3171.143066 Iteration 118Q: 3 clusters Score -1739553 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 15743 members Entering Unmasked Estep Score: -1739555.250000 Penalty: 3171.143066 Iteration 119Q: 3 clusters Score -1739555 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 15751 members Entering Unmasked Estep Score: -1739557.750000 Penalty: 3171.143066 Iteration 120F: 3 clusters Score -1739558 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 15762 members Entering Unmasked Estep Score: -1739561.125000 Penalty: 3171.143066 Iteration 121Q: 3 clusters Score -1739561 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 15769 members Entering Unmasked Estep Score: -1739562.375000 Penalty: 3171.143066 Iteration 122Q: 3 clusters Score -1739562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 15773 members Entering Unmasked Estep Score: -1739565.375000 Penalty: 3171.143066 Iteration 123Q: 3 clusters Score -1739565 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 15775 members Entering Unmasked Estep Score: -1739564.125000 Penalty: 3171.143066 Iteration 124Q: 3 clusters Score -1739564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 15779 members Entering Unmasked Estep Score: -1739560.375000 Penalty: 3171.143066 Iteration 125Q: 3 clusters Score -1739560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 15782 members Entering Unmasked Estep Score: -1739564.375000 Penalty: 3171.143066 Iteration 126Q: 3 clusters Score -1739564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 15788 members Entering Unmasked Estep Score: -1739566.875000 Penalty: 3171.143066 Iteration 127Q: 3 clusters Score -1739567 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 15795 members Entering Unmasked Estep Score: -1739568.250000 Penalty: 3171.143066 Iteration 128Q: 3 clusters Score -1739568 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 15803 members Entering Unmasked Estep Score: -1739570.000000 Penalty: 3171.143066 Iteration 129Q: 3 clusters Score -1739570 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 15808 members Entering Unmasked Estep Score: -1739570.250000 Penalty: 3171.143066 Iteration 130Q: 3 clusters Score -1739570 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 15813 members Entering Unmasked Estep Score: -1739571.125000 Penalty: 3171.143066 Iteration 131Q: 3 clusters Score -1739571 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 15815 members Entering Unmasked Estep Score: -1739570.250000 Penalty: 3171.143066 Iteration 132Q: 3 clusters Score -1739570 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 15822 members Entering Unmasked Estep Score: -1739572.000000 Penalty: 3171.143066 Iteration 133Q: 3 clusters Score -1739572 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 15827 members Entering Unmasked Estep Score: -1739572.125000 Penalty: 3171.143066 Iteration 134Q: 3 clusters Score -1739572 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 15832 members Entering Unmasked Estep Score: -1739574.875000 Penalty: 3171.143066 Iteration 135Q: 3 clusters Score -1739575 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 15838 members Entering Unmasked Estep Score: -1739573.875000 Penalty: 3171.143066 Iteration 136Q: 3 clusters Score -1739574 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 15849 members Entering Unmasked Estep Score: -1739577.750000 Penalty: 3171.143066 Iteration 137Q: 3 clusters Score -1739578 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 15855 members Entering Unmasked Estep Score: -1739582.125000 Penalty: 3171.143066 Iteration 138Q: 3 clusters Score -1739582 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 15865 members Entering Unmasked Estep Score: -1739584.250000 Penalty: 3171.143066 Iteration 139Q: 3 clusters Score -1739584 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 15870 members Entering Unmasked Estep Score: -1739590.375000 Penalty: 3171.143066 Iteration 140F: 3 clusters Score -1739590 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 15876 members Entering Unmasked Estep Score: -1739589.000000 Penalty: 3171.143066 Iteration 141Q: 3 clusters Score -1739589 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 15878 members Entering Unmasked Estep Score: -1739589.750000 Penalty: 3171.143066 Iteration 142Q: 3 clusters Score -1739590 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 15885 members Entering Unmasked Estep Score: -1739590.125000 Penalty: 3171.143066 Iteration 143Q: 3 clusters Score -1739590 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 15892 members Entering Unmasked Estep Score: -1739594.125000 Penalty: 3171.143066 Iteration 144Q: 3 clusters Score -1739594 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 15899 members Entering Unmasked Estep Score: -1739596.375000 Penalty: 3171.143066 Iteration 145Q: 3 clusters Score -1739596 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 15907 members Entering Unmasked Estep Score: -1739600.500000 Penalty: 3171.143066 Iteration 146Q: 3 clusters Score -1739600 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 15916 members Entering Unmasked Estep Score: -1739607.750000 Penalty: 3171.143066 Iteration 147Q: 3 clusters Score -1739608 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -1739608.125000 Penalty: 3171.143066 Iteration 148Q: 3 clusters Score -1739608 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 15943 members Entering Unmasked Estep Score: -1739612.375000 Penalty: 3171.143066 Iteration 149Q: 3 clusters Score -1739612 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 15946 members Entering Unmasked Estep Score: -1739615.125000 Penalty: 3171.143066 Iteration 150Q: 3 clusters Score -1739615 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 15953 members Entering Unmasked Estep Score: -1739615.125000 Penalty: 3171.143066 Iteration 151Q: 3 clusters Score -1739615 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 15956 members Entering Unmasked Estep Score: -1739615.250000 Penalty: 3171.143066 Iteration 152Q: 3 clusters Score -1739615 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 15961 members Entering Unmasked Estep Score: -1739617.625000 Penalty: 3171.143066 Iteration 153Q: 3 clusters Score -1739618 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 15964 members Entering Unmasked Estep Score: -1739616.375000 Penalty: 3171.143066 Iteration 154Q: 3 clusters Score -1739616 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 15969 members Entering Unmasked Estep Score: -1739618.875000 Penalty: 3171.143066 Iteration 155Q: 3 clusters Score -1739619 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 15973 members Entering Unmasked Estep Score: -1739619.375000 Penalty: 3171.143066 Iteration 156Q: 3 clusters Score -1739619 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 15974 members Entering Unmasked Estep Score: -1739617.375000 Penalty: 3171.143066 Iteration 157Q: 3 clusters Score -1739617 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 15977 members Entering Unmasked Estep Score: -1739618.625000 Penalty: 3171.143066 Iteration 158Q: 3 clusters Score -1739619 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 15980 members Entering Unmasked Estep Score: -1739620.500000 Penalty: 3171.143066 Iteration 159Q: 3 clusters Score -1739620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 15983 members Entering Unmasked Estep Score: -1739622.125000 Penalty: 3171.143066 Iteration 160F: 3 clusters Score -1739622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 15984 members Entering Unmasked Estep Score: -1739620.750000 Penalty: 3171.143066 Iteration 161Q: 3 clusters Score -1739621 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 15986 members Entering Unmasked Estep Score: -1739621.500000 Penalty: 3171.143066 Iteration 162Q: 3 clusters Score -1739622 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 15987 members Entering Unmasked Estep Score: -1739622.875000 Penalty: 3171.143066 Iteration 163Q: 3 clusters Score -1739623 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 15988 members Entering Unmasked Estep Score: -1739623.125000 Penalty: 3171.143066 Iteration 164Q: 3 clusters Score -1739623 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 15989 members Entering Unmasked Estep Score: -1739625.125000 Penalty: 3171.143066 Iteration 165Q: 3 clusters Score -1739625 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 15990 members Entering Unmasked Estep Score: -1739624.875000 Penalty: 3171.143066 Iteration 166Q: 3 clusters Score -1739625 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 15991 members Entering Unmasked Estep Score: -1739626.125000 Penalty: 3171.143066 Iteration 167Q: 3 clusters Score -1739626 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 15993 members Entering Unmasked Estep Score: -1739628.125000 Penalty: 3171.143066 Iteration 168Q: 3 clusters Score -1739628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 15995 members Entering Unmasked Estep Score: -1739629.625000 Penalty: 3171.143066 Iteration 169Q: 3 clusters Score -1739630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 15998 members Entering Unmasked Estep Score: -1739626.750000 Penalty: 3171.143066 Iteration 170Q: 3 clusters Score -1739627 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 16006 members Entering Unmasked Estep Score: -1739630.500000 Penalty: 3171.143066 Iteration 171Q: 3 clusters Score -1739630 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 16016 members Entering Unmasked Estep Score: -1739636.250000 Penalty: 3171.143066 Iteration 172Q: 3 clusters Score -1739636 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 16026 members Entering Unmasked Estep Score: -1739641.500000 Penalty: 3171.143066 Iteration 173Q: 3 clusters Score -1739642 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 16039 members Entering Unmasked Estep Score: -1739640.500000 Penalty: 3171.143066 Iteration 174Q: 3 clusters Score -1739640 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 16057 members Entering Unmasked Estep Score: -1739651.125000 Penalty: 3171.143066 Iteration 175Q: 3 clusters Score -1739651 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 16076 members Entering Unmasked Estep Score: -1739657.875000 Penalty: 3171.143066 Iteration 176Q: 3 clusters Score -1739658 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 16088 members Entering Unmasked Estep Score: -1739663.750000 Penalty: 3171.143066 Iteration 177Q: 3 clusters Score -1739664 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 16101 members Entering Unmasked Estep Score: -1739671.625000 Penalty: 3171.143066 Iteration 178Q: 3 clusters Score -1739672 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 16110 members Entering Unmasked Estep Score: -1739671.375000 Penalty: 3171.143066 Iteration 179Q: 3 clusters Score -1739671 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 16115 members Entering Unmasked Estep Score: -1739672.750000 Penalty: 3171.143066 Iteration 180F: 3 clusters Score -1739673 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 16122 members Entering Unmasked Estep Score: -1739676.250000 Penalty: 3171.143066 Iteration 181Q: 3 clusters Score -1739676 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 16126 members Entering Unmasked Estep Score: -1739676.250000 Penalty: 3171.143066 Iteration 182Q: 3 clusters Score -1739676 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 16133 members Entering Unmasked Estep Score: -1739677.750000 Penalty: 3171.143066 Iteration 183Q: 3 clusters Score -1739678 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 16145 members Entering Unmasked Estep Score: -1739678.000000 Penalty: 3171.143066 Iteration 184Q: 3 clusters Score -1739678 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 16153 members Entering Unmasked Estep Score: -1739681.250000 Penalty: 3171.143066 Iteration 185Q: 3 clusters Score -1739681 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 16162 members Entering Unmasked Estep Score: -1739683.750000 Penalty: 3171.143066 Iteration 186Q: 3 clusters Score -1739684 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 16171 members Entering Unmasked Estep Score: -1739687.875000 Penalty: 3171.143066 Iteration 187Q: 3 clusters Score -1739688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 16174 members Entering Unmasked Estep Score: -1739685.875000 Penalty: 3171.143066 Iteration 188Q: 3 clusters Score -1739686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 16179 members Entering Unmasked Estep Score: -1739684.250000 Penalty: 3171.143066 Iteration 189Q: 3 clusters Score -1739684 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 16181 members Entering Unmasked Estep Score: -1739684.000000 Penalty: 3171.143066 Iteration 190Q: 3 clusters Score -1739684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 16184 members Entering Unmasked Estep Score: -1739684.750000 Penalty: 3171.143066 Iteration 191Q: 3 clusters Score -1739685 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 16185 members Entering Unmasked Estep Score: -1739684.500000 Penalty: 3171.143066 Iteration 192Q: 3 clusters Score -1739684 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 16185 members Entering Unmasked Estep Score: -1739684.500000 Penalty: 3171.143066 Iteration 193F: 3 clusters Score -1739684 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Entering Unmasked Estep Score: -94001.773438 Penalty: 1116.383667 Iteration 0F: 2 clusters Score -94001.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -92627.148438 Penalty: 2232.767334 Iteration 0F: 3 clusters Score -92627.15 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -92879.210938 Penalty: 2232.767334 Iteration 1F: 3 clusters Score -92879.21 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -92933.007812 Penalty: 2232.767334 Iteration 2F: 3 clusters Score -92933.01 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -92972.835938 Penalty: 2232.767334 Iteration 3Q: 3 clusters Score -92972.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -92987.671875 Penalty: 2232.767334 Iteration 4Q: 3 clusters Score -92987.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -92995.054688 Penalty: 2232.767334 Iteration 5Q: 3 clusters Score -92995.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -92999.609375 Penalty: 2232.767334 Iteration 6Q: 3 clusters Score -92999.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -93004.093750 Penalty: 2232.767334 Iteration 7Q: 3 clusters Score -93004.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -93009.312500 Penalty: 2232.767334 Iteration 8Q: 3 clusters Score -93009.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -93014.226562 Penalty: 2232.767334 Iteration 9Q: 3 clusters Score -93014.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -93017.078125 Penalty: 2232.767334 Iteration 10Q: 3 clusters Score -93017.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -93017.500000 Penalty: 2232.767334 Iteration 11Q: 3 clusters Score -93017.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -93017.500000 Penalty: 2232.767334 Iteration 12F: 3 clusters Score -93017.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Entering Unmasked Estep Score: -530663.812500 Penalty: 1392.281494 Iteration 0F: 2 clusters Score -530663.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -526519.875000 Penalty: 2784.562988 Iteration 0F: 3 clusters Score -526519.9 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -527689.750000 Penalty: 2784.562988 Iteration 1F: 3 clusters Score -527689.8 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -527846.125000 Penalty: 2784.562988 Iteration 2F: 3 clusters Score -527846.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -527959.250000 Penalty: 2784.562988 Iteration 3Q: 3 clusters Score -527959.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -528051.812500 Penalty: 2784.562988 Iteration 4Q: 3 clusters Score -528051.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -528123.312500 Penalty: 2784.562988 Iteration 5Q: 3 clusters Score -528123.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -528191.875000 Penalty: 2784.562988 Iteration 6Q: 3 clusters Score -528191.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -528254.375000 Penalty: 2784.562988 Iteration 7Q: 3 clusters Score -528254.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -528310.687500 Penalty: 2784.562988 Iteration 8Q: 3 clusters Score -528310.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -528364.812500 Penalty: 2784.562988 Iteration 9Q: 3 clusters Score -528364.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -528422.562500 Penalty: 2784.562988 Iteration 10Q: 3 clusters Score -528422.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -528487.250000 Penalty: 2784.562988 Iteration 11Q: 3 clusters Score -528487.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -528561.500000 Penalty: 2784.562988 Iteration 12Q: 3 clusters Score -528561.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -528645.750000 Penalty: 2784.562988 Iteration 13Q: 3 clusters Score -528645.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -528740.062500 Penalty: 2784.562988 Iteration 14Q: 3 clusters Score -528740.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -528828.062500 Penalty: 2784.562988 Iteration 15Q: 3 clusters Score -528828.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -528929.375000 Penalty: 2784.562988 Iteration 16Q: 3 clusters Score -528929.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -529033.187500 Penalty: 2784.562988 Iteration 17Q: 3 clusters Score -529033.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -529121.437500 Penalty: 2784.562988 Iteration 18Q: 3 clusters Score -529121.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -529178.375000 Penalty: 2784.562988 Iteration 19Q: 3 clusters Score -529178.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -529213.500000 Penalty: 2784.562988 Iteration 20F: 3 clusters Score -529213.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -529246.000000 Penalty: 2784.562988 Iteration 21Q: 3 clusters Score -529246 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -529272.000000 Penalty: 2784.562988 Iteration 22Q: 3 clusters Score -529272 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -529290.625000 Penalty: 2784.562988 Iteration 23Q: 3 clusters Score -529290.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -529308.312500 Penalty: 2784.562988 Iteration 24Q: 3 clusters Score -529308.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -529320.312500 Penalty: 2784.562988 Iteration 25Q: 3 clusters Score -529320.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -529330.937500 Penalty: 2784.562988 Iteration 26Q: 3 clusters Score -529330.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -529342.250000 Penalty: 2784.562988 Iteration 27Q: 3 clusters Score -529342.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -529352.500000 Penalty: 2784.562988 Iteration 28Q: 3 clusters Score -529352.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -529356.750000 Penalty: 2784.562988 Iteration 29Q: 3 clusters Score -529356.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -529364.187500 Penalty: 2784.562988 Iteration 30Q: 3 clusters Score -529364.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -529369.437500 Penalty: 2784.562988 Iteration 31Q: 3 clusters Score -529369.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -529375.312500 Penalty: 2784.562988 Iteration 32Q: 3 clusters Score -529375.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -529377.000000 Penalty: 2784.562988 Iteration 33Q: 3 clusters Score -529377 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -529382.875000 Penalty: 2784.562988 Iteration 34Q: 3 clusters Score -529382.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -529386.562500 Penalty: 2784.562988 Iteration 35Q: 3 clusters Score -529386.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -529387.625000 Penalty: 2784.562988 Iteration 36Q: 3 clusters Score -529387.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -529392.375000 Penalty: 2784.562988 Iteration 37Q: 3 clusters Score -529392.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -529396.312500 Penalty: 2784.562988 Iteration 38Q: 3 clusters Score -529396.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -529399.437500 Penalty: 2784.562988 Iteration 39Q: 3 clusters Score -529399.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -529405.125000 Penalty: 2784.562988 Iteration 40F: 3 clusters Score -529405.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -529410.500000 Penalty: 2784.562988 Iteration 41Q: 3 clusters Score -529410.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -529415.437500 Penalty: 2784.562988 Iteration 42Q: 3 clusters Score -529415.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -529418.875000 Penalty: 2784.562988 Iteration 43Q: 3 clusters Score -529418.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -529422.750000 Penalty: 2784.562988 Iteration 44Q: 3 clusters Score -529422.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -529427.437500 Penalty: 2784.562988 Iteration 45Q: 3 clusters Score -529427.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -529431.375000 Penalty: 2784.562988 Iteration 46Q: 3 clusters Score -529431.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -529435.375000 Penalty: 2784.562988 Iteration 47Q: 3 clusters Score -529435.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -529440.375000 Penalty: 2784.562988 Iteration 48Q: 3 clusters Score -529440.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -529447.312500 Penalty: 2784.562988 Iteration 49Q: 3 clusters Score -529447.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -529451.250000 Penalty: 2784.562988 Iteration 50Q: 3 clusters Score -529451.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -529455.750000 Penalty: 2784.562988 Iteration 51Q: 3 clusters Score -529455.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -529459.187500 Penalty: 2784.562988 Iteration 52Q: 3 clusters Score -529459.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -529461.687500 Penalty: 2784.562988 Iteration 53Q: 3 clusters Score -529461.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -529462.875000 Penalty: 2784.562988 Iteration 54Q: 3 clusters Score -529462.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -529466.312500 Penalty: 2784.562988 Iteration 55Q: 3 clusters Score -529466.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -529468.000000 Penalty: 2784.562988 Iteration 56Q: 3 clusters Score -529468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -529469.437500 Penalty: 2784.562988 Iteration 57Q: 3 clusters Score -529469.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -529468.687500 Penalty: 2784.562988 Iteration 58Q: 3 clusters Score -529468.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -529470.812500 Penalty: 2784.562988 Iteration 59Q: 3 clusters Score -529470.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -529471.375000 Penalty: 2784.562988 Iteration 60F: 3 clusters Score -529471.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -529473.000000 Penalty: 2784.562988 Iteration 61Q: 3 clusters Score -529473 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -529474.437500 Penalty: 2784.562988 Iteration 62Q: 3 clusters Score -529474.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -529475.937500 Penalty: 2784.562988 Iteration 63Q: 3 clusters Score -529475.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -529478.437500 Penalty: 2784.562988 Iteration 64Q: 3 clusters Score -529478.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -529479.812500 Penalty: 2784.562988 Iteration 65Q: 3 clusters Score -529479.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -529481.187500 Penalty: 2784.562988 Iteration 66Q: 3 clusters Score -529481.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -529483.312500 Penalty: 2784.562988 Iteration 67Q: 3 clusters Score -529483.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -529483.687500 Penalty: 2784.562988 Iteration 68Q: 3 clusters Score -529483.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -529484.875000 Penalty: 2784.562988 Iteration 69Q: 3 clusters Score -529484.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -529485.437500 Penalty: 2784.562988 Iteration 70Q: 3 clusters Score -529485.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -529488.875000 Penalty: 2784.562988 Iteration 71Q: 3 clusters Score -529488.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -529492.750000 Penalty: 2784.562988 Iteration 72Q: 3 clusters Score -529492.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -529492.812500 Penalty: 2784.562988 Iteration 73Q: 3 clusters Score -529492.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -529494.500000 Penalty: 2784.562988 Iteration 74Q: 3 clusters Score -529494.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -529495.375000 Penalty: 2784.562988 Iteration 75Q: 3 clusters Score -529495.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -529495.875000 Penalty: 2784.562988 Iteration 76Q: 3 clusters Score -529495.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -529495.750000 Penalty: 2784.562988 Iteration 77Q: 3 clusters Score -529495.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -529495.750000 Penalty: 2784.562988 Iteration 78F: 3 clusters Score -529495.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (12991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12991 members Entering Unmasked Estep Score: -1315175.750000 Penalty: 1539.202026 Iteration 0F: 2 clusters Score -1315176 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -1306122.625000 Penalty: 3078.404053 Iteration 0F: 3 clusters Score -1306123 nChanged 5641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -1309241.500000 Penalty: 3078.404053 Iteration 1F: 3 clusters Score -1309242 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -1309569.375000 Penalty: 3078.404053 Iteration 2F: 3 clusters Score -1309569 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -1309831.500000 Penalty: 3078.404053 Iteration 3Q: 3 clusters Score -1309832 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -1310119.750000 Penalty: 3078.404053 Iteration 4Q: 3 clusters Score -1310120 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1310425.250000 Penalty: 3078.404053 Iteration 5Q: 3 clusters Score -1310425 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -1310737.875000 Penalty: 3078.404053 Iteration 6Q: 3 clusters Score -1310738 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -1311059.125000 Penalty: 3078.404053 Iteration 7Q: 3 clusters Score -1311059 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -1311399.125000 Penalty: 3078.404053 Iteration 8Q: 3 clusters Score -1311399 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -1311757.875000 Penalty: 3078.404053 Iteration 9Q: 3 clusters Score -1311758 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1312032.125000 Penalty: 3078.404053 Iteration 10Q: 3 clusters Score -1312032 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -1312246.125000 Penalty: 3078.404053 Iteration 11Q: 3 clusters Score -1312246 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9565 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -1312421.750000 Penalty: 3078.404053 Iteration 12Q: 3 clusters Score -1312422 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9822 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -1312564.250000 Penalty: 3078.404053 Iteration 13Q: 3 clusters Score -1312564 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10090 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -1312693.000000 Penalty: 3078.404053 Iteration 14Q: 3 clusters Score -1312693 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10294 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -1312792.250000 Penalty: 3078.404053 Iteration 15Q: 3 clusters Score -1312792 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10500 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -1312892.625000 Penalty: 3078.404053 Iteration 16Q: 3 clusters Score -1312893 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10705 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -1313001.625000 Penalty: 3078.404053 Iteration 17Q: 3 clusters Score -1313002 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10892 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -1313104.875000 Penalty: 3078.404053 Iteration 18Q: 3 clusters Score -1313105 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11066 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -1313202.875000 Penalty: 3078.404053 Iteration 19Q: 3 clusters Score -1313203 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1313289.875000 Penalty: 3078.404053 Iteration 20F: 3 clusters Score -1313290 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -1313376.875000 Penalty: 3078.404053 Iteration 21Q: 3 clusters Score -1313377 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11522 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -1313452.000000 Penalty: 3078.404053 Iteration 22Q: 3 clusters Score -1313452 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -1313507.500000 Penalty: 3078.404053 Iteration 23Q: 3 clusters Score -1313508 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11732 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -1313559.750000 Penalty: 3078.404053 Iteration 24Q: 3 clusters Score -1313560 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11824 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1313610.750000 Penalty: 3078.404053 Iteration 25Q: 3 clusters Score -1313611 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1313639.500000 Penalty: 3078.404053 Iteration 26Q: 3 clusters Score -1313640 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -1313657.250000 Penalty: 3078.404053 Iteration 27Q: 3 clusters Score -1313657 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11969 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -1313666.625000 Penalty: 3078.404053 Iteration 28Q: 3 clusters Score -1313667 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11991 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -1313673.500000 Penalty: 3078.404053 Iteration 29Q: 3 clusters Score -1313674 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1313686.625000 Penalty: 3078.404053 Iteration 30Q: 3 clusters Score -1313687 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1313696.375000 Penalty: 3078.404053 Iteration 31Q: 3 clusters Score -1313696 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1313712.375000 Penalty: 3078.404053 Iteration 32Q: 3 clusters Score -1313712 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1313724.500000 Penalty: 3078.404053 Iteration 33Q: 3 clusters Score -1313724 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12125 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -1313733.500000 Penalty: 3078.404053 Iteration 34Q: 3 clusters Score -1313734 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12149 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1313745.375000 Penalty: 3078.404053 Iteration 35Q: 3 clusters Score -1313745 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -1313769.625000 Penalty: 3078.404053 Iteration 36Q: 3 clusters Score -1313770 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1313789.375000 Penalty: 3078.404053 Iteration 37Q: 3 clusters Score -1313789 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12236 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1313802.250000 Penalty: 3078.404053 Iteration 38Q: 3 clusters Score -1313802 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1313814.250000 Penalty: 3078.404053 Iteration 39Q: 3 clusters Score -1313814 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12271 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1313824.875000 Penalty: 3078.404053 Iteration 40F: 3 clusters Score -1313825 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12290 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -1313836.250000 Penalty: 3078.404053 Iteration 41Q: 3 clusters Score -1313836 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12304 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -1313847.375000 Penalty: 3078.404053 Iteration 42Q: 3 clusters Score -1313847 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12315 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1313851.625000 Penalty: 3078.404053 Iteration 43Q: 3 clusters Score -1313852 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12320 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -1313856.625000 Penalty: 3078.404053 Iteration 44Q: 3 clusters Score -1313857 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -1313863.250000 Penalty: 3078.404053 Iteration 45Q: 3 clusters Score -1313863 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12334 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -1313861.875000 Penalty: 3078.404053 Iteration 46Q: 3 clusters Score -1313862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12338 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1313860.500000 Penalty: 3078.404053 Iteration 47Q: 3 clusters Score -1313860 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12342 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -1313860.000000 Penalty: 3078.404053 Iteration 48Q: 3 clusters Score -1313860 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12343 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1313860.875000 Penalty: 3078.404053 Iteration 49Q: 3 clusters Score -1313861 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -1313860.625000 Penalty: 3078.404053 Iteration 50Q: 3 clusters Score -1313861 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -1313860.625000 Penalty: 3078.404053 Iteration 51F: 3 clusters Score -1313861 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Entering Unmasked Estep Score: -266794.812500 Penalty: 1279.768677 Iteration 0F: 2 clusters Score -266794.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -264310.343750 Penalty: 2559.537354 Iteration 0F: 3 clusters Score -264310.3 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -264926.093750 Penalty: 2559.537354 Iteration 1F: 3 clusters Score -264926.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -265065.687500 Penalty: 2559.537354 Iteration 2F: 3 clusters Score -265065.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -265131.718750 Penalty: 2559.537354 Iteration 3Q: 3 clusters Score -265131.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -265171.250000 Penalty: 2559.537354 Iteration 4Q: 3 clusters Score -265171.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -265201.750000 Penalty: 2559.537354 Iteration 5Q: 3 clusters Score -265201.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -265230.875000 Penalty: 2559.537354 Iteration 6Q: 3 clusters Score -265230.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -265253.968750 Penalty: 2559.537354 Iteration 7Q: 3 clusters Score -265254 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -265270.937500 Penalty: 2559.537354 Iteration 8Q: 3 clusters Score -265270.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -265289.593750 Penalty: 2559.537354 Iteration 9Q: 3 clusters Score -265289.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -265303.906250 Penalty: 2559.537354 Iteration 10Q: 3 clusters Score -265303.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -265312.656250 Penalty: 2559.537354 Iteration 11Q: 3 clusters Score -265312.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -265321.125000 Penalty: 2559.537354 Iteration 12Q: 3 clusters Score -265321.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -265331.937500 Penalty: 2559.537354 Iteration 13Q: 3 clusters Score -265331.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -265346.406250 Penalty: 2559.537354 Iteration 14Q: 3 clusters Score -265346.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -265358.281250 Penalty: 2559.537354 Iteration 15Q: 3 clusters Score -265358.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -265370.312500 Penalty: 2559.537354 Iteration 16Q: 3 clusters Score -265370.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -265384.656250 Penalty: 2559.537354 Iteration 17Q: 3 clusters Score -265384.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -265403.312500 Penalty: 2559.537354 Iteration 18Q: 3 clusters Score -265403.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -265419.343750 Penalty: 2559.537354 Iteration 19Q: 3 clusters Score -265419.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -265432.156250 Penalty: 2559.537354 Iteration 20F: 3 clusters Score -265432.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -265445.593750 Penalty: 2559.537354 Iteration 21Q: 3 clusters Score -265445.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -265457.625000 Penalty: 2559.537354 Iteration 22Q: 3 clusters Score -265457.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -265465.625000 Penalty: 2559.537354 Iteration 23Q: 3 clusters Score -265465.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -265473.937500 Penalty: 2559.537354 Iteration 24Q: 3 clusters Score -265473.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -265482.625000 Penalty: 2559.537354 Iteration 25Q: 3 clusters Score -265482.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -265491.406250 Penalty: 2559.537354 Iteration 26Q: 3 clusters Score -265491.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -265498.250000 Penalty: 2559.537354 Iteration 27Q: 3 clusters Score -265498.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -265505.437500 Penalty: 2559.537354 Iteration 28Q: 3 clusters Score -265505.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -265513.531250 Penalty: 2559.537354 Iteration 29Q: 3 clusters Score -265513.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -265523.125000 Penalty: 2559.537354 Iteration 30Q: 3 clusters Score -265523.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -265537.718750 Penalty: 2559.537354 Iteration 31Q: 3 clusters Score -265537.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -265551.187500 Penalty: 2559.537354 Iteration 32Q: 3 clusters Score -265551.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -265563.031250 Penalty: 2559.537354 Iteration 33Q: 3 clusters Score -265563 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -265570.156250 Penalty: 2559.537354 Iteration 34Q: 3 clusters Score -265570.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -265575.250000 Penalty: 2559.537354 Iteration 35Q: 3 clusters Score -265575.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -265583.656250 Penalty: 2559.537354 Iteration 36Q: 3 clusters Score -265583.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -265586.937500 Penalty: 2559.537354 Iteration 37Q: 3 clusters Score -265586.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -265592.125000 Penalty: 2559.537354 Iteration 38Q: 3 clusters Score -265592.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -265599.093750 Penalty: 2559.537354 Iteration 39Q: 3 clusters Score -265599.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -265603.625000 Penalty: 2559.537354 Iteration 40F: 3 clusters Score -265603.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -265608.750000 Penalty: 2559.537354 Iteration 41Q: 3 clusters Score -265608.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -265615.812500 Penalty: 2559.537354 Iteration 42Q: 3 clusters Score -265615.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -265621.187500 Penalty: 2559.537354 Iteration 43Q: 3 clusters Score -265621.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -265630.375000 Penalty: 2559.537354 Iteration 44Q: 3 clusters Score -265630.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -265639.156250 Penalty: 2559.537354 Iteration 45Q: 3 clusters Score -265639.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -265646.968750 Penalty: 2559.537354 Iteration 46Q: 3 clusters Score -265647 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -265655.437500 Penalty: 2559.537354 Iteration 47Q: 3 clusters Score -265655.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -265661.812500 Penalty: 2559.537354 Iteration 48Q: 3 clusters Score -265661.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -265668.843750 Penalty: 2559.537354 Iteration 49Q: 3 clusters Score -265668.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -265675.968750 Penalty: 2559.537354 Iteration 50Q: 3 clusters Score -265676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -265678.843750 Penalty: 2559.537354 Iteration 51Q: 3 clusters Score -265678.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -265683.031250 Penalty: 2559.537354 Iteration 52Q: 3 clusters Score -265683 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -265685.156250 Penalty: 2559.537354 Iteration 53Q: 3 clusters Score -265685.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -265690.000000 Penalty: 2559.537354 Iteration 54Q: 3 clusters Score -265690 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -265692.156250 Penalty: 2559.537354 Iteration 55Q: 3 clusters Score -265692.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -265692.156250 Penalty: 2559.537354 Iteration 56F: 3 clusters Score -265692.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Entering Unmasked Estep Score: -442476.781250 Penalty: 1363.713501 Iteration 0F: 2 clusters Score -442476.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -438877.281250 Penalty: 2727.427002 Iteration 0F: 3 clusters Score -438877.3 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -439891.250000 Penalty: 2727.427002 Iteration 1F: 3 clusters Score -439891.2 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -440069.812500 Penalty: 2727.427002 Iteration 2F: 3 clusters Score -440069.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -440191.187500 Penalty: 2727.427002 Iteration 3Q: 3 clusters Score -440191.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -440308.781250 Penalty: 2727.427002 Iteration 4Q: 3 clusters Score -440308.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -440409.812500 Penalty: 2727.427002 Iteration 5Q: 3 clusters Score -440409.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -440497.843750 Penalty: 2727.427002 Iteration 6Q: 3 clusters Score -440497.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -440600.437500 Penalty: 2727.427002 Iteration 7Q: 3 clusters Score -440600.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -440717.500000 Penalty: 2727.427002 Iteration 8Q: 3 clusters Score -440717.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -440819.406250 Penalty: 2727.427002 Iteration 9Q: 3 clusters Score -440819.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -440898.593750 Penalty: 2727.427002 Iteration 10Q: 3 clusters Score -440898.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -440975.000000 Penalty: 2727.427002 Iteration 11Q: 3 clusters Score -440975 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -441052.125000 Penalty: 2727.427002 Iteration 12Q: 3 clusters Score -441052.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -441117.375000 Penalty: 2727.427002 Iteration 13Q: 3 clusters Score -441117.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -441181.156250 Penalty: 2727.427002 Iteration 14Q: 3 clusters Score -441181.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -441242.406250 Penalty: 2727.427002 Iteration 15Q: 3 clusters Score -441242.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -441288.687500 Penalty: 2727.427002 Iteration 16Q: 3 clusters Score -441288.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -441333.531250 Penalty: 2727.427002 Iteration 17Q: 3 clusters Score -441333.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -441368.656250 Penalty: 2727.427002 Iteration 18Q: 3 clusters Score -441368.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -441387.187500 Penalty: 2727.427002 Iteration 19Q: 3 clusters Score -441387.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -441404.750000 Penalty: 2727.427002 Iteration 20F: 3 clusters Score -441404.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -441420.031250 Penalty: 2727.427002 Iteration 21Q: 3 clusters Score -441420 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -441430.875000 Penalty: 2727.427002 Iteration 22Q: 3 clusters Score -441430.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -441440.062500 Penalty: 2727.427002 Iteration 23Q: 3 clusters Score -441440.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -441448.656250 Penalty: 2727.427002 Iteration 24Q: 3 clusters Score -441448.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -441456.031250 Penalty: 2727.427002 Iteration 25Q: 3 clusters Score -441456 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -441465.687500 Penalty: 2727.427002 Iteration 26Q: 3 clusters Score -441465.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -441475.187500 Penalty: 2727.427002 Iteration 27Q: 3 clusters Score -441475.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -441484.093750 Penalty: 2727.427002 Iteration 28Q: 3 clusters Score -441484.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -441488.343750 Penalty: 2727.427002 Iteration 29Q: 3 clusters Score -441488.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -441492.687500 Penalty: 2727.427002 Iteration 30Q: 3 clusters Score -441492.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -441494.718750 Penalty: 2727.427002 Iteration 31Q: 3 clusters Score -441494.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -441496.750000 Penalty: 2727.427002 Iteration 32Q: 3 clusters Score -441496.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -441500.031250 Penalty: 2727.427002 Iteration 33Q: 3 clusters Score -441500 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -441503.625000 Penalty: 2727.427002 Iteration 34Q: 3 clusters Score -441503.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -441504.718750 Penalty: 2727.427002 Iteration 35Q: 3 clusters Score -441504.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -441506.312500 Penalty: 2727.427002 Iteration 36Q: 3 clusters Score -441506.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -441507.312500 Penalty: 2727.427002 Iteration 37Q: 3 clusters Score -441507.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -441507.093750 Penalty: 2727.427002 Iteration 38Q: 3 clusters Score -441507.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -441509.031250 Penalty: 2727.427002 Iteration 39Q: 3 clusters Score -441509 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -441511.468750 Penalty: 2727.427002 Iteration 40F: 3 clusters Score -441511.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -441511.718750 Penalty: 2727.427002 Iteration 41Q: 3 clusters Score -441511.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -441511.000000 Penalty: 2727.427002 Iteration 42Q: 3 clusters Score -441511 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -441511.000000 Penalty: 2727.427002 Iteration 43F: 3 clusters Score -441511 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1591 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Entering Unmasked Estep Score: -150619.890625 Penalty: 1197.969116 Iteration 0F: 2 clusters Score -150619.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -148797.562500 Penalty: 2395.938232 Iteration 0F: 3 clusters Score -148797.6 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -149164.953125 Penalty: 2395.938232 Iteration 1F: 3 clusters Score -149165 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -149261.640625 Penalty: 2395.938232 Iteration 2F: 3 clusters Score -149261.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -149315.578125 Penalty: 2395.938232 Iteration 3Q: 3 clusters Score -149315.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -149353.437500 Penalty: 2395.938232 Iteration 4Q: 3 clusters Score -149353.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -149386.218750 Penalty: 2395.938232 Iteration 5Q: 3 clusters Score -149386.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -149407.031250 Penalty: 2395.938232 Iteration 6Q: 3 clusters Score -149407 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -149420.984375 Penalty: 2395.938232 Iteration 7Q: 3 clusters Score -149421 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -149434.296875 Penalty: 2395.938232 Iteration 8Q: 3 clusters Score -149434.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -149446.359375 Penalty: 2395.938232 Iteration 9Q: 3 clusters Score -149446.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -149452.156250 Penalty: 2395.938232 Iteration 10Q: 3 clusters Score -149452.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -149457.296875 Penalty: 2395.938232 Iteration 11Q: 3 clusters Score -149457.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -149463.890625 Penalty: 2395.938232 Iteration 12Q: 3 clusters Score -149463.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -149474.703125 Penalty: 2395.938232 Iteration 13Q: 3 clusters Score -149474.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -149490.015625 Penalty: 2395.938232 Iteration 14Q: 3 clusters Score -149490 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -149503.218750 Penalty: 2395.938232 Iteration 15Q: 3 clusters Score -149503.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -149515.109375 Penalty: 2395.938232 Iteration 16Q: 3 clusters Score -149515.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -149525.546875 Penalty: 2395.938232 Iteration 17Q: 3 clusters Score -149525.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -149530.281250 Penalty: 2395.938232 Iteration 18Q: 3 clusters Score -149530.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -149535.062500 Penalty: 2395.938232 Iteration 19Q: 3 clusters Score -149535.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -149538.406250 Penalty: 2395.938232 Iteration 20F: 3 clusters Score -149538.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -149542.000000 Penalty: 2395.938232 Iteration 21Q: 3 clusters Score -149542 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -149545.437500 Penalty: 2395.938232 Iteration 22Q: 3 clusters Score -149545.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -149548.343750 Penalty: 2395.938232 Iteration 23Q: 3 clusters Score -149548.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -149549.546875 Penalty: 2395.938232 Iteration 24Q: 3 clusters Score -149549.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -149551.265625 Penalty: 2395.938232 Iteration 25Q: 3 clusters Score -149551.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -149554.140625 Penalty: 2395.938232 Iteration 26Q: 3 clusters Score -149554.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -149560.359375 Penalty: 2395.938232 Iteration 27Q: 3 clusters Score -149560.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -149564.484375 Penalty: 2395.938232 Iteration 28Q: 3 clusters Score -149564.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -149567.328125 Penalty: 2395.938232 Iteration 29Q: 3 clusters Score -149567.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -149569.359375 Penalty: 2395.938232 Iteration 30Q: 3 clusters Score -149569.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -149571.953125 Penalty: 2395.938232 Iteration 31Q: 3 clusters Score -149572 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -149574.093750 Penalty: 2395.938232 Iteration 32Q: 3 clusters Score -149574.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -149577.031250 Penalty: 2395.938232 Iteration 33Q: 3 clusters Score -149577 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -149578.609375 Penalty: 2395.938232 Iteration 34Q: 3 clusters Score -149578.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -149581.171875 Penalty: 2395.938232 Iteration 35Q: 3 clusters Score -149581.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -149585.203125 Penalty: 2395.938232 Iteration 36Q: 3 clusters Score -149585.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -149587.671875 Penalty: 2395.938232 Iteration 37Q: 3 clusters Score -149587.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -149588.875000 Penalty: 2395.938232 Iteration 38Q: 3 clusters Score -149588.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -149589.734375 Penalty: 2395.938232 Iteration 39Q: 3 clusters Score -149589.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -149591.906250 Penalty: 2395.938232 Iteration 40F: 3 clusters Score -149591.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -149592.671875 Penalty: 2395.938232 Iteration 41Q: 3 clusters Score -149592.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -149593.250000 Penalty: 2395.938232 Iteration 42Q: 3 clusters Score -149593.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -149594.015625 Penalty: 2395.938232 Iteration 43Q: 3 clusters Score -149594 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -149594.015625 Penalty: 2395.938232 Iteration 44F: 3 clusters Score -149594 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (12214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12214 members Entering Unmasked Estep Score: -1224531.250000 Penalty: 1529.179932 Iteration 0F: 2 clusters Score -1224531 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -1215976.250000 Penalty: 3058.359863 Iteration 0F: 3 clusters Score -1215976 nChanged 5345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -1218932.625000 Penalty: 3058.359863 Iteration 1F: 3 clusters Score -1218933 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -1219218.125000 Penalty: 3058.359863 Iteration 2F: 3 clusters Score -1219218 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -1219453.500000 Penalty: 3058.359863 Iteration 3Q: 3 clusters Score -1219454 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1219726.250000 Penalty: 3058.359863 Iteration 4Q: 3 clusters Score -1219726 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1220050.000000 Penalty: 3058.359863 Iteration 5Q: 3 clusters Score -1220050 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1220460.375000 Penalty: 3058.359863 Iteration 6F: 3 clusters Score -1220460 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1220998.625000 Penalty: 3058.359863 Iteration 7F: 3 clusters Score -1220999 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1221583.375000 Penalty: 3058.359863 Iteration 8F: 3 clusters Score -1221583 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -1222106.375000 Penalty: 3058.359863 Iteration 9F: 3 clusters Score -1222106 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1222542.750000 Penalty: 3058.359863 Iteration 10Q: 3 clusters Score -1222543 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10129 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -1222822.875000 Penalty: 3058.359863 Iteration 11Q: 3 clusters Score -1222823 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -1223012.375000 Penalty: 3058.359863 Iteration 12Q: 3 clusters Score -1223012 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1223124.250000 Penalty: 3058.359863 Iteration 13Q: 3 clusters Score -1223124 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -1223201.000000 Penalty: 3058.359863 Iteration 14Q: 3 clusters Score -1223201 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10752 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -1223269.875000 Penalty: 3058.359863 Iteration 15Q: 3 clusters Score -1223270 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -1223326.625000 Penalty: 3058.359863 Iteration 16Q: 3 clusters Score -1223327 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1223373.375000 Penalty: 3058.359863 Iteration 17Q: 3 clusters Score -1223373 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10991 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -1223403.500000 Penalty: 3058.359863 Iteration 18Q: 3 clusters Score -1223404 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11040 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1223440.000000 Penalty: 3058.359863 Iteration 19Q: 3 clusters Score -1223440 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11086 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -1223477.250000 Penalty: 3058.359863 Iteration 20F: 3 clusters Score -1223477 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -1223506.000000 Penalty: 3058.359863 Iteration 21Q: 3 clusters Score -1223506 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11157 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1223513.250000 Penalty: 3058.359863 Iteration 22Q: 3 clusters Score -1223513 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11172 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -1223520.000000 Penalty: 3058.359863 Iteration 23Q: 3 clusters Score -1223520 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11183 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1223524.750000 Penalty: 3058.359863 Iteration 24Q: 3 clusters Score -1223525 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1223529.250000 Penalty: 3058.359863 Iteration 25Q: 3 clusters Score -1223529 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11186 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1223534.875000 Penalty: 3058.359863 Iteration 26Q: 3 clusters Score -1223535 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -1223537.125000 Penalty: 3058.359863 Iteration 27Q: 3 clusters Score -1223537 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -1223536.750000 Penalty: 3058.359863 Iteration 28Q: 3 clusters Score -1223537 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11203 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -1223542.250000 Penalty: 3058.359863 Iteration 29Q: 3 clusters Score -1223542 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1223544.750000 Penalty: 3058.359863 Iteration 30Q: 3 clusters Score -1223545 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1223545.625000 Penalty: 3058.359863 Iteration 31Q: 3 clusters Score -1223546 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1223547.000000 Penalty: 3058.359863 Iteration 32Q: 3 clusters Score -1223547 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11215 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1223550.750000 Penalty: 3058.359863 Iteration 33Q: 3 clusters Score -1223551 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11223 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1223553.875000 Penalty: 3058.359863 Iteration 34Q: 3 clusters Score -1223554 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11227 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1223557.625000 Penalty: 3058.359863 Iteration 35Q: 3 clusters Score -1223558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -1223559.750000 Penalty: 3058.359863 Iteration 36Q: 3 clusters Score -1223560 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1223561.875000 Penalty: 3058.359863 Iteration 37Q: 3 clusters Score -1223562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1223564.625000 Penalty: 3058.359863 Iteration 38Q: 3 clusters Score -1223565 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11242 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1223565.375000 Penalty: 3058.359863 Iteration 39Q: 3 clusters Score -1223565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1223566.125000 Penalty: 3058.359863 Iteration 40F: 3 clusters Score -1223566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11246 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1223570.750000 Penalty: 3058.359863 Iteration 41Q: 3 clusters Score -1223571 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11249 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -1223571.250000 Penalty: 3058.359863 Iteration 42Q: 3 clusters Score -1223571 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11255 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1223569.125000 Penalty: 3058.359863 Iteration 43Q: 3 clusters Score -1223569 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -1223570.250000 Penalty: 3058.359863 Iteration 44Q: 3 clusters Score -1223570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -1223570.250000 Penalty: 3058.359863 Iteration 45Q: 3 clusters Score -1223570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11266 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -1223570.750000 Penalty: 3058.359863 Iteration 46Q: 3 clusters Score -1223571 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11268 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1223571.500000 Penalty: 3058.359863 Iteration 47Q: 3 clusters Score -1223572 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1223572.875000 Penalty: 3058.359863 Iteration 48Q: 3 clusters Score -1223573 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11271 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -1223573.125000 Penalty: 3058.359863 Iteration 49Q: 3 clusters Score -1223573 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1223576.000000 Penalty: 3058.359863 Iteration 50Q: 3 clusters Score -1223576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11279 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1223575.625000 Penalty: 3058.359863 Iteration 51Q: 3 clusters Score -1223576 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -1223578.750000 Penalty: 3058.359863 Iteration 52Q: 3 clusters Score -1223579 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11282 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1223580.000000 Penalty: 3058.359863 Iteration 53Q: 3 clusters Score -1223580 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1223582.875000 Penalty: 3058.359863 Iteration 54Q: 3 clusters Score -1223583 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1223583.875000 Penalty: 3058.359863 Iteration 55Q: 3 clusters Score -1223584 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1223583.875000 Penalty: 3058.359863 Iteration 56F: 3 clusters Score -1223584 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (69320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69320 members Entering Unmasked Estep Score: -6823218.000000 Penalty: 1811.304443 Iteration 0F: 2 clusters Score -6823218 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34664 members Mstep: Class 2 contains 34656 members Entering Unmasked Estep Score: -6776986.500000 Penalty: 3622.608887 Iteration 0F: 3 clusters Score -6776986 nChanged 32937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34589 members Mstep: Class 2 contains 34731 members Entering Unmasked Estep Score: -6796218.000000 Penalty: 3622.608887 Iteration 1F: 3 clusters Score -6796218 nChanged 3277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34514 members Mstep: Class 2 contains 34806 members Entering Unmasked Estep Score: -6797652.000000 Penalty: 3622.608887 Iteration 2Q: 3 clusters Score -6797652 nChanged 3837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34435 members Mstep: Class 2 contains 34885 members Entering Unmasked Estep Score: -6799715.500000 Penalty: 3622.608887 Iteration 3F: 3 clusters Score -6799716 nChanged 4310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34543 members Mstep: Class 2 contains 34777 members Entering Unmasked Estep Score: -6802320.000000 Penalty: 3622.608887 Iteration 4F: 3 clusters Score -6802320 nChanged 4556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34953 members Mstep: Class 2 contains 34367 members Entering Unmasked Estep Score: -6805360.500000 Penalty: 3622.608887 Iteration 5F: 3 clusters Score -6805360 nChanged 4365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35524 members Mstep: Class 2 contains 33796 members Entering Unmasked Estep Score: -6808250.500000 Penalty: 3622.608887 Iteration 6F: 3 clusters Score -6808250 nChanged 3935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36187 members Mstep: Class 2 contains 33133 members Entering Unmasked Estep Score: -6810553.000000 Penalty: 3622.608887 Iteration 7F: 3 clusters Score -6810553 nChanged 3028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36819 members Mstep: Class 2 contains 32501 members Entering Unmasked Estep Score: -6811830.000000 Penalty: 3622.608887 Iteration 8Q: 3 clusters Score -6811830 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37371 members Mstep: Class 2 contains 31949 members Entering Unmasked Estep Score: -6812488.000000 Penalty: 3622.608887 Iteration 9Q: 3 clusters Score -6812488 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37872 members Mstep: Class 2 contains 31448 members Entering Unmasked Estep Score: -6812846.500000 Penalty: 3622.608887 Iteration 10Q: 3 clusters Score -6812846 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38372 members Mstep: Class 2 contains 30948 members Entering Unmasked Estep Score: -6813053.500000 Penalty: 3622.608887 Iteration 11Q: 3 clusters Score -6813054 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38840 members Mstep: Class 2 contains 30480 members Entering Unmasked Estep Score: -6813250.000000 Penalty: 3622.608887 Iteration 12Q: 3 clusters Score -6813250 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39293 members Mstep: Class 2 contains 30027 members Entering Unmasked Estep Score: -6813371.500000 Penalty: 3622.608887 Iteration 13Q: 3 clusters Score -6813372 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39763 members Mstep: Class 2 contains 29557 members Entering Unmasked Estep Score: -6813484.000000 Penalty: 3622.608887 Iteration 14Q: 3 clusters Score -6813484 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40230 members Mstep: Class 2 contains 29090 members Entering Unmasked Estep Score: -6813573.000000 Penalty: 3622.608887 Iteration 15Q: 3 clusters Score -6813573 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40714 members Mstep: Class 2 contains 28606 members Entering Unmasked Estep Score: -6813682.000000 Penalty: 3622.608887 Iteration 16Q: 3 clusters Score -6813682 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41171 members Mstep: Class 2 contains 28149 members Entering Unmasked Estep Score: -6813747.500000 Penalty: 3622.608887 Iteration 17Q: 3 clusters Score -6813748 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41644 members Mstep: Class 2 contains 27676 members Entering Unmasked Estep Score: -6813875.000000 Penalty: 3622.608887 Iteration 18Q: 3 clusters Score -6813875 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42173 members Mstep: Class 2 contains 27147 members Entering Unmasked Estep Score: -6813944.000000 Penalty: 3622.608887 Iteration 19Q: 3 clusters Score -6813944 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42750 members Mstep: Class 2 contains 26570 members Entering Unmasked Estep Score: -6814057.500000 Penalty: 3622.608887 Iteration 20F: 3 clusters Score -6814058 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43335 members Mstep: Class 2 contains 25985 members Entering Unmasked Estep Score: -6814166.000000 Penalty: 3622.608887 Iteration 21Q: 3 clusters Score -6814166 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43951 members Mstep: Class 2 contains 25369 members Entering Unmasked Estep Score: -6814290.000000 Penalty: 3622.608887 Iteration 22Q: 3 clusters Score -6814290 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44597 members Mstep: Class 2 contains 24723 members Entering Unmasked Estep Score: -6814399.500000 Penalty: 3622.608887 Iteration 23Q: 3 clusters Score -6814400 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45254 members Mstep: Class 2 contains 24066 members Entering Unmasked Estep Score: -6814492.000000 Penalty: 3622.608887 Iteration 24Q: 3 clusters Score -6814492 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45982 members Mstep: Class 2 contains 23338 members Entering Unmasked Estep Score: -6814645.500000 Penalty: 3622.608887 Iteration 25Q: 3 clusters Score -6814646 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46748 members Mstep: Class 2 contains 22572 members Entering Unmasked Estep Score: -6814842.000000 Penalty: 3622.608887 Iteration 26Q: 3 clusters Score -6814842 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47545 members Mstep: Class 2 contains 21775 members Entering Unmasked Estep Score: -6815031.500000 Penalty: 3622.608887 Iteration 27Q: 3 clusters Score -6815032 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48421 members Mstep: Class 2 contains 20899 members Entering Unmasked Estep Score: -6815235.500000 Penalty: 3622.608887 Iteration 28Q: 3 clusters Score -6815236 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49378 members Mstep: Class 2 contains 19942 members Entering Unmasked Estep Score: -6815473.000000 Penalty: 3622.608887 Iteration 29Q: 3 clusters Score -6815473 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50415 members Mstep: Class 2 contains 18905 members Entering Unmasked Estep Score: -6815793.500000 Penalty: 3622.608887 Iteration 30Q: 3 clusters Score -6815794 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51514 members Mstep: Class 2 contains 17806 members Entering Unmasked Estep Score: -6816091.500000 Penalty: 3622.608887 Iteration 31Q: 3 clusters Score -6816092 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52641 members Mstep: Class 2 contains 16679 members Entering Unmasked Estep Score: -6816473.000000 Penalty: 3622.608887 Iteration 32Q: 3 clusters Score -6816473 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53748 members Mstep: Class 2 contains 15572 members Entering Unmasked Estep Score: -6816817.000000 Penalty: 3622.608887 Iteration 33Q: 3 clusters Score -6816817 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54792 members Mstep: Class 2 contains 14528 members Entering Unmasked Estep Score: -6817163.000000 Penalty: 3622.608887 Iteration 34Q: 3 clusters Score -6817163 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55819 members Mstep: Class 2 contains 13501 members Entering Unmasked Estep Score: -6817469.000000 Penalty: 3622.608887 Iteration 35Q: 3 clusters Score -6817469 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56835 members Mstep: Class 2 contains 12485 members Entering Unmasked Estep Score: -6817811.000000 Penalty: 3622.608887 Iteration 36Q: 3 clusters Score -6817811 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57839 members Mstep: Class 2 contains 11481 members Entering Unmasked Estep Score: -6818191.000000 Penalty: 3622.608887 Iteration 37Q: 3 clusters Score -6818191 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58801 members Mstep: Class 2 contains 10519 members Entering Unmasked Estep Score: -6818540.000000 Penalty: 3622.608887 Iteration 38Q: 3 clusters Score -6818540 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59744 members Mstep: Class 2 contains 9576 members Entering Unmasked Estep Score: -6818915.000000 Penalty: 3622.608887 Iteration 39Q: 3 clusters Score -6818915 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60682 members Mstep: Class 2 contains 8638 members Entering Unmasked Estep Score: -6819294.000000 Penalty: 3622.608887 Iteration 40F: 3 clusters Score -6819294 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61561 members Mstep: Class 2 contains 7759 members Entering Unmasked Estep Score: -6819675.500000 Penalty: 3622.608887 Iteration 41Q: 3 clusters Score -6819676 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62311 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -6819973.500000 Penalty: 3622.608887 Iteration 42Q: 3 clusters Score -6819974 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63024 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -6820287.000000 Penalty: 3622.608887 Iteration 43Q: 3 clusters Score -6820287 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63634 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -6820519.500000 Penalty: 3622.608887 Iteration 44Q: 3 clusters Score -6820520 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64172 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -6820726.500000 Penalty: 3622.608887 Iteration 45Q: 3 clusters Score -6820726 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64645 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -6820945.000000 Penalty: 3622.608887 Iteration 46Q: 3 clusters Score -6820945 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65025 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -6821050.500000 Penalty: 3622.608887 Iteration 47Q: 3 clusters Score -6821050 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65330 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -6821154.000000 Penalty: 3622.608887 Iteration 48Q: 3 clusters Score -6821154 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65585 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -6821224.000000 Penalty: 3622.608887 Iteration 49Q: 3 clusters Score -6821224 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65814 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -6821556.500000 Penalty: 3622.608887 Iteration 54Q: 3 clusters Score -6821556 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66666 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -6821611.000000 Penalty: 3622.608887 Iteration 55Q: 3 clusters Score -6821611 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66790 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -6821634.500000 Penalty: 3622.608887 Iteration 56Q: 3 clusters Score -6821634 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66909 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -6821652.500000 Penalty: 3622.608887 Iteration 57Q: 3 clusters Score -6821652 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66998 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -6821675.500000 Penalty: 3622.608887 Iteration 58Q: 3 clusters Score -6821676 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67082 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -6821705.000000 Penalty: 3622.608887 Iteration 59Q: 3 clusters Score -6821705 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67163 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -6821722.000000 Penalty: 3622.608887 Iteration 60F: 3 clusters Score -6821722 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67227 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -6821743.500000 Penalty: 3622.608887 Iteration 61Q: 3 clusters Score -6821744 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67304 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -6821768.000000 Penalty: 3622.608887 Iteration 62Q: 3 clusters Score -6821768 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67361 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -6821807.500000 Penalty: 3622.608887 Iteration 63Q: 3 clusters Score -6821808 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67424 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -6821829.500000 Penalty: 3622.608887 Iteration 64Q: 3 clusters Score -6821830 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67466 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -6821843.500000 Penalty: 3622.608887 Iteration 65Q: 3 clusters Score -6821844 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67503 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -6821867.000000 Penalty: 3622.608887 Iteration 66Q: 3 clusters Score -6821867 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67540 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -6821875.000000 Penalty: 3622.608887 Iteration 67Q: 3 clusters Score -6821875 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67584 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -6821880.500000 Penalty: 3622.608887 Iteration 68Q: 3 clusters Score -6821880 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67622 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -6821901.500000 Penalty: 3622.608887 Iteration 69Q: 3 clusters Score -6821902 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67670 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -6821919.500000 Penalty: 3622.608887 Iteration 70Q: 3 clusters Score -6821920 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67699 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -6821923.500000 Penalty: 3622.608887 Iteration 71Q: 3 clusters Score -6821924 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67720 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -6821931.000000 Penalty: 3622.608887 Iteration 72Q: 3 clusters Score -6821931 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67739 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -6821943.000000 Penalty: 3622.608887 Iteration 73Q: 3 clusters Score -6821943 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67754 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -6821949.500000 Penalty: 3622.608887 Iteration 74Q: 3 clusters Score -6821950 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67770 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -6821960.500000 Penalty: 3622.608887 Iteration 75Q: 3 clusters Score -6821960 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67789 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -6821967.000000 Penalty: 3622.608887 Iteration 76Q: 3 clusters Score -6821967 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67809 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -6821973.500000 Penalty: 3622.608887 Iteration 77Q: 3 clusters Score -6821974 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67826 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -6821981.000000 Penalty: 3622.608887 Iteration 78Q: 3 clusters Score -6821981 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67846 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -6821986.500000 Penalty: 3622.608887 Iteration 79Q: 3 clusters Score -6821986 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67863 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -6821993.500000 Penalty: 3622.608887 Iteration 80F: 3 clusters Score -6821994 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67874 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -6821990.500000 Penalty: 3622.608887 Iteration 81Q: 3 clusters Score -6821990 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67884 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -6821987.500000 Penalty: 3622.608887 Iteration 82Q: 3 clusters Score -6821988 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67894 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -6821991.500000 Penalty: 3622.608887 Iteration 83Q: 3 clusters Score -6821992 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67906 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -6821993.500000 Penalty: 3622.608887 Iteration 84Q: 3 clusters Score -6821994 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67917 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -6821998.500000 Penalty: 3622.608887 Iteration 85Q: 3 clusters Score -6821998 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67938 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -6822007.000000 Penalty: 3622.608887 Iteration 86Q: 3 clusters Score -6822007 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67957 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -6822009.000000 Penalty: 3622.608887 Iteration 87Q: 3 clusters Score -6822009 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67970 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -6822023.500000 Penalty: 3622.608887 Iteration 88Q: 3 clusters Score -6822024 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67981 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -6822030.500000 Penalty: 3622.608887 Iteration 89Q: 3 clusters Score -6822030 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67985 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -6822024.000000 Penalty: 3622.608887 Iteration 90Q: 3 clusters Score -6822024 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67988 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -6822026.500000 Penalty: 3622.608887 Iteration 91Q: 3 clusters Score -6822026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67990 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -6822033.000000 Penalty: 3622.608887 Iteration 92Q: 3 clusters Score -6822033 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67994 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -6822032.000000 Penalty: 3622.608887 Iteration 93Q: 3 clusters Score -6822032 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67992 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -6822029.000000 Penalty: 3622.608887 Iteration 94Q: 3 clusters Score -6822029 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67994 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -6822028.500000 Penalty: 3622.608887 Iteration 95Q: 3 clusters Score -6822028 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67996 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -6822026.000000 Penalty: 3622.608887 Iteration 96Q: 3 clusters Score -6822026 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67999 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -6822029.500000 Penalty: 3622.608887 Iteration 97Q: 3 clusters Score -6822030 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68008 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -6822034.000000 Penalty: 3622.608887 Iteration 98Q: 3 clusters Score -6822034 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68016 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -6822030.500000 Penalty: 3622.608887 Iteration 99Q: 3 clusters Score -6822030 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68022 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -6822041.000000 Penalty: 3622.608887 Iteration 100F: 3 clusters Score -6822041 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68027 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -6822036.000000 Penalty: 3622.608887 Iteration 101Q: 3 clusters Score -6822036 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68033 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -6822043.500000 Penalty: 3622.608887 Iteration 102Q: 3 clusters Score -6822044 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68046 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -6822045.500000 Penalty: 3622.608887 Iteration 103Q: 3 clusters Score -6822046 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68049 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -6822043.000000 Penalty: 3622.608887 Iteration 104Q: 3 clusters Score -6822043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68050 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -6822042.000000 Penalty: 3622.608887 Iteration 105Q: 3 clusters Score -6822042 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68050 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -6822042.000000 Penalty: 3622.608887 Iteration 106F: 3 clusters Score -6822042 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Entering Unmasked Estep Score: -355798.156250 Penalty: 1334.277710 Iteration 0F: 2 clusters Score -355798.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -352662.062500 Penalty: 2668.555420 Iteration 0F: 3 clusters Score -352662.1 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -353670.968750 Penalty: 2668.555420 Iteration 1F: 3 clusters Score -353671 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -353971.250000 Penalty: 2668.555420 Iteration 2F: 3 clusters Score -353971.2 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -354212.437500 Penalty: 2668.555420 Iteration 3F: 3 clusters Score -354212.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -354415.531250 Penalty: 2668.555420 Iteration 4F: 3 clusters Score -354415.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -354616.812500 Penalty: 2668.555420 Iteration 5Q: 3 clusters Score -354616.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -354836.718750 Penalty: 2668.555420 Iteration 6F: 3 clusters Score -354836.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -355075.062500 Penalty: 2668.555420 Iteration 7Q: 3 clusters Score -355075.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -355275.750000 Penalty: 2668.555420 Iteration 8Q: 3 clusters Score -355275.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -355427.968750 Penalty: 2668.555420 Iteration 9Q: 3 clusters Score -355428 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -355548.156250 Penalty: 2668.555420 Iteration 10Q: 3 clusters Score -355548.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -355699.968750 Penalty: 2668.555420 Iteration 11Q: 3 clusters Score -355700 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -355757.656250 Penalty: 2668.555420 Iteration 12Q: 3 clusters Score -355757.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -355790.218750 Penalty: 2668.555420 Iteration 13Q: 3 clusters Score -355790.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -355808.750000 Penalty: 2668.555420 Iteration 14Q: 3 clusters Score -355808.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -355822.093750 Penalty: 2668.555420 Iteration 15Q: 3 clusters Score -355822.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -355831.218750 Penalty: 2668.555420 Iteration 16Q: 3 clusters Score -355831.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -355834.968750 Penalty: 2668.555420 Iteration 17Q: 3 clusters Score -355835 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -355842.531250 Penalty: 2668.555420 Iteration 18Q: 3 clusters Score -355842.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -355856.343750 Penalty: 2668.555420 Iteration 19Q: 3 clusters Score -355856.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -355858.281250 Penalty: 2668.555420 Iteration 20F: 3 clusters Score -355858.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2623 members Mstep: Class 4 contains 17281 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5260 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4412 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 12214 members Mstep: Class 12 contains 69320 members Mstep: Class 13 contains 1639 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2173 members Mstep: Class 21 contains 17775 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2931 members Mstep: Class 27 contains 5386 members Mstep: Class 28 contains 29169 members Mstep: Class 29 contains 2679 members Mstep: Class 30 contains 2042 members Entering Unmasked Estep Score: -22266236.000000 Penalty: 60212.980469 Splitting cluster 13 changes total score from -22266924.000000 to -22266236.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Entering Unmasked Estep Score: -29265.923828 Penalty: 955.586670 Iteration 0F: 2 clusters Score -29265.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -28365.369141 Penalty: 1911.173340 Iteration 0F: 3 clusters Score -28365.37 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -28520.716797 Penalty: 1911.173340 Iteration 1F: 3 clusters Score -28520.72 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -28568.041016 Penalty: 1911.173340 Iteration 2F: 3 clusters Score -28568.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -28622.232422 Penalty: 1911.173340 Iteration 3Q: 3 clusters Score -28622.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -28692.720703 Penalty: 1911.173340 Iteration 4Q: 3 clusters Score -28692.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -28747.888672 Penalty: 1911.173340 Iteration 5Q: 3 clusters Score -28747.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -28805.562500 Penalty: 1911.173340 Iteration 6Q: 3 clusters Score -28805.56 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -28953.986328 Penalty: 1911.173340 Iteration 7F: 3 clusters Score -28953.99 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -29088.162109 Penalty: 1911.173340 Iteration 8F: 3 clusters Score -29088.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -29206.363281 Penalty: 1911.173340 Iteration 9Q: 3 clusters Score -29206.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -29314.263672 Penalty: 1911.173340 Iteration 10Q: 3 clusters Score -29314.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -29345.769531 Penalty: 1911.173340 Iteration 11Q: 3 clusters Score -29345.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -29350.382812 Penalty: 1911.173340 Iteration 12Q: 3 clusters Score -29350.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -29350.382812 Penalty: 1911.173340 Iteration 13F: 3 clusters Score -29350.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2623 members Mstep: Class 4 contains 17281 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5260 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4412 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 12214 members Mstep: Class 12 contains 69320 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 180 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2173 members Mstep: Class 21 contains 17775 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2931 members Mstep: Class 27 contains 5386 members Mstep: Class 28 contains 29169 members Mstep: Class 29 contains 2679 members Mstep: Class 30 contains 178 members Entering Unmasked Estep Score: -22265928.000000 Penalty: 60212.980469 Splitting cluster 14 changes total score from -22266924.000000 to -22265928.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (2607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Entering Unmasked Estep Score: -265663.281250 Penalty: 1278.217773 Iteration 0F: 2 clusters Score -265663.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -263160.843750 Penalty: 2556.435547 Iteration 0F: 3 clusters Score -263160.8 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -263692.531250 Penalty: 2556.435547 Iteration 1F: 3 clusters Score -263692.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -263819.250000 Penalty: 2556.435547 Iteration 2F: 3 clusters Score -263819.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -263894.937500 Penalty: 2556.435547 Iteration 3Q: 3 clusters Score -263894.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -263952.250000 Penalty: 2556.435547 Iteration 4Q: 3 clusters Score -263952.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -263982.031250 Penalty: 2556.435547 Iteration 5Q: 3 clusters Score -263982 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -264003.562500 Penalty: 2556.435547 Iteration 6Q: 3 clusters Score -264003.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -264025.937500 Penalty: 2556.435547 Iteration 7Q: 3 clusters Score -264025.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -264043.750000 Penalty: 2556.435547 Iteration 8Q: 3 clusters Score -264043.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -264057.656250 Penalty: 2556.435547 Iteration 9Q: 3 clusters Score -264057.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -264073.031250 Penalty: 2556.435547 Iteration 10Q: 3 clusters Score -264073 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -264083.062500 Penalty: 2556.435547 Iteration 11Q: 3 clusters Score -264083.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -264090.875000 Penalty: 2556.435547 Iteration 12Q: 3 clusters Score -264090.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -264099.187500 Penalty: 2556.435547 Iteration 13Q: 3 clusters Score -264099.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -264107.312500 Penalty: 2556.435547 Iteration 14Q: 3 clusters Score -264107.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -264111.281250 Penalty: 2556.435547 Iteration 15Q: 3 clusters Score -264111.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -264116.531250 Penalty: 2556.435547 Iteration 16Q: 3 clusters Score -264116.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -264119.750000 Penalty: 2556.435547 Iteration 17Q: 3 clusters Score -264119.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -264122.250000 Penalty: 2556.435547 Iteration 18Q: 3 clusters Score -264122.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -264126.187500 Penalty: 2556.435547 Iteration 19Q: 3 clusters Score -264126.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -264129.062500 Penalty: 2556.435547 Iteration 20F: 3 clusters Score -264129.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -264131.156250 Penalty: 2556.435547 Iteration 21Q: 3 clusters Score -264131.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -264132.187500 Penalty: 2556.435547 Iteration 22Q: 3 clusters Score -264132.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -264132.937500 Penalty: 2556.435547 Iteration 23Q: 3 clusters Score -264132.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -264134.750000 Penalty: 2556.435547 Iteration 24Q: 3 clusters Score -264134.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -264135.000000 Penalty: 2556.435547 Iteration 25Q: 3 clusters Score -264135 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -264135.718750 Penalty: 2556.435547 Iteration 26Q: 3 clusters Score -264135.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -264135.937500 Penalty: 2556.435547 Iteration 27Q: 3 clusters Score -264135.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -264135.937500 Penalty: 2556.435547 Iteration 28F: 3 clusters Score -264135.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -62340.746094 Penalty: 1069.353760 Iteration 0F: 2 clusters Score -62340.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -61178.339844 Penalty: 2138.707520 Iteration 0F: 3 clusters Score -61178.34 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -61483.996094 Penalty: 2138.707520 Iteration 1F: 3 clusters Score -61484 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -61605.898438 Penalty: 2138.707520 Iteration 2F: 3 clusters Score -61605.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -61676.734375 Penalty: 2138.707520 Iteration 3F: 3 clusters Score -61676.73 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -61724.500000 Penalty: 2138.707520 Iteration 4Q: 3 clusters Score -61724.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -61766.585938 Penalty: 2138.707520 Iteration 5Q: 3 clusters Score -61766.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -61827.582031 Penalty: 2138.707520 Iteration 6Q: 3 clusters Score -61827.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -61857.578125 Penalty: 2138.707520 Iteration 7Q: 3 clusters Score -61857.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -61872.062500 Penalty: 2138.707520 Iteration 8Q: 3 clusters Score -61872.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -61880.152344 Penalty: 2138.707520 Iteration 9Q: 3 clusters Score -61880.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -61889.957031 Penalty: 2138.707520 Iteration 10Q: 3 clusters Score -61889.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -61896.539062 Penalty: 2138.707520 Iteration 11Q: 3 clusters Score -61896.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -61899.812500 Penalty: 2138.707520 Iteration 12Q: 3 clusters Score -61899.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -61905.199219 Penalty: 2138.707520 Iteration 13Q: 3 clusters Score -61905.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -61905.777344 Penalty: 2138.707520 Iteration 14Q: 3 clusters Score -61905.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -61905.777344 Penalty: 2138.707520 Iteration 15F: 3 clusters Score -61905.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Entering Unmasked Estep Score: -161815.546875 Penalty: 1204.868042 Iteration 0F: 2 clusters Score -161815.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -159938.156250 Penalty: 2409.736084 Iteration 0F: 3 clusters Score -159938.2 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -160369.234375 Penalty: 2409.736084 Iteration 1F: 3 clusters Score -160369.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -160520.593750 Penalty: 2409.736084 Iteration 2F: 3 clusters Score -160520.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -160621.484375 Penalty: 2409.736084 Iteration 3F: 3 clusters Score -160621.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -160683.875000 Penalty: 2409.736084 Iteration 4Q: 3 clusters Score -160683.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -160759.312500 Penalty: 2409.736084 Iteration 5Q: 3 clusters Score -160759.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -160819.500000 Penalty: 2409.736084 Iteration 6Q: 3 clusters Score -160819.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -160879.578125 Penalty: 2409.736084 Iteration 7Q: 3 clusters Score -160879.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -160941.062500 Penalty: 2409.736084 Iteration 8Q: 3 clusters Score -160941.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -160975.937500 Penalty: 2409.736084 Iteration 9Q: 3 clusters Score -160975.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -161002.031250 Penalty: 2409.736084 Iteration 10Q: 3 clusters Score -161002 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -161034.000000 Penalty: 2409.736084 Iteration 11Q: 3 clusters Score -161034 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -161071.406250 Penalty: 2409.736084 Iteration 12Q: 3 clusters Score -161071.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -161097.937500 Penalty: 2409.736084 Iteration 13Q: 3 clusters Score -161097.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -161125.296875 Penalty: 2409.736084 Iteration 14Q: 3 clusters Score -161125.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -161142.453125 Penalty: 2409.736084 Iteration 15Q: 3 clusters Score -161142.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -161158.468750 Penalty: 2409.736084 Iteration 16Q: 3 clusters Score -161158.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -161166.031250 Penalty: 2409.736084 Iteration 17Q: 3 clusters Score -161166 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -161172.140625 Penalty: 2409.736084 Iteration 18Q: 3 clusters Score -161172.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -161176.546875 Penalty: 2409.736084 Iteration 19Q: 3 clusters Score -161176.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -161179.187500 Penalty: 2409.736084 Iteration 20F: 3 clusters Score -161179.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -161182.625000 Penalty: 2409.736084 Iteration 21Q: 3 clusters Score -161182.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -161183.328125 Penalty: 2409.736084 Iteration 22Q: 3 clusters Score -161183.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -161183.328125 Penalty: 2409.736084 Iteration 23F: 3 clusters Score -161183.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Entering Unmasked Estep Score: -92858.328125 Penalty: 1120.219116 Iteration 0F: 2 clusters Score -92858.33 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 501 members Entering Unmasked Estep Score: -91535.718750 Penalty: 2240.438232 Iteration 0F: 3 clusters Score -91535.72 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -91856.273438 Penalty: 2240.438232 Iteration 1F: 3 clusters Score -91856.27 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -91951.976562 Penalty: 2240.438232 Iteration 2F: 3 clusters Score -91951.98 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -91997.757812 Penalty: 2240.438232 Iteration 3Q: 3 clusters Score -91997.76 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -92014.195312 Penalty: 2240.438232 Iteration 4Q: 3 clusters Score -92014.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -92017.210938 Penalty: 2240.438232 Iteration 5Q: 3 clusters Score -92017.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -92023.328125 Penalty: 2240.438232 Iteration 6Q: 3 clusters Score -92023.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -92027.109375 Penalty: 2240.438232 Iteration 7Q: 3 clusters Score -92027.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -92028.601562 Penalty: 2240.438232 Iteration 8Q: 3 clusters Score -92028.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -92033.867188 Penalty: 2240.438232 Iteration 9Q: 3 clusters Score -92033.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -92040.601562 Penalty: 2240.438232 Iteration 10Q: 3 clusters Score -92040.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -92051.210938 Penalty: 2240.438232 Iteration 11Q: 3 clusters Score -92051.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -92059.781250 Penalty: 2240.438232 Iteration 12Q: 3 clusters Score -92059.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -92078.734375 Penalty: 2240.438232 Iteration 13Q: 3 clusters Score -92078.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -92113.679688 Penalty: 2240.438232 Iteration 14Q: 3 clusters Score -92113.68 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -92145.242188 Penalty: 2240.438232 Iteration 15Q: 3 clusters Score -92145.24 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -92174.367188 Penalty: 2240.438232 Iteration 16Q: 3 clusters Score -92174.37 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -92204.179688 Penalty: 2240.438232 Iteration 17Q: 3 clusters Score -92204.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -92236.085938 Penalty: 2240.438232 Iteration 18Q: 3 clusters Score -92236.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -92262.085938 Penalty: 2240.438232 Iteration 19Q: 3 clusters Score -92262.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -92280.429688 Penalty: 2240.438232 Iteration 20F: 3 clusters Score -92280.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -92294.968750 Penalty: 2240.438232 Iteration 21Q: 3 clusters Score -92294.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -92302.945312 Penalty: 2240.438232 Iteration 22Q: 3 clusters Score -92302.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -92307.093750 Penalty: 2240.438232 Iteration 23Q: 3 clusters Score -92307.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -92309.000000 Penalty: 2240.438232 Iteration 24Q: 3 clusters Score -92309 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -92309.750000 Penalty: 2240.438232 Iteration 25Q: 3 clusters Score -92309.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -92312.132812 Penalty: 2240.438232 Iteration 26Q: 3 clusters Score -92312.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -92313.234375 Penalty: 2240.438232 Iteration 27Q: 3 clusters Score -92313.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -92314.078125 Penalty: 2240.438232 Iteration 28Q: 3 clusters Score -92314.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -92314.859375 Penalty: 2240.438232 Iteration 29Q: 3 clusters Score -92314.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -92315.429688 Penalty: 2240.438232 Iteration 30Q: 3 clusters Score -92315.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -92315.429688 Penalty: 2240.438232 Iteration 31F: 3 clusters Score -92315.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Entering Unmasked Estep Score: -227492.500000 Penalty: 1255.652832 Iteration 0F: 2 clusters Score -227492.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -225210.859375 Penalty: 2511.305664 Iteration 0F: 3 clusters Score -225210.9 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -225706.203125 Penalty: 2511.305664 Iteration 1F: 3 clusters Score -225706.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -225872.515625 Penalty: 2511.305664 Iteration 2F: 3 clusters Score -225872.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -225988.515625 Penalty: 2511.305664 Iteration 3F: 3 clusters Score -225988.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -226120.546875 Penalty: 2511.305664 Iteration 4Q: 3 clusters Score -226120.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -226270.375000 Penalty: 2511.305664 Iteration 5F: 3 clusters Score -226270.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -226408.671875 Penalty: 2511.305664 Iteration 6Q: 3 clusters Score -226408.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -226508.953125 Penalty: 2511.305664 Iteration 7Q: 3 clusters Score -226509 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -226589.234375 Penalty: 2511.305664 Iteration 8Q: 3 clusters Score -226589.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -226655.859375 Penalty: 2511.305664 Iteration 9Q: 3 clusters Score -226655.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -226718.484375 Penalty: 2511.305664 Iteration 10Q: 3 clusters Score -226718.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -226760.875000 Penalty: 2511.305664 Iteration 11Q: 3 clusters Score -226760.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -226794.328125 Penalty: 2511.305664 Iteration 12Q: 3 clusters Score -226794.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -226817.937500 Penalty: 2511.305664 Iteration 13Q: 3 clusters Score -226817.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -226843.531250 Penalty: 2511.305664 Iteration 14Q: 3 clusters Score -226843.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -226872.359375 Penalty: 2511.305664 Iteration 15Q: 3 clusters Score -226872.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -226899.375000 Penalty: 2511.305664 Iteration 16Q: 3 clusters Score -226899.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -226915.984375 Penalty: 2511.305664 Iteration 17Q: 3 clusters Score -226916 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -226934.406250 Penalty: 2511.305664 Iteration 18Q: 3 clusters Score -226934.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -226957.250000 Penalty: 2511.305664 Iteration 19Q: 3 clusters Score -226957.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -226985.828125 Penalty: 2511.305664 Iteration 20F: 3 clusters Score -226985.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -227033.687500 Penalty: 2511.305664 Iteration 21Q: 3 clusters Score -227033.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -227104.625000 Penalty: 2511.305664 Iteration 22Q: 3 clusters Score -227104.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -227127.296875 Penalty: 2511.305664 Iteration 23Q: 3 clusters Score -227127.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -227142.312500 Penalty: 2511.305664 Iteration 24Q: 3 clusters Score -227142.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -227148.046875 Penalty: 2511.305664 Iteration 25Q: 3 clusters Score -227148 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -227151.265625 Penalty: 2511.305664 Iteration 26Q: 3 clusters Score -227151.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -227152.859375 Penalty: 2511.305664 Iteration 27Q: 3 clusters Score -227152.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -227152.859375 Penalty: 2511.305664 Iteration 28F: 3 clusters Score -227152.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Entering Unmasked Estep Score: -221695.531250 Penalty: 1248.627930 Iteration 0F: 2 clusters Score -221695.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -219511.734375 Penalty: 2497.255859 Iteration 0F: 3 clusters Score -219511.7 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -219943.859375 Penalty: 2497.255859 Iteration 1F: 3 clusters Score -219943.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -220043.765625 Penalty: 2497.255859 Iteration 2F: 3 clusters Score -220043.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -220110.843750 Penalty: 2497.255859 Iteration 3Q: 3 clusters Score -220110.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -220158.734375 Penalty: 2497.255859 Iteration 4Q: 3 clusters Score -220158.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -220200.953125 Penalty: 2497.255859 Iteration 5Q: 3 clusters Score -220201 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -220241.078125 Penalty: 2497.255859 Iteration 6Q: 3 clusters Score -220241.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -220271.515625 Penalty: 2497.255859 Iteration 7Q: 3 clusters Score -220271.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -220298.562500 Penalty: 2497.255859 Iteration 8Q: 3 clusters Score -220298.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -220317.609375 Penalty: 2497.255859 Iteration 9Q: 3 clusters Score -220317.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -220334.000000 Penalty: 2497.255859 Iteration 10Q: 3 clusters Score -220334 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -220349.593750 Penalty: 2497.255859 Iteration 11Q: 3 clusters Score -220349.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -220364.062500 Penalty: 2497.255859 Iteration 12Q: 3 clusters Score -220364.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -220378.843750 Penalty: 2497.255859 Iteration 13Q: 3 clusters Score -220378.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -220396.828125 Penalty: 2497.255859 Iteration 14Q: 3 clusters Score -220396.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -220414.234375 Penalty: 2497.255859 Iteration 15Q: 3 clusters Score -220414.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -220428.765625 Penalty: 2497.255859 Iteration 16Q: 3 clusters Score -220428.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -220445.078125 Penalty: 2497.255859 Iteration 17Q: 3 clusters Score -220445.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -220459.734375 Penalty: 2497.255859 Iteration 18Q: 3 clusters Score -220459.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -220472.218750 Penalty: 2497.255859 Iteration 19Q: 3 clusters Score -220472.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -220485.406250 Penalty: 2497.255859 Iteration 20F: 3 clusters Score -220485.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -220493.406250 Penalty: 2497.255859 Iteration 21Q: 3 clusters Score -220493.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -220501.375000 Penalty: 2497.255859 Iteration 22Q: 3 clusters Score -220501.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -220504.046875 Penalty: 2497.255859 Iteration 23Q: 3 clusters Score -220504 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -220506.875000 Penalty: 2497.255859 Iteration 24Q: 3 clusters Score -220506.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -220510.296875 Penalty: 2497.255859 Iteration 25Q: 3 clusters Score -220510.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -220514.765625 Penalty: 2497.255859 Iteration 26Q: 3 clusters Score -220514.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -220518.562500 Penalty: 2497.255859 Iteration 27Q: 3 clusters Score -220518.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -220522.421875 Penalty: 2497.255859 Iteration 28Q: 3 clusters Score -220522.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -220523.281250 Penalty: 2497.255859 Iteration 29Q: 3 clusters Score -220523.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -220524.453125 Penalty: 2497.255859 Iteration 30Q: 3 clusters Score -220524.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -220526.015625 Penalty: 2497.255859 Iteration 31Q: 3 clusters Score -220526 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -220528.015625 Penalty: 2497.255859 Iteration 32Q: 3 clusters Score -220528 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -220530.062500 Penalty: 2497.255859 Iteration 33Q: 3 clusters Score -220530.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -220531.234375 Penalty: 2497.255859 Iteration 34Q: 3 clusters Score -220531.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -220532.703125 Penalty: 2497.255859 Iteration 35Q: 3 clusters Score -220532.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -220533.000000 Penalty: 2497.255859 Iteration 36Q: 3 clusters Score -220533 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -220533.000000 Penalty: 2497.255859 Iteration 37F: 3 clusters Score -220533 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (17775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17775 members Entering Unmasked Estep Score: -1702902.875000 Penalty: 1590.151611 Iteration 0F: 2 clusters Score -1702903 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8823 members Mstep: Class 2 contains 8952 members Entering Unmasked Estep Score: -1690736.875000 Penalty: 3180.303223 Iteration 0F: 3 clusters Score -1690737 nChanged 7967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 9191 members Entering Unmasked Estep Score: -1695112.250000 Penalty: 3180.303223 Iteration 1F: 3 clusters Score -1695112 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -1695420.250000 Penalty: 3180.303223 Iteration 2F: 3 clusters Score -1695420 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 9636 members Entering Unmasked Estep Score: -1695724.250000 Penalty: 3180.303223 Iteration 3Q: 3 clusters Score -1695724 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -1696084.250000 Penalty: 3180.303223 Iteration 4Q: 3 clusters Score -1696084 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 10381 members Entering Unmasked Estep Score: -1696575.250000 Penalty: 3180.303223 Iteration 5F: 3 clusters Score -1696575 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 10947 members Entering Unmasked Estep Score: -1697303.750000 Penalty: 3180.303223 Iteration 6F: 3 clusters Score -1697304 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 11562 members Entering Unmasked Estep Score: -1698301.625000 Penalty: 3180.303223 Iteration 7F: 3 clusters Score -1698302 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 12071 members Entering Unmasked Estep Score: -1699395.750000 Penalty: 3180.303223 Iteration 8F: 3 clusters Score -1699396 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 12405 members Entering Unmasked Estep Score: -1700268.500000 Penalty: 3180.303223 Iteration 9F: 3 clusters Score -1700268 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 12463 members Entering Unmasked Estep Score: -1700809.125000 Penalty: 3180.303223 Iteration 10Q: 3 clusters Score -1700809 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -1701063.750000 Penalty: 3180.303223 Iteration 11Q: 3 clusters Score -1701064 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 12419 members Entering Unmasked Estep Score: -1701167.375000 Penalty: 3180.303223 Iteration 12Q: 3 clusters Score -1701167 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 12408 members Entering Unmasked Estep Score: -1701219.875000 Penalty: 3180.303223 Iteration 13Q: 3 clusters Score -1701220 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 12404 members Entering Unmasked Estep Score: -1701245.875000 Penalty: 3180.303223 Iteration 14Q: 3 clusters Score -1701246 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 12381 members Entering Unmasked Estep Score: -1701249.750000 Penalty: 3180.303223 Iteration 15Q: 3 clusters Score -1701250 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 12371 members Entering Unmasked Estep Score: -1701256.000000 Penalty: 3180.303223 Iteration 16Q: 3 clusters Score -1701256 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 12365 members Entering Unmasked Estep Score: -1701256.125000 Penalty: 3180.303223 Iteration 17Q: 3 clusters Score -1701256 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 12360 members Entering Unmasked Estep Score: -1701261.625000 Penalty: 3180.303223 Iteration 18Q: 3 clusters Score -1701262 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 12359 members Entering Unmasked Estep Score: -1701270.500000 Penalty: 3180.303223 Iteration 19Q: 3 clusters Score -1701270 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 12355 members Entering Unmasked Estep Score: -1701272.625000 Penalty: 3180.303223 Iteration 20F: 3 clusters Score -1701273 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 12350 members Entering Unmasked Estep Score: -1701272.125000 Penalty: 3180.303223 Iteration 21Q: 3 clusters Score -1701272 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -1701277.750000 Penalty: 3180.303223 Iteration 22Q: 3 clusters Score -1701278 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 12350 members Entering Unmasked Estep Score: -1701276.375000 Penalty: 3180.303223 Iteration 23Q: 3 clusters Score -1701276 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 12348 members Entering Unmasked Estep Score: -1701278.625000 Penalty: 3180.303223 Iteration 24Q: 3 clusters Score -1701279 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -1701280.625000 Penalty: 3180.303223 Iteration 25Q: 3 clusters Score -1701281 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 12346 members Entering Unmasked Estep Score: -1701283.625000 Penalty: 3180.303223 Iteration 26Q: 3 clusters Score -1701284 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -1701285.250000 Penalty: 3180.303223 Iteration 27Q: 3 clusters Score -1701285 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 12352 members Entering Unmasked Estep Score: -1701283.125000 Penalty: 3180.303223 Iteration 28Q: 3 clusters Score -1701283 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 12355 members Entering Unmasked Estep Score: -1701284.500000 Penalty: 3180.303223 Iteration 29Q: 3 clusters Score -1701284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -1701286.000000 Penalty: 3180.303223 Iteration 30Q: 3 clusters Score -1701286 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -1701283.375000 Penalty: 3180.303223 Iteration 31Q: 3 clusters Score -1701283 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -1701283.375000 Penalty: 3180.303223 Iteration 32F: 3 clusters Score -1701283 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Entering Unmasked Estep Score: -361425.250000 Penalty: 1338.890991 Iteration 0F: 2 clusters Score -361425.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -358262.625000 Penalty: 2677.781982 Iteration 0F: 3 clusters Score -358262.6 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -359171.531250 Penalty: 2677.781982 Iteration 1F: 3 clusters Score -359171.5 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -359516.343750 Penalty: 2677.781982 Iteration 2F: 3 clusters Score -359516.3 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -359857.281250 Penalty: 2677.781982 Iteration 3F: 3 clusters Score -359857.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -360153.562500 Penalty: 2677.781982 Iteration 4F: 3 clusters Score -360153.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -360422.468750 Penalty: 2677.781982 Iteration 5F: 3 clusters Score -360422.5 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -360625.093750 Penalty: 2677.781982 Iteration 6F: 3 clusters Score -360625.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -360765.343750 Penalty: 2677.781982 Iteration 7Q: 3 clusters Score -360765.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -360836.468750 Penalty: 2677.781982 Iteration 8Q: 3 clusters Score -360836.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -360882.375000 Penalty: 2677.781982 Iteration 9Q: 3 clusters Score -360882.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -360914.593750 Penalty: 2677.781982 Iteration 10Q: 3 clusters Score -360914.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -360936.562500 Penalty: 2677.781982 Iteration 11Q: 3 clusters Score -360936.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -360948.343750 Penalty: 2677.781982 Iteration 12Q: 3 clusters Score -360948.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -360954.562500 Penalty: 2677.781982 Iteration 13Q: 3 clusters Score -360954.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -360959.375000 Penalty: 2677.781982 Iteration 14Q: 3 clusters Score -360959.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -360963.125000 Penalty: 2677.781982 Iteration 15Q: 3 clusters Score -360963.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -360966.187500 Penalty: 2677.781982 Iteration 16Q: 3 clusters Score -360966.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -360967.593750 Penalty: 2677.781982 Iteration 17Q: 3 clusters Score -360967.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -360968.562500 Penalty: 2677.781982 Iteration 18Q: 3 clusters Score -360968.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -360970.000000 Penalty: 2677.781982 Iteration 19Q: 3 clusters Score -360970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -360969.968750 Penalty: 2677.781982 Iteration 20F: 3 clusters Score -360970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -360970.093750 Penalty: 2677.781982 Iteration 21Q: 3 clusters Score -360970.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -360971.406250 Penalty: 2677.781982 Iteration 22Q: 3 clusters Score -360971.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -360971.625000 Penalty: 2677.781982 Iteration 23Q: 3 clusters Score -360971.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -360972.156250 Penalty: 2677.781982 Iteration 24Q: 3 clusters Score -360972.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -360972.156250 Penalty: 2677.781982 Iteration 25F: 3 clusters Score -360972.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -100704.703125 Penalty: 1129.662964 Iteration 0F: 2 clusters Score -100704.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -99268.085938 Penalty: 2259.325928 Iteration 0F: 3 clusters Score -99268.09 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -99525.937500 Penalty: 2259.325928 Iteration 1F: 3 clusters Score -99525.94 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -99606.976562 Penalty: 2259.325928 Iteration 2F: 3 clusters Score -99606.98 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -99654.117188 Penalty: 2259.325928 Iteration 3Q: 3 clusters Score -99654.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -99674.789062 Penalty: 2259.325928 Iteration 4Q: 3 clusters Score -99674.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -99680.828125 Penalty: 2259.325928 Iteration 5Q: 3 clusters Score -99680.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -99683.351562 Penalty: 2259.325928 Iteration 6Q: 3 clusters Score -99683.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -99685.125000 Penalty: 2259.325928 Iteration 7Q: 3 clusters Score -99685.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -99685.515625 Penalty: 2259.325928 Iteration 8Q: 3 clusters Score -99685.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -99685.859375 Penalty: 2259.325928 Iteration 9Q: 3 clusters Score -99685.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -99686.867188 Penalty: 2259.325928 Iteration 10Q: 3 clusters Score -99686.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -99687.625000 Penalty: 2259.325928 Iteration 11Q: 3 clusters Score -99687.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -99688.828125 Penalty: 2259.325928 Iteration 12Q: 3 clusters Score -99688.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -99689.726562 Penalty: 2259.325928 Iteration 13Q: 3 clusters Score -99689.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -99689.726562 Penalty: 2259.325928 Iteration 14F: 3 clusters Score -99689.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Entering Unmasked Estep Score: -347694.312500 Penalty: 1329.211182 Iteration 0F: 2 clusters Score -347694.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -344604.937500 Penalty: 2658.422363 Iteration 0F: 3 clusters Score -344604.9 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -345442.781250 Penalty: 2658.422363 Iteration 1F: 3 clusters Score -345442.8 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -345631.062500 Penalty: 2658.422363 Iteration 2F: 3 clusters Score -345631.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -345743.906250 Penalty: 2658.422363 Iteration 3F: 3 clusters Score -345743.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -345825.781250 Penalty: 2658.422363 Iteration 4Q: 3 clusters Score -345825.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -345890.281250 Penalty: 2658.422363 Iteration 5Q: 3 clusters Score -345890.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -345953.812500 Penalty: 2658.422363 Iteration 6Q: 3 clusters Score -345953.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -346015.781250 Penalty: 2658.422363 Iteration 7Q: 3 clusters Score -346015.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -346071.906250 Penalty: 2658.422363 Iteration 8Q: 3 clusters Score -346071.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -346113.343750 Penalty: 2658.422363 Iteration 9Q: 3 clusters Score -346113.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -346145.562500 Penalty: 2658.422363 Iteration 10Q: 3 clusters Score -346145.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -346188.312500 Penalty: 2658.422363 Iteration 11Q: 3 clusters Score -346188.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -346246.531250 Penalty: 2658.422363 Iteration 12Q: 3 clusters Score -346246.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -346305.312500 Penalty: 2658.422363 Iteration 13Q: 3 clusters Score -346305.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -346377.156250 Penalty: 2658.422363 Iteration 14Q: 3 clusters Score -346377.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -346439.906250 Penalty: 2658.422363 Iteration 15Q: 3 clusters Score -346439.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -346484.968750 Penalty: 2658.422363 Iteration 16Q: 3 clusters Score -346485 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -346515.468750 Penalty: 2658.422363 Iteration 17Q: 3 clusters Score -346515.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -346540.750000 Penalty: 2658.422363 Iteration 18Q: 3 clusters Score -346540.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -346556.531250 Penalty: 2658.422363 Iteration 19Q: 3 clusters Score -346556.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -346567.718750 Penalty: 2658.422363 Iteration 20F: 3 clusters Score -346567.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -346574.843750 Penalty: 2658.422363 Iteration 21Q: 3 clusters Score -346574.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -346581.687500 Penalty: 2658.422363 Iteration 22Q: 3 clusters Score -346581.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -346590.062500 Penalty: 2658.422363 Iteration 23Q: 3 clusters Score -346590.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -346595.937500 Penalty: 2658.422363 Iteration 24Q: 3 clusters Score -346595.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -346602.156250 Penalty: 2658.422363 Iteration 25Q: 3 clusters Score -346602.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -346607.281250 Penalty: 2658.422363 Iteration 26Q: 3 clusters Score -346607.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -346613.312500 Penalty: 2658.422363 Iteration 27Q: 3 clusters Score -346613.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -346621.875000 Penalty: 2658.422363 Iteration 28Q: 3 clusters Score -346621.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -346635.375000 Penalty: 2658.422363 Iteration 29Q: 3 clusters Score -346635.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -346657.531250 Penalty: 2658.422363 Iteration 30Q: 3 clusters Score -346657.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -346682.343750 Penalty: 2658.422363 Iteration 31Q: 3 clusters Score -346682.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -346714.593750 Penalty: 2658.422363 Iteration 32Q: 3 clusters Score -346714.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -346749.718750 Penalty: 2658.422363 Iteration 33Q: 3 clusters Score -346749.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -346779.375000 Penalty: 2658.422363 Iteration 34Q: 3 clusters Score -346779.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -346804.187500 Penalty: 2658.422363 Iteration 35Q: 3 clusters Score -346804.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -346825.031250 Penalty: 2658.422363 Iteration 36Q: 3 clusters Score -346825 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -346841.718750 Penalty: 2658.422363 Iteration 37Q: 3 clusters Score -346841.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -346860.500000 Penalty: 2658.422363 Iteration 38Q: 3 clusters Score -346860.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -346875.968750 Penalty: 2658.422363 Iteration 39Q: 3 clusters Score -346876 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -346891.062500 Penalty: 2658.422363 Iteration 40F: 3 clusters Score -346891.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -346895.750000 Penalty: 2658.422363 Iteration 41Q: 3 clusters Score -346895.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -346902.906250 Penalty: 2658.422363 Iteration 42Q: 3 clusters Score -346902.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -346908.093750 Penalty: 2658.422363 Iteration 43Q: 3 clusters Score -346908.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -346910.968750 Penalty: 2658.422363 Iteration 44Q: 3 clusters Score -346911 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -346913.750000 Penalty: 2658.422363 Iteration 45Q: 3 clusters Score -346913.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -346915.406250 Penalty: 2658.422363 Iteration 46Q: 3 clusters Score -346915.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -346916.500000 Penalty: 2658.422363 Iteration 47Q: 3 clusters Score -346916.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -346918.281250 Penalty: 2658.422363 Iteration 48Q: 3 clusters Score -346918.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -346918.218750 Penalty: 2658.422363 Iteration 49Q: 3 clusters Score -346918.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -346920.781250 Penalty: 2658.422363 Iteration 50Q: 3 clusters Score -346920.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -346921.906250 Penalty: 2658.422363 Iteration 51Q: 3 clusters Score -346921.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -346922.843750 Penalty: 2658.422363 Iteration 52Q: 3 clusters Score -346922.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -346923.937500 Penalty: 2658.422363 Iteration 53Q: 3 clusters Score -346923.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -346925.156250 Penalty: 2658.422363 Iteration 54Q: 3 clusters Score -346925.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -346926.937500 Penalty: 2658.422363 Iteration 55Q: 3 clusters Score -346926.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -346926.937500 Penalty: 2658.422363 Iteration 56F: 3 clusters Score -346926.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Entering Unmasked Estep Score: -58996.398438 Penalty: 1053.256226 Iteration 0F: 2 clusters Score -58996.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -57906.968750 Penalty: 2106.512451 Iteration 0F: 3 clusters Score -57906.97 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -58463.714844 Penalty: 2106.512451 Iteration 1F: 3 clusters Score -58463.71 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -58764.476562 Penalty: 2106.512451 Iteration 2F: 3 clusters Score -58764.48 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -58893.484375 Penalty: 2106.512451 Iteration 3F: 3 clusters Score -58893.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -58937.132812 Penalty: 2106.512451 Iteration 4Q: 3 clusters Score -58937.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -58953.386719 Penalty: 2106.512451 Iteration 5Q: 3 clusters Score -58953.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -58962.320312 Penalty: 2106.512451 Iteration 6Q: 3 clusters Score -58962.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -58967.167969 Penalty: 2106.512451 Iteration 7Q: 3 clusters Score -58967.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -58970.164062 Penalty: 2106.512451 Iteration 8Q: 3 clusters Score -58970.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -58971.656250 Penalty: 2106.512451 Iteration 9Q: 3 clusters Score -58971.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -58971.656250 Penalty: 2106.512451 Iteration 10F: 3 clusters Score -58971.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Entering Unmasked Estep Score: -269102.656250 Penalty: 1297.253540 Iteration 0F: 2 clusters Score -269102.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -266476.125000 Penalty: 2594.507080 Iteration 0F: 3 clusters Score -266476.1 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -267161.000000 Penalty: 2594.507080 Iteration 1F: 3 clusters Score -267161 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -267379.718750 Penalty: 2594.507080 Iteration 2F: 3 clusters Score -267379.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -267611.468750 Penalty: 2594.507080 Iteration 3F: 3 clusters Score -267611.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -267833.031250 Penalty: 2594.507080 Iteration 4F: 3 clusters Score -267833 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -268031.531250 Penalty: 2594.507080 Iteration 5F: 3 clusters Score -268031.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -268193.562500 Penalty: 2594.507080 Iteration 6F: 3 clusters Score -268193.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -268306.000000 Penalty: 2594.507080 Iteration 7Q: 3 clusters Score -268306 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -268395.531250 Penalty: 2594.507080 Iteration 8Q: 3 clusters Score -268395.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -268448.656250 Penalty: 2594.507080 Iteration 9Q: 3 clusters Score -268448.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -268481.218750 Penalty: 2594.507080 Iteration 10Q: 3 clusters Score -268481.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -268497.906250 Penalty: 2594.507080 Iteration 11Q: 3 clusters Score -268497.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -268507.031250 Penalty: 2594.507080 Iteration 12Q: 3 clusters Score -268507 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -268513.687500 Penalty: 2594.507080 Iteration 13Q: 3 clusters Score -268513.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -268522.562500 Penalty: 2594.507080 Iteration 14Q: 3 clusters Score -268522.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -268529.687500 Penalty: 2594.507080 Iteration 15Q: 3 clusters Score -268529.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -268535.375000 Penalty: 2594.507080 Iteration 16Q: 3 clusters Score -268535.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -268538.500000 Penalty: 2594.507080 Iteration 17Q: 3 clusters Score -268538.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -268539.531250 Penalty: 2594.507080 Iteration 18Q: 3 clusters Score -268539.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -268543.406250 Penalty: 2594.507080 Iteration 19Q: 3 clusters Score -268543.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -268547.468750 Penalty: 2594.507080 Iteration 20F: 3 clusters Score -268547.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -268549.937500 Penalty: 2594.507080 Iteration 21Q: 3 clusters Score -268549.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -268552.187500 Penalty: 2594.507080 Iteration 22Q: 3 clusters Score -268552.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -268553.000000 Penalty: 2594.507080 Iteration 23Q: 3 clusters Score -268553 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -268553.250000 Penalty: 2594.507080 Iteration 24Q: 3 clusters Score -268553.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -268553.250000 Penalty: 2594.507080 Iteration 25F: 3 clusters Score -268553.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Entering Unmasked Estep Score: -545990.687500 Penalty: 1396.128296 Iteration 0F: 2 clusters Score -545990.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -541746.875000 Penalty: 2792.256592 Iteration 0F: 3 clusters Score -541746.9 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -542862.812500 Penalty: 2792.256592 Iteration 1F: 3 clusters Score -542862.8 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -543039.000000 Penalty: 2792.256592 Iteration 2F: 3 clusters Score -543039 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -543171.250000 Penalty: 2792.256592 Iteration 3Q: 3 clusters Score -543171.2 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -543290.250000 Penalty: 2792.256592 Iteration 4Q: 3 clusters Score -543290.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -543390.500000 Penalty: 2792.256592 Iteration 5Q: 3 clusters Score -543390.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -543462.437500 Penalty: 2792.256592 Iteration 6Q: 3 clusters Score -543462.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -543533.187500 Penalty: 2792.256592 Iteration 7Q: 3 clusters Score -543533.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -543613.437500 Penalty: 2792.256592 Iteration 8Q: 3 clusters Score -543613.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -543698.937500 Penalty: 2792.256592 Iteration 9Q: 3 clusters Score -543698.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -543790.250000 Penalty: 2792.256592 Iteration 10Q: 3 clusters Score -543790.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -543890.437500 Penalty: 2792.256592 Iteration 11Q: 3 clusters Score -543890.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -544003.687500 Penalty: 2792.256592 Iteration 12Q: 3 clusters Score -544003.7 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -544136.062500 Penalty: 2792.256592 Iteration 13Q: 3 clusters Score -544136.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -544248.312500 Penalty: 2792.256592 Iteration 14Q: 3 clusters Score -544248.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -544325.875000 Penalty: 2792.256592 Iteration 15Q: 3 clusters Score -544325.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -544381.312500 Penalty: 2792.256592 Iteration 16Q: 3 clusters Score -544381.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -544427.312500 Penalty: 2792.256592 Iteration 17Q: 3 clusters Score -544427.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -544463.250000 Penalty: 2792.256592 Iteration 18Q: 3 clusters Score -544463.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -544499.125000 Penalty: 2792.256592 Iteration 19Q: 3 clusters Score -544499.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -544526.937500 Penalty: 2792.256592 Iteration 20F: 3 clusters Score -544526.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -544555.187500 Penalty: 2792.256592 Iteration 21Q: 3 clusters Score -544555.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -544578.687500 Penalty: 2792.256592 Iteration 22Q: 3 clusters Score -544578.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -544596.500000 Penalty: 2792.256592 Iteration 23Q: 3 clusters Score -544596.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -544615.437500 Penalty: 2792.256592 Iteration 24Q: 3 clusters Score -544615.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -544632.312500 Penalty: 2792.256592 Iteration 25Q: 3 clusters Score -544632.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -544646.125000 Penalty: 2792.256592 Iteration 26Q: 3 clusters Score -544646.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -544657.125000 Penalty: 2792.256592 Iteration 27Q: 3 clusters Score -544657.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -544668.812500 Penalty: 2792.256592 Iteration 28Q: 3 clusters Score -544668.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -544685.437500 Penalty: 2792.256592 Iteration 29Q: 3 clusters Score -544685.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -544693.875000 Penalty: 2792.256592 Iteration 30Q: 3 clusters Score -544693.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -544703.687500 Penalty: 2792.256592 Iteration 31Q: 3 clusters Score -544703.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -544712.562500 Penalty: 2792.256592 Iteration 32Q: 3 clusters Score -544712.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -544715.500000 Penalty: 2792.256592 Iteration 33Q: 3 clusters Score -544715.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -544718.437500 Penalty: 2792.256592 Iteration 34Q: 3 clusters Score -544718.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -544718.687500 Penalty: 2792.256592 Iteration 35Q: 3 clusters Score -544718.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -544720.125000 Penalty: 2792.256592 Iteration 36Q: 3 clusters Score -544720.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -544721.687500 Penalty: 2792.256592 Iteration 37Q: 3 clusters Score -544721.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -544722.625000 Penalty: 2792.256592 Iteration 38Q: 3 clusters Score -544722.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -544726.125000 Penalty: 2792.256592 Iteration 39Q: 3 clusters Score -544726.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -544726.625000 Penalty: 2792.256592 Iteration 40F: 3 clusters Score -544726.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -544726.437500 Penalty: 2792.256592 Iteration 41Q: 3 clusters Score -544726.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -544726.437500 Penalty: 2792.256592 Iteration 42F: 3 clusters Score -544726.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (29169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29169 members Entering Unmasked Estep Score: -2880489.500000 Penalty: 1670.640015 Iteration 0F: 2 clusters Score -2880490 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14480 members Mstep: Class 2 contains 14689 members Entering Unmasked Estep Score: -2860916.000000 Penalty: 3341.280029 Iteration 0F: 3 clusters Score -2860916 nChanged 13416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13996 members Mstep: Class 2 contains 15173 members Entering Unmasked Estep Score: -2868348.250000 Penalty: 3341.280029 Iteration 1F: 3 clusters Score -2868348 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13755 members Mstep: Class 2 contains 15414 members Entering Unmasked Estep Score: -2868863.750000 Penalty: 3341.280029 Iteration 2Q: 3 clusters Score -2868864 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13355 members Mstep: Class 2 contains 15814 members Entering Unmasked Estep Score: -2869399.500000 Penalty: 3341.280029 Iteration 3Q: 3 clusters Score -2869400 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12797 members Mstep: Class 2 contains 16372 members Entering Unmasked Estep Score: -2869994.500000 Penalty: 3341.280029 Iteration 4Q: 3 clusters Score -2869994 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 17114 members Entering Unmasked Estep Score: -2870739.750000 Penalty: 3341.280029 Iteration 5Q: 3 clusters Score -2870740 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11099 members Mstep: Class 2 contains 18070 members Entering Unmasked Estep Score: -2871756.250000 Penalty: 3341.280029 Iteration 6F: 3 clusters Score -2871756 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10004 members Mstep: Class 2 contains 19165 members Entering Unmasked Estep Score: -2873149.250000 Penalty: 3341.280029 Iteration 7F: 3 clusters Score -2873149 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 20069 members Entering Unmasked Estep Score: -2874550.000000 Penalty: 3341.280029 Iteration 8F: 3 clusters Score -2874550 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8382 members Mstep: Class 2 contains 20787 members Entering Unmasked Estep Score: -2875689.000000 Penalty: 3341.280029 Iteration 9Q: 3 clusters Score -2875689 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7816 members Mstep: Class 2 contains 21353 members Entering Unmasked Estep Score: -2876480.500000 Penalty: 3341.280029 Iteration 10Q: 3 clusters Score -2876480 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 21740 members Entering Unmasked Estep Score: -2876925.750000 Penalty: 3341.280029 Iteration 11Q: 3 clusters Score -2876926 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 22125 members Entering Unmasked Estep Score: -2877222.000000 Penalty: 3341.280029 Iteration 12Q: 3 clusters Score -2877222 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 22523 members Entering Unmasked Estep Score: -2877457.000000 Penalty: 3341.280029 Iteration 13Q: 3 clusters Score -2877457 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 22884 members Entering Unmasked Estep Score: -2877623.750000 Penalty: 3341.280029 Iteration 14Q: 3 clusters Score -2877624 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 23190 members Entering Unmasked Estep Score: -2877754.000000 Penalty: 3341.280029 Iteration 15Q: 3 clusters Score -2877754 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 23467 members Entering Unmasked Estep Score: -2877830.500000 Penalty: 3341.280029 Iteration 16Q: 3 clusters Score -2877830 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 23727 members Entering Unmasked Estep Score: -2877920.250000 Penalty: 3341.280029 Iteration 17Q: 3 clusters Score -2877920 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 23957 members Entering Unmasked Estep Score: -2877989.500000 Penalty: 3341.280029 Iteration 18Q: 3 clusters Score -2877990 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 24149 members Entering Unmasked Estep Score: -2878034.250000 Penalty: 3341.280029 Iteration 19Q: 3 clusters Score -2878034 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 24325 members Entering Unmasked Estep Score: -2878077.250000 Penalty: 3341.280029 Iteration 20F: 3 clusters Score -2878077 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 24479 members Entering Unmasked Estep Score: -2878116.250000 Penalty: 3341.280029 Iteration 21Q: 3 clusters Score -2878116 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 24599 members Entering Unmasked Estep Score: -2878139.750000 Penalty: 3341.280029 Iteration 22Q: 3 clusters Score -2878140 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 24723 members Entering Unmasked Estep Score: -2878153.750000 Penalty: 3341.280029 Iteration 23Q: 3 clusters Score -2878154 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 24856 members Entering Unmasked Estep Score: -2878172.250000 Penalty: 3341.280029 Iteration 24Q: 3 clusters Score -2878172 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 24992 members Entering Unmasked Estep Score: -2878212.750000 Penalty: 3341.280029 Iteration 25Q: 3 clusters Score -2878213 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 25105 members Entering Unmasked Estep Score: -2878237.750000 Penalty: 3341.280029 Iteration 26Q: 3 clusters Score -2878238 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 25212 members Entering Unmasked Estep Score: -2878262.250000 Penalty: 3341.280029 Iteration 27Q: 3 clusters Score -2878262 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 25314 members Entering Unmasked Estep Score: -2878280.750000 Penalty: 3341.280029 Iteration 28Q: 3 clusters Score -2878281 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 25405 members Entering Unmasked Estep Score: -2878296.250000 Penalty: 3341.280029 Iteration 29Q: 3 clusters Score -2878296 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 25505 members Entering Unmasked Estep Score: -2878330.750000 Penalty: 3341.280029 Iteration 30Q: 3 clusters Score -2878331 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 25594 members Entering Unmasked Estep Score: -2878343.250000 Penalty: 3341.280029 Iteration 31Q: 3 clusters Score -2878343 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 25678 members Entering Unmasked Estep Score: -2878355.500000 Penalty: 3341.280029 Iteration 32Q: 3 clusters Score -2878356 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 25766 members Entering Unmasked Estep Score: -2878381.500000 Penalty: 3341.280029 Iteration 33Q: 3 clusters Score -2878382 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 25855 members Entering Unmasked Estep Score: -2878403.500000 Penalty: 3341.280029 Iteration 34Q: 3 clusters Score -2878404 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 25941 members Entering Unmasked Estep Score: -2878422.250000 Penalty: 3341.280029 Iteration 35Q: 3 clusters Score -2878422 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 26035 members Entering Unmasked Estep Score: -2878440.250000 Penalty: 3341.280029 Iteration 36Q: 3 clusters Score -2878440 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 26127 members Entering Unmasked Estep Score: -2878470.750000 Penalty: 3341.280029 Iteration 37Q: 3 clusters Score -2878471 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 26212 members Entering Unmasked Estep Score: -2878496.250000 Penalty: 3341.280029 Iteration 38Q: 3 clusters Score -2878496 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 26318 members Entering Unmasked Estep Score: -2878531.250000 Penalty: 3341.280029 Iteration 39Q: 3 clusters Score -2878531 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 26423 members Entering Unmasked Estep Score: -2878559.000000 Penalty: 3341.280029 Iteration 40F: 3 clusters Score -2878559 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 26517 members Entering Unmasked Estep Score: -2878592.500000 Penalty: 3341.280029 Iteration 41Q: 3 clusters Score -2878592 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 26621 members Entering Unmasked Estep Score: -2878638.000000 Penalty: 3341.280029 Iteration 42Q: 3 clusters Score -2878638 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 26710 members Entering Unmasked Estep Score: -2878679.250000 Penalty: 3341.280029 Iteration 43Q: 3 clusters Score -2878679 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 26797 members Entering Unmasked Estep Score: -2878717.250000 Penalty: 3341.280029 Iteration 44Q: 3 clusters Score -2878717 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 26898 members Entering Unmasked Estep Score: -2878780.000000 Penalty: 3341.280029 Iteration 45Q: 3 clusters Score -2878780 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 27005 members Entering Unmasked Estep Score: -2878853.000000 Penalty: 3341.280029 Iteration 46Q: 3 clusters Score -2878853 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 27098 members Entering Unmasked Estep Score: -2878910.500000 Penalty: 3341.280029 Iteration 47Q: 3 clusters Score -2878910 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 27185 members Entering Unmasked Estep Score: -2878968.000000 Penalty: 3341.280029 Iteration 48Q: 3 clusters Score -2878968 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 27260 members Entering Unmasked Estep Score: -2879004.250000 Penalty: 3341.280029 Iteration 49Q: 3 clusters Score -2879004 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 27320 members Entering Unmasked Estep Score: -2879022.000000 Penalty: 3341.280029 Iteration 50Q: 3 clusters Score -2879022 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 27375 members Entering Unmasked Estep Score: -2879039.750000 Penalty: 3341.280029 Iteration 51Q: 3 clusters Score -2879040 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 27422 members Entering Unmasked Estep Score: -2879053.750000 Penalty: 3341.280029 Iteration 52Q: 3 clusters Score -2879054 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 27454 members Entering Unmasked Estep Score: -2879065.750000 Penalty: 3341.280029 Iteration 53Q: 3 clusters Score -2879066 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 27484 members Entering Unmasked Estep Score: -2879068.500000 Penalty: 3341.280029 Iteration 54Q: 3 clusters Score -2879068 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 27505 members Entering Unmasked Estep Score: -2879075.500000 Penalty: 3341.280029 Iteration 55Q: 3 clusters Score -2879076 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 27523 members Entering Unmasked Estep Score: -2879076.750000 Penalty: 3341.280029 Iteration 56Q: 3 clusters Score -2879077 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 27536 members Entering Unmasked Estep Score: -2879078.500000 Penalty: 3341.280029 Iteration 57Q: 3 clusters Score -2879078 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 27554 members Entering Unmasked Estep Score: -2879083.750000 Penalty: 3341.280029 Iteration 58Q: 3 clusters Score -2879084 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 27572 members Entering Unmasked Estep Score: -2879089.250000 Penalty: 3341.280029 Iteration 59Q: 3 clusters Score -2879089 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 27586 members Entering Unmasked Estep Score: -2879085.750000 Penalty: 3341.280029 Iteration 60F: 3 clusters Score -2879086 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 27594 members Entering Unmasked Estep Score: -2879089.000000 Penalty: 3341.280029 Iteration 61Q: 3 clusters Score -2879089 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 27599 members Entering Unmasked Estep Score: -2879092.750000 Penalty: 3341.280029 Iteration 62Q: 3 clusters Score -2879093 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 27605 members Entering Unmasked Estep Score: -2879096.250000 Penalty: 3341.280029 Iteration 63Q: 3 clusters Score -2879096 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 27616 members Entering Unmasked Estep Score: -2879095.000000 Penalty: 3341.280029 Iteration 64Q: 3 clusters Score -2879095 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 27623 members Entering Unmasked Estep Score: -2879104.000000 Penalty: 3341.280029 Iteration 65Q: 3 clusters Score -2879104 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 27635 members Entering Unmasked Estep Score: -2879108.500000 Penalty: 3341.280029 Iteration 66Q: 3 clusters Score -2879108 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 27640 members Entering Unmasked Estep Score: -2879108.000000 Penalty: 3341.280029 Iteration 67Q: 3 clusters Score -2879108 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 27652 members Entering Unmasked Estep Score: -2879106.000000 Penalty: 3341.280029 Iteration 68Q: 3 clusters Score -2879106 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 27661 members Entering Unmasked Estep Score: -2879111.750000 Penalty: 3341.280029 Iteration 69Q: 3 clusters Score -2879112 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 27667 members Entering Unmasked Estep Score: -2879115.500000 Penalty: 3341.280029 Iteration 70Q: 3 clusters Score -2879116 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 27679 members Entering Unmasked Estep Score: -2879118.750000 Penalty: 3341.280029 Iteration 71Q: 3 clusters Score -2879119 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 27687 members Entering Unmasked Estep Score: -2879108.250000 Penalty: 3341.280029 Iteration 72Q: 3 clusters Score -2879108 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 27693 members Entering Unmasked Estep Score: -2879116.250000 Penalty: 3341.280029 Iteration 73Q: 3 clusters Score -2879116 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 27698 members Entering Unmasked Estep Score: -2879115.750000 Penalty: 3341.280029 Iteration 74Q: 3 clusters Score -2879116 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 27703 members Entering Unmasked Estep Score: -2879115.500000 Penalty: 3341.280029 Iteration 75Q: 3 clusters Score -2879116 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 27706 members Entering Unmasked Estep Score: -2879117.250000 Penalty: 3341.280029 Iteration 76Q: 3 clusters Score -2879117 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 27710 members Entering Unmasked Estep Score: -2879116.250000 Penalty: 3341.280029 Iteration 77Q: 3 clusters Score -2879116 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 27713 members Entering Unmasked Estep Score: -2879120.500000 Penalty: 3341.280029 Iteration 78Q: 3 clusters Score -2879120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 27715 members Entering Unmasked Estep Score: -2879117.500000 Penalty: 3341.280029 Iteration 79Q: 3 clusters Score -2879118 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 27718 members Entering Unmasked Estep Score: -2879116.750000 Penalty: 3341.280029 Iteration 80F: 3 clusters Score -2879117 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 27720 members Entering Unmasked Estep Score: -2879115.000000 Penalty: 3341.280029 Iteration 81Q: 3 clusters Score -2879115 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 27722 members Entering Unmasked Estep Score: -2879117.000000 Penalty: 3341.280029 Iteration 82Q: 3 clusters Score -2879117 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 27723 members Entering Unmasked Estep Score: -2879117.250000 Penalty: 3341.280029 Iteration 83Q: 3 clusters Score -2879117 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 27723 members Entering Unmasked Estep Score: -2879119.750000 Penalty: 3341.280029 Iteration 84Q: 3 clusters Score -2879120 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 27724 members Entering Unmasked Estep Score: -2879118.250000 Penalty: 3341.280029 Iteration 85Q: 3 clusters Score -2879118 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 27726 members Entering Unmasked Estep Score: -2879120.250000 Penalty: 3341.280029 Iteration 86Q: 3 clusters Score -2879120 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 27727 members Entering Unmasked Estep Score: -2879119.250000 Penalty: 3341.280029 Iteration 87Q: 3 clusters Score -2879119 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 27728 members Entering Unmasked Estep Score: -2879121.750000 Penalty: 3341.280029 Iteration 88Q: 3 clusters Score -2879122 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 27728 members Entering Unmasked Estep Score: -2879121.750000 Penalty: 3341.280029 Iteration 89F: 3 clusters Score -2879122 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (2679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Entering Unmasked Estep Score: -273175.281250 Penalty: 1282.644775 Iteration 0F: 2 clusters Score -273175.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -270675.343750 Penalty: 2565.289551 Iteration 0F: 3 clusters Score -270675.3 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -271264.843750 Penalty: 2565.289551 Iteration 1F: 3 clusters Score -271264.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -271419.968750 Penalty: 2565.289551 Iteration 2F: 3 clusters Score -271420 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -271502.781250 Penalty: 2565.289551 Iteration 3Q: 3 clusters Score -271502.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -271571.250000 Penalty: 2565.289551 Iteration 4Q: 3 clusters Score -271571.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -271619.312500 Penalty: 2565.289551 Iteration 5Q: 3 clusters Score -271619.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -271651.062500 Penalty: 2565.289551 Iteration 6Q: 3 clusters Score -271651.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -271675.656250 Penalty: 2565.289551 Iteration 7Q: 3 clusters Score -271675.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -271704.093750 Penalty: 2565.289551 Iteration 8Q: 3 clusters Score -271704.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -271732.156250 Penalty: 2565.289551 Iteration 9Q: 3 clusters Score -271732.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -271755.062500 Penalty: 2565.289551 Iteration 10Q: 3 clusters Score -271755.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -271771.593750 Penalty: 2565.289551 Iteration 11Q: 3 clusters Score -271771.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -271786.093750 Penalty: 2565.289551 Iteration 12Q: 3 clusters Score -271786.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -271798.062500 Penalty: 2565.289551 Iteration 13Q: 3 clusters Score -271798.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -271809.250000 Penalty: 2565.289551 Iteration 14Q: 3 clusters Score -271809.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -271816.812500 Penalty: 2565.289551 Iteration 15Q: 3 clusters Score -271816.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -271823.625000 Penalty: 2565.289551 Iteration 16Q: 3 clusters Score -271823.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -271831.843750 Penalty: 2565.289551 Iteration 17Q: 3 clusters Score -271831.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -271840.375000 Penalty: 2565.289551 Iteration 18Q: 3 clusters Score -271840.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -271848.875000 Penalty: 2565.289551 Iteration 19Q: 3 clusters Score -271848.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -271856.812500 Penalty: 2565.289551 Iteration 20F: 3 clusters Score -271856.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -271864.468750 Penalty: 2565.289551 Iteration 21Q: 3 clusters Score -271864.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -271870.531250 Penalty: 2565.289551 Iteration 22Q: 3 clusters Score -271870.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -271875.406250 Penalty: 2565.289551 Iteration 23Q: 3 clusters Score -271875.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -271880.875000 Penalty: 2565.289551 Iteration 24Q: 3 clusters Score -271880.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -271886.562500 Penalty: 2565.289551 Iteration 25Q: 3 clusters Score -271886.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -271889.687500 Penalty: 2565.289551 Iteration 26Q: 3 clusters Score -271889.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -271891.843750 Penalty: 2565.289551 Iteration 27Q: 3 clusters Score -271891.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -271895.343750 Penalty: 2565.289551 Iteration 28Q: 3 clusters Score -271895.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -271897.656250 Penalty: 2565.289551 Iteration 29Q: 3 clusters Score -271897.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -271900.625000 Penalty: 2565.289551 Iteration 30Q: 3 clusters Score -271900.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -271904.343750 Penalty: 2565.289551 Iteration 31Q: 3 clusters Score -271904.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -271906.437500 Penalty: 2565.289551 Iteration 32Q: 3 clusters Score -271906.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -271910.156250 Penalty: 2565.289551 Iteration 33Q: 3 clusters Score -271910.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -271912.531250 Penalty: 2565.289551 Iteration 34Q: 3 clusters Score -271912.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -271914.156250 Penalty: 2565.289551 Iteration 35Q: 3 clusters Score -271914.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -271916.843750 Penalty: 2565.289551 Iteration 36Q: 3 clusters Score -271916.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -271918.375000 Penalty: 2565.289551 Iteration 37Q: 3 clusters Score -271918.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -271919.937500 Penalty: 2565.289551 Iteration 38Q: 3 clusters Score -271919.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -271921.187500 Penalty: 2565.289551 Iteration 39Q: 3 clusters Score -271921.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -271922.781250 Penalty: 2565.289551 Iteration 40F: 3 clusters Score -271922.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -271926.312500 Penalty: 2565.289551 Iteration 41Q: 3 clusters Score -271926.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -271928.750000 Penalty: 2565.289551 Iteration 42Q: 3 clusters Score -271928.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -271932.812500 Penalty: 2565.289551 Iteration 43Q: 3 clusters Score -271932.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -271938.468750 Penalty: 2565.289551 Iteration 44Q: 3 clusters Score -271938.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -271943.531250 Penalty: 2565.289551 Iteration 45Q: 3 clusters Score -271943.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -271945.812500 Penalty: 2565.289551 Iteration 46Q: 3 clusters Score -271945.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -271948.000000 Penalty: 2565.289551 Iteration 47Q: 3 clusters Score -271948 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -271950.656250 Penalty: 2565.289551 Iteration 48Q: 3 clusters Score -271950.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -271955.281250 Penalty: 2565.289551 Iteration 49Q: 3 clusters Score -271955.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -271957.000000 Penalty: 2565.289551 Iteration 50Q: 3 clusters Score -271957 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -271958.250000 Penalty: 2565.289551 Iteration 51Q: 3 clusters Score -271958.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -271959.562500 Penalty: 2565.289551 Iteration 52Q: 3 clusters Score -271959.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -271960.875000 Penalty: 2565.289551 Iteration 53Q: 3 clusters Score -271960.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -271960.875000 Penalty: 2565.289551 Iteration 54F: 3 clusters Score -271960.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2623 members Mstep: Class 4 contains 17281 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5260 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4412 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 12214 members Mstep: Class 12 contains 69320 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2173 members Mstep: Class 21 contains 17775 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2931 members Mstep: Class 27 contains 5386 members Mstep: Class 28 contains 29169 members Mstep: Class 29 contains 2679 members Entering Unmasked Estep ConsiderDeletion Score: -22266886.000000 Penalty: 58205.878906 Iteration 119Q: 30 clusters Score -2.226689e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2623 members Mstep: Class 4 contains 17281 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5274 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 4415 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12206 members Mstep: Class 12 contains 69309 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17772 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2933 members Mstep: Class 27 contains 5389 members Mstep: Class 28 contains 29163 members Mstep: Class 29 contains 2683 members Entering Unmasked Estep ConsiderDeletion Score: -22266906.000000 Penalty: 58205.878906 Iteration 120F: 30 clusters Score -2.226691e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2623 members Mstep: Class 4 contains 17280 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5291 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2633 members Mstep: Class 9 contains 4416 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12196 members Mstep: Class 12 contains 69300 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17768 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2936 members Mstep: Class 27 contains 5391 members Mstep: Class 28 contains 29159 members Mstep: Class 29 contains 2687 members Entering Unmasked Estep ConsiderDeletion Score: -22266916.000000 Penalty: 58205.878906 Iteration 121Q: 30 clusters Score -2.226692e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2622 members Mstep: Class 4 contains 17281 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5305 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 2634 members Mstep: Class 9 contains 4417 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12187 members Mstep: Class 12 contains 69289 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17765 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2939 members Mstep: Class 27 contains 5394 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266906.000000 Penalty: 58205.878906 Iteration 122Q: 30 clusters Score -2.226691e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2621 members Mstep: Class 4 contains 17281 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5319 members Mstep: Class 7 contains 12992 members Mstep: Class 8 contains 2634 members Mstep: Class 9 contains 4417 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12175 members Mstep: Class 12 contains 69283 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17762 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2942 members Mstep: Class 27 contains 5398 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266906.000000 Penalty: 58205.878906 Iteration 123Q: 30 clusters Score -2.226691e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2621 members Mstep: Class 4 contains 17282 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 12992 members Mstep: Class 8 contains 2634 members Mstep: Class 9 contains 4416 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12166 members Mstep: Class 12 contains 69273 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17760 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2944 members Mstep: Class 27 contains 5403 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266922.000000 Penalty: 58205.878906 Iteration 124Q: 30 clusters Score -2.226692e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2621 members Mstep: Class 4 contains 17283 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5345 members Mstep: Class 7 contains 12992 members Mstep: Class 8 contains 2636 members Mstep: Class 9 contains 4417 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12158 members Mstep: Class 12 contains 69263 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17757 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2946 members Mstep: Class 27 contains 5406 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266952.000000 Penalty: 58205.878906 Iteration 125Q: 30 clusters Score -2.226695e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2621 members Mstep: Class 4 contains 17285 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5356 members Mstep: Class 7 contains 12993 members Mstep: Class 8 contains 2639 members Mstep: Class 9 contains 4417 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12150 members Mstep: Class 12 contains 69250 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17753 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2950 members Mstep: Class 27 contains 5410 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266948.000000 Penalty: 58205.878906 Iteration 126Q: 30 clusters Score -2.226695e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2621 members Mstep: Class 4 contains 17286 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5365 members Mstep: Class 7 contains 12994 members Mstep: Class 8 contains 2640 members Mstep: Class 9 contains 4417 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12144 members Mstep: Class 12 contains 69242 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17751 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2953 members Mstep: Class 27 contains 5411 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266936.000000 Penalty: 58205.878906 Iteration 127Q: 30 clusters Score -2.226694e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2621 members Mstep: Class 4 contains 17288 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5374 members Mstep: Class 7 contains 12994 members Mstep: Class 8 contains 2640 members Mstep: Class 9 contains 4417 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12138 members Mstep: Class 12 contains 69231 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17752 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2953 members Mstep: Class 27 contains 5416 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266928.000000 Penalty: 58205.878906 Iteration 128Q: 30 clusters Score -2.226693e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2620 members Mstep: Class 4 contains 17289 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5384 members Mstep: Class 7 contains 12994 members Mstep: Class 8 contains 2640 members Mstep: Class 9 contains 4417 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12131 members Mstep: Class 12 contains 69217 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17753 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2953 members Mstep: Class 27 contains 5425 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266934.000000 Penalty: 58205.878906 Iteration 129Q: 30 clusters Score -2.226693e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17291 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5395 members Mstep: Class 7 contains 12994 members Mstep: Class 8 contains 2640 members Mstep: Class 9 contains 4418 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12125 members Mstep: Class 12 contains 69204 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17753 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2953 members Mstep: Class 27 contains 5431 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266954.000000 Penalty: 58205.878906 Iteration 130Q: 30 clusters Score -2.226695e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17295 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5407 members Mstep: Class 7 contains 12996 members Mstep: Class 8 contains 2640 members Mstep: Class 9 contains 4419 members Mstep: Class 10 contains 1589 members Mstep: Class 11 contains 12116 members Mstep: Class 12 contains 69192 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17753 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2953 members Mstep: Class 27 contains 5434 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266962.000000 Penalty: 58205.878906 Iteration 131Q: 30 clusters Score -2.226696e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17298 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5420 members Mstep: Class 7 contains 12996 members Mstep: Class 8 contains 2640 members Mstep: Class 9 contains 4420 members Mstep: Class 10 contains 1588 members Mstep: Class 11 contains 12105 members Mstep: Class 12 contains 69183 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17753 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2953 members Mstep: Class 27 contains 5438 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266942.000000 Penalty: 58205.878906 Iteration 132Q: 30 clusters Score -2.226694e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17298 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5437 members Mstep: Class 7 contains 12997 members Mstep: Class 8 contains 2640 members Mstep: Class 9 contains 4422 members Mstep: Class 10 contains 1589 members Mstep: Class 11 contains 12091 members Mstep: Class 12 contains 69173 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17753 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2953 members Mstep: Class 27 contains 5441 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266918.000000 Penalty: 58205.878906 Iteration 133Q: 30 clusters Score -2.226692e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17298 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5460 members Mstep: Class 7 contains 12998 members Mstep: Class 8 contains 2640 members Mstep: Class 9 contains 4423 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12073 members Mstep: Class 12 contains 69164 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17753 members Mstep: Class 22 contains 3788 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2953 members Mstep: Class 27 contains 5441 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266920.000000 Penalty: 58205.878906 Iteration 134Q: 30 clusters Score -2.226692e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17298 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5493 members Mstep: Class 7 contains 13000 members Mstep: Class 8 contains 2640 members Mstep: Class 9 contains 4422 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12044 members Mstep: Class 12 contains 69158 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 726 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17752 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2953 members Mstep: Class 27 contains 5441 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266924.000000 Penalty: 58205.878906 Iteration 135Q: 30 clusters Score -2.226692e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17298 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5533 members Mstep: Class 7 contains 13002 members Mstep: Class 8 contains 2640 members Mstep: Class 9 contains 4425 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 12014 members Mstep: Class 12 contains 69144 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 725 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17752 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2953 members Mstep: Class 27 contains 5442 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266932.000000 Penalty: 58205.878906 Iteration 136Q: 30 clusters Score -2.226693e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17297 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5560 members Mstep: Class 7 contains 13003 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 4426 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 11987 members Mstep: Class 12 contains 69141 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 359 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17752 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2954 members Mstep: Class 27 contains 5443 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266928.000000 Penalty: 58205.878906 Iteration 137Q: 30 clusters Score -2.226693e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17296 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5591 members Mstep: Class 7 contains 13005 members Mstep: Class 8 contains 2642 members Mstep: Class 9 contains 4426 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 11960 members Mstep: Class 12 contains 69129 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 359 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17754 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2954 members Mstep: Class 27 contains 5446 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266938.000000 Penalty: 58205.878906 Iteration 138Q: 30 clusters Score -2.226694e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17299 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5619 members Mstep: Class 7 contains 13006 members Mstep: Class 8 contains 2644 members Mstep: Class 9 contains 4426 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 11937 members Mstep: Class 12 contains 69116 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 359 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 726 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17754 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2954 members Mstep: Class 27 contains 5447 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266950.000000 Penalty: 58205.878906 Iteration 139Q: 30 clusters Score -2.226695e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17302 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5649 members Mstep: Class 7 contains 13006 members Mstep: Class 8 contains 2644 members Mstep: Class 9 contains 4425 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 11911 members Mstep: Class 12 contains 69111 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 359 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 724 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17755 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2954 members Mstep: Class 27 contains 5447 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266976.000000 Penalty: 58205.878906 Iteration 140F: 30 clusters Score -2.226698e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17303 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5676 members Mstep: Class 7 contains 13007 members Mstep: Class 8 contains 2648 members Mstep: Class 9 contains 4429 members Mstep: Class 10 contains 1589 members Mstep: Class 11 contains 11884 members Mstep: Class 12 contains 69105 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 359 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17752 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2955 members Mstep: Class 27 contains 5447 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266980.000000 Penalty: 58205.878906 Iteration 141Q: 30 clusters Score -2.226698e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17305 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5708 members Mstep: Class 7 contains 13008 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4430 members Mstep: Class 10 contains 1588 members Mstep: Class 11 contains 11855 members Mstep: Class 12 contains 69097 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 359 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17753 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2955 members Mstep: Class 27 contains 5448 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266990.000000 Penalty: 58205.878906 Iteration 142Q: 30 clusters Score -2.226699e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2619 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 5730 members Mstep: Class 7 contains 13010 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4432 members Mstep: Class 10 contains 1587 members Mstep: Class 11 contains 11836 members Mstep: Class 12 contains 69091 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 359 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 719 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17756 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2955 members Mstep: Class 27 contains 5449 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266974.000000 Penalty: 58205.878906 Iteration 143Q: 30 clusters Score -2.226697e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2618 members Mstep: Class 4 contains 17303 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5752 members Mstep: Class 7 contains 13011 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4435 members Mstep: Class 10 contains 1587 members Mstep: Class 11 contains 11813 members Mstep: Class 12 contains 69089 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 359 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 717 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17754 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2955 members Mstep: Class 27 contains 5453 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266970.000000 Penalty: 58205.878906 Iteration 144Q: 30 clusters Score -2.226697e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18075 members Mstep: Class 3 contains 2617 members Mstep: Class 4 contains 17303 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5773 members Mstep: Class 7 contains 13012 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4438 members Mstep: Class 10 contains 1587 members Mstep: Class 11 contains 11791 members Mstep: Class 12 contains 69081 members Mstep: Class 13 contains 3682 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 718 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17753 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2956 members Mstep: Class 27 contains 5458 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266984.000000 Penalty: 58205.878906 Iteration 145Q: 30 clusters Score -2.226698e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18074 members Mstep: Class 3 contains 2617 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5787 members Mstep: Class 7 contains 13013 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4443 members Mstep: Class 10 contains 1587 members Mstep: Class 11 contains 11773 members Mstep: Class 12 contains 69073 members Mstep: Class 13 contains 3682 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 720 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17750 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5463 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267002.000000 Penalty: 58205.878906 Iteration 146Q: 30 clusters Score -2.2267e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18073 members Mstep: Class 3 contains 2616 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5808 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4449 members Mstep: Class 10 contains 1587 members Mstep: Class 11 contains 11754 members Mstep: Class 12 contains 69062 members Mstep: Class 13 contains 3682 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 719 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17749 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5469 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267012.000000 Penalty: 58205.878906 Iteration 147Q: 30 clusters Score -2.226701e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18071 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5827 members Mstep: Class 7 contains 13013 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4453 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11736 members Mstep: Class 12 contains 69054 members Mstep: Class 13 contains 3682 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 719 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17748 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5478 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267000.000000 Penalty: 58205.878906 Iteration 148Q: 30 clusters Score -2.2267e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18071 members Mstep: Class 3 contains 2614 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5838 members Mstep: Class 7 contains 13013 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4459 members Mstep: Class 10 contains 1587 members Mstep: Class 11 contains 11720 members Mstep: Class 12 contains 69044 members Mstep: Class 13 contains 3682 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 718 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17747 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5489 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267042.000000 Penalty: 58205.878906 Iteration 149Q: 30 clusters Score -2.226704e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18072 members Mstep: Class 3 contains 2614 members Mstep: Class 4 contains 17303 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5846 members Mstep: Class 7 contains 13013 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4463 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11709 members Mstep: Class 12 contains 69040 members Mstep: Class 13 contains 3682 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 717 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17745 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5496 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267044.000000 Penalty: 58205.878906 Iteration 150Q: 30 clusters Score -2.226704e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18071 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 17305 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5855 members Mstep: Class 7 contains 13015 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4465 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11700 members Mstep: Class 12 contains 69030 members Mstep: Class 13 contains 3682 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 717 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17744 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5501 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267034.000000 Penalty: 58205.878906 Iteration 151Q: 30 clusters Score -2.226703e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2614 members Mstep: Class 4 contains 17307 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5866 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4466 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11689 members Mstep: Class 12 contains 69029 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17743 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5503 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267034.000000 Penalty: 58205.878906 Iteration 152Q: 30 clusters Score -2.226703e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2614 members Mstep: Class 4 contains 17307 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5870 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2650 members Mstep: Class 9 contains 4466 members Mstep: Class 10 contains 1585 members Mstep: Class 11 contains 11679 members Mstep: Class 12 contains 69031 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17744 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5506 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267038.000000 Penalty: 58205.878906 Iteration 153Q: 30 clusters Score -2.226704e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2614 members Mstep: Class 4 contains 17307 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5872 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2651 members Mstep: Class 9 contains 4467 members Mstep: Class 10 contains 1585 members Mstep: Class 11 contains 11673 members Mstep: Class 12 contains 69029 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17744 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5510 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267034.000000 Penalty: 58205.878906 Iteration 154Q: 30 clusters Score -2.226703e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2614 members Mstep: Class 4 contains 17306 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5877 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4468 members Mstep: Class 10 contains 1585 members Mstep: Class 11 contains 11668 members Mstep: Class 12 contains 69025 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5515 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267038.000000 Penalty: 58205.878906 Iteration 155Q: 30 clusters Score -2.226704e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2613 members Mstep: Class 4 contains 17306 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5880 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4470 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11663 members Mstep: Class 12 contains 69022 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17741 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5519 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267034.000000 Penalty: 58205.878906 Iteration 156Q: 30 clusters Score -2.226703e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2613 members Mstep: Class 4 contains 17305 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5883 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4470 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11660 members Mstep: Class 12 contains 69021 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17741 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5521 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267034.000000 Penalty: 58205.878906 Iteration 157Q: 30 clusters Score -2.226703e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5888 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4469 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11655 members Mstep: Class 12 contains 69017 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17741 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5528 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267020.000000 Penalty: 58205.878906 Iteration 158Q: 30 clusters Score -2.226702e+07 nChanged 12 Entering ConstructFrom: Score: -22267020.000000 Penalty: 58205.878906 Entering ConstructFrom: Trying to split cluster 1 (2448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Entering Unmasked Estep Score: -247920.000000 Penalty: 1267.991821 Iteration 0F: 2 clusters Score -247920 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -245537.390625 Penalty: 2535.983643 Iteration 0F: 3 clusters Score -245537.4 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -246166.421875 Penalty: 2535.983643 Iteration 1F: 3 clusters Score -246166.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -246342.734375 Penalty: 2535.983643 Iteration 2F: 3 clusters Score -246342.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -246465.390625 Penalty: 2535.983643 Iteration 3F: 3 clusters Score -246465.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -246550.984375 Penalty: 2535.983643 Iteration 4Q: 3 clusters Score -246551 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -246619.312500 Penalty: 2535.983643 Iteration 5Q: 3 clusters Score -246619.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -246700.812500 Penalty: 2535.983643 Iteration 6Q: 3 clusters Score -246700.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -246780.609375 Penalty: 2535.983643 Iteration 7Q: 3 clusters Score -246780.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -246855.031250 Penalty: 2535.983643 Iteration 8Q: 3 clusters Score -246855 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -246919.140625 Penalty: 2535.983643 Iteration 9Q: 3 clusters Score -246919.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -246986.765625 Penalty: 2535.983643 Iteration 10Q: 3 clusters Score -246986.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -247034.375000 Penalty: 2535.983643 Iteration 11Q: 3 clusters Score -247034.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -247065.109375 Penalty: 2535.983643 Iteration 12Q: 3 clusters Score -247065.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -247084.937500 Penalty: 2535.983643 Iteration 13Q: 3 clusters Score -247084.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -247095.906250 Penalty: 2535.983643 Iteration 14Q: 3 clusters Score -247095.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -247106.234375 Penalty: 2535.983643 Iteration 15Q: 3 clusters Score -247106.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -247113.546875 Penalty: 2535.983643 Iteration 16Q: 3 clusters Score -247113.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -247116.046875 Penalty: 2535.983643 Iteration 17Q: 3 clusters Score -247116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -247120.531250 Penalty: 2535.983643 Iteration 18Q: 3 clusters Score -247120.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -247121.328125 Penalty: 2535.983643 Iteration 19Q: 3 clusters Score -247121.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -247122.843750 Penalty: 2535.983643 Iteration 20F: 3 clusters Score -247122.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -247124.656250 Penalty: 2535.983643 Iteration 21Q: 3 clusters Score -247124.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -247125.984375 Penalty: 2535.983643 Iteration 22Q: 3 clusters Score -247126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -247126.375000 Penalty: 2535.983643 Iteration 23Q: 3 clusters Score -247126.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -247126.375000 Penalty: 2535.983643 Iteration 24F: 3 clusters Score -247126.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18070 members Entering Unmasked Estep Score: -1826963.750000 Penalty: 1592.826416 Iteration 0F: 2 clusters Score -1826964 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -1814781.625000 Penalty: 3185.652832 Iteration 0F: 3 clusters Score -1814782 nChanged 7947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -1819265.250000 Penalty: 3185.652832 Iteration 1F: 3 clusters Score -1819265 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9336 members Mstep: Class 2 contains 8734 members Entering Unmasked Estep Score: -1819938.750000 Penalty: 3185.652832 Iteration 2F: 3 clusters Score -1819939 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -1820677.500000 Penalty: 3185.652832 Iteration 3F: 3 clusters Score -1820678 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9203 members Mstep: Class 2 contains 8867 members Entering Unmasked Estep Score: -1821541.000000 Penalty: 3185.652832 Iteration 4F: 3 clusters Score -1821541 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8978 members Mstep: Class 2 contains 9092 members Entering Unmasked Estep Score: -1822514.125000 Penalty: 3185.652832 Iteration 5F: 3 clusters Score -1822514 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 9447 members Entering Unmasked Estep Score: -1823437.250000 Penalty: 3185.652832 Iteration 6F: 3 clusters Score -1823437 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 9854 members Entering Unmasked Estep Score: -1824276.750000 Penalty: 3185.652832 Iteration 7F: 3 clusters Score -1824277 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 10303 members Entering Unmasked Estep Score: -1824882.750000 Penalty: 3185.652832 Iteration 8F: 3 clusters Score -1824883 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 10702 members Entering Unmasked Estep Score: -1825341.125000 Penalty: 3185.652832 Iteration 9Q: 3 clusters Score -1825341 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -1825703.750000 Penalty: 3185.652832 Iteration 10Q: 3 clusters Score -1825704 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 11444 members Entering Unmasked Estep Score: -1826019.500000 Penalty: 3185.652832 Iteration 11Q: 3 clusters Score -1826020 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 11761 members Entering Unmasked Estep Score: -1826260.500000 Penalty: 3185.652832 Iteration 12Q: 3 clusters Score -1826260 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 12025 members Entering Unmasked Estep Score: -1826425.625000 Penalty: 3185.652832 Iteration 13Q: 3 clusters Score -1826426 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -1826555.250000 Penalty: 3185.652832 Iteration 14Q: 3 clusters Score -1826555 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 12452 members Entering Unmasked Estep Score: -1826623.000000 Penalty: 3185.652832 Iteration 15Q: 3 clusters Score -1826623 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 12612 members Entering Unmasked Estep Score: -1826667.625000 Penalty: 3185.652832 Iteration 16Q: 3 clusters Score -1826668 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -1826695.250000 Penalty: 3185.652832 Iteration 17Q: 3 clusters Score -1826695 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 12832 members Entering Unmasked Estep Score: -1826718.125000 Penalty: 3185.652832 Iteration 18Q: 3 clusters Score -1826718 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 12897 members Entering Unmasked Estep Score: -1826729.250000 Penalty: 3185.652832 Iteration 19Q: 3 clusters Score -1826729 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 12963 members Entering Unmasked Estep Score: -1826746.875000 Penalty: 3185.652832 Iteration 20F: 3 clusters Score -1826747 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 13032 members Entering Unmasked Estep Score: -1826757.125000 Penalty: 3185.652832 Iteration 21Q: 3 clusters Score -1826757 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 13089 members Entering Unmasked Estep Score: -1826763.000000 Penalty: 3185.652832 Iteration 22Q: 3 clusters Score -1826763 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 13127 members Entering Unmasked Estep Score: -1826767.625000 Penalty: 3185.652832 Iteration 23Q: 3 clusters Score -1826768 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -1826776.375000 Penalty: 3185.652832 Iteration 24Q: 3 clusters Score -1826776 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 13192 members Entering Unmasked Estep Score: -1826783.375000 Penalty: 3185.652832 Iteration 25Q: 3 clusters Score -1826783 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 13225 members Entering Unmasked Estep Score: -1826786.375000 Penalty: 3185.652832 Iteration 26Q: 3 clusters Score -1826786 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 13258 members Entering Unmasked Estep Score: -1826792.125000 Penalty: 3185.652832 Iteration 27Q: 3 clusters Score -1826792 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -1826793.625000 Penalty: 3185.652832 Iteration 28Q: 3 clusters Score -1826794 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 13306 members Entering Unmasked Estep Score: -1826798.625000 Penalty: 3185.652832 Iteration 29Q: 3 clusters Score -1826799 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 13324 members Entering Unmasked Estep Score: -1826802.125000 Penalty: 3185.652832 Iteration 30Q: 3 clusters Score -1826802 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 13338 members Entering Unmasked Estep Score: -1826801.875000 Penalty: 3185.652832 Iteration 31Q: 3 clusters Score -1826802 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 13353 members Entering Unmasked Estep Score: -1826805.250000 Penalty: 3185.652832 Iteration 32Q: 3 clusters Score -1826805 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 13364 members Entering Unmasked Estep Score: -1826806.625000 Penalty: 3185.652832 Iteration 33Q: 3 clusters Score -1826807 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 13372 members Entering Unmasked Estep Score: -1826807.625000 Penalty: 3185.652832 Iteration 34Q: 3 clusters Score -1826808 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 13381 members Entering Unmasked Estep Score: -1826812.875000 Penalty: 3185.652832 Iteration 35Q: 3 clusters Score -1826813 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 13391 members Entering Unmasked Estep Score: -1826809.750000 Penalty: 3185.652832 Iteration 36Q: 3 clusters Score -1826810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 13398 members Entering Unmasked Estep Score: -1826808.875000 Penalty: 3185.652832 Iteration 37Q: 3 clusters Score -1826809 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 13405 members Entering Unmasked Estep Score: -1826808.750000 Penalty: 3185.652832 Iteration 38Q: 3 clusters Score -1826809 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -1826810.250000 Penalty: 3185.652832 Iteration 39Q: 3 clusters Score -1826810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 13419 members Entering Unmasked Estep Score: -1826809.000000 Penalty: 3185.652832 Iteration 40F: 3 clusters Score -1826809 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 13425 members Entering Unmasked Estep Score: -1826809.750000 Penalty: 3185.652832 Iteration 41Q: 3 clusters Score -1826810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 13427 members Entering Unmasked Estep Score: -1826812.250000 Penalty: 3185.652832 Iteration 42Q: 3 clusters Score -1826812 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -1826811.750000 Penalty: 3185.652832 Iteration 43Q: 3 clusters Score -1826812 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -1826811.750000 Penalty: 3185.652832 Iteration 44F: 3 clusters Score -1826812 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Entering Unmasked Estep Score: -256317.203125 Penalty: 1278.529053 Iteration 0F: 2 clusters Score -256317.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -253819.046875 Penalty: 2557.058105 Iteration 0F: 3 clusters Score -253819 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -254419.781250 Penalty: 2557.058105 Iteration 1F: 3 clusters Score -254419.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -254550.546875 Penalty: 2557.058105 Iteration 2F: 3 clusters Score -254550.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -254611.671875 Penalty: 2557.058105 Iteration 3Q: 3 clusters Score -254611.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -254641.562500 Penalty: 2557.058105 Iteration 4Q: 3 clusters Score -254641.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -254674.328125 Penalty: 2557.058105 Iteration 5Q: 3 clusters Score -254674.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -254704.531250 Penalty: 2557.058105 Iteration 6Q: 3 clusters Score -254704.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -254726.078125 Penalty: 2557.058105 Iteration 7Q: 3 clusters Score -254726.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -254741.671875 Penalty: 2557.058105 Iteration 8Q: 3 clusters Score -254741.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -254753.718750 Penalty: 2557.058105 Iteration 9Q: 3 clusters Score -254753.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -254764.140625 Penalty: 2557.058105 Iteration 10Q: 3 clusters Score -254764.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -254769.875000 Penalty: 2557.058105 Iteration 11Q: 3 clusters Score -254769.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -254775.437500 Penalty: 2557.058105 Iteration 12Q: 3 clusters Score -254775.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -254777.265625 Penalty: 2557.058105 Iteration 13Q: 3 clusters Score -254777.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -254779.640625 Penalty: 2557.058105 Iteration 14Q: 3 clusters Score -254779.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -254781.484375 Penalty: 2557.058105 Iteration 15Q: 3 clusters Score -254781.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -254785.656250 Penalty: 2557.058105 Iteration 16Q: 3 clusters Score -254785.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -254789.390625 Penalty: 2557.058105 Iteration 17Q: 3 clusters Score -254789.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -254792.562500 Penalty: 2557.058105 Iteration 18Q: 3 clusters Score -254792.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -254795.625000 Penalty: 2557.058105 Iteration 19Q: 3 clusters Score -254795.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -254797.921875 Penalty: 2557.058105 Iteration 20F: 3 clusters Score -254797.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -254800.343750 Penalty: 2557.058105 Iteration 21Q: 3 clusters Score -254800.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -254801.812500 Penalty: 2557.058105 Iteration 22Q: 3 clusters Score -254801.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -254805.515625 Penalty: 2557.058105 Iteration 23Q: 3 clusters Score -254805.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -254809.312500 Penalty: 2557.058105 Iteration 24Q: 3 clusters Score -254809.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -254816.015625 Penalty: 2557.058105 Iteration 25Q: 3 clusters Score -254816 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -254822.062500 Penalty: 2557.058105 Iteration 26Q: 3 clusters Score -254822.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -254828.593750 Penalty: 2557.058105 Iteration 27Q: 3 clusters Score -254828.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -254834.390625 Penalty: 2557.058105 Iteration 28Q: 3 clusters Score -254834.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -254841.125000 Penalty: 2557.058105 Iteration 29Q: 3 clusters Score -254841.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -254847.437500 Penalty: 2557.058105 Iteration 30Q: 3 clusters Score -254847.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -254854.687500 Penalty: 2557.058105 Iteration 31Q: 3 clusters Score -254854.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -254858.687500 Penalty: 2557.058105 Iteration 32Q: 3 clusters Score -254858.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -254863.000000 Penalty: 2557.058105 Iteration 33Q: 3 clusters Score -254863 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -254868.593750 Penalty: 2557.058105 Iteration 34Q: 3 clusters Score -254868.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -254873.703125 Penalty: 2557.058105 Iteration 35Q: 3 clusters Score -254873.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -254878.921875 Penalty: 2557.058105 Iteration 36Q: 3 clusters Score -254878.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -254882.109375 Penalty: 2557.058105 Iteration 37Q: 3 clusters Score -254882.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -254885.375000 Penalty: 2557.058105 Iteration 38Q: 3 clusters Score -254885.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -254887.781250 Penalty: 2557.058105 Iteration 39Q: 3 clusters Score -254887.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -254889.734375 Penalty: 2557.058105 Iteration 40F: 3 clusters Score -254889.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -254895.328125 Penalty: 2557.058105 Iteration 41Q: 3 clusters Score -254895.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -254900.406250 Penalty: 2557.058105 Iteration 42Q: 3 clusters Score -254900.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -254902.453125 Penalty: 2557.058105 Iteration 43Q: 3 clusters Score -254902.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -254905.171875 Penalty: 2557.058105 Iteration 44Q: 3 clusters Score -254905.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -254907.906250 Penalty: 2557.058105 Iteration 45Q: 3 clusters Score -254907.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -254911.390625 Penalty: 2557.058105 Iteration 46Q: 3 clusters Score -254911.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -254916.968750 Penalty: 2557.058105 Iteration 47Q: 3 clusters Score -254917 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -254927.265625 Penalty: 2557.058105 Iteration 48Q: 3 clusters Score -254927.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -254939.828125 Penalty: 2557.058105 Iteration 49Q: 3 clusters Score -254939.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -254952.984375 Penalty: 2557.058105 Iteration 50Q: 3 clusters Score -254953 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -254962.750000 Penalty: 2557.058105 Iteration 51Q: 3 clusters Score -254962.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -254973.046875 Penalty: 2557.058105 Iteration 52Q: 3 clusters Score -254973 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -254980.109375 Penalty: 2557.058105 Iteration 53Q: 3 clusters Score -254980.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -254991.015625 Penalty: 2557.058105 Iteration 54Q: 3 clusters Score -254991 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -254997.046875 Penalty: 2557.058105 Iteration 55Q: 3 clusters Score -254997 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -255001.875000 Penalty: 2557.058105 Iteration 56Q: 3 clusters Score -255001.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -255008.218750 Penalty: 2557.058105 Iteration 57Q: 3 clusters Score -255008.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -255017.078125 Penalty: 2557.058105 Iteration 58Q: 3 clusters Score -255017.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -255029.828125 Penalty: 2557.058105 Iteration 59Q: 3 clusters Score -255029.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -255042.750000 Penalty: 2557.058105 Iteration 60F: 3 clusters Score -255042.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -255052.656250 Penalty: 2557.058105 Iteration 61Q: 3 clusters Score -255052.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -255061.671875 Penalty: 2557.058105 Iteration 62Q: 3 clusters Score -255061.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -255067.375000 Penalty: 2557.058105 Iteration 63Q: 3 clusters Score -255067.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -255075.906250 Penalty: 2557.058105 Iteration 64Q: 3 clusters Score -255075.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -255085.812500 Penalty: 2557.058105 Iteration 65Q: 3 clusters Score -255085.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -255091.625000 Penalty: 2557.058105 Iteration 66Q: 3 clusters Score -255091.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -255094.984375 Penalty: 2557.058105 Iteration 67Q: 3 clusters Score -255095 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -255100.437500 Penalty: 2557.058105 Iteration 68Q: 3 clusters Score -255100.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -255105.687500 Penalty: 2557.058105 Iteration 69Q: 3 clusters Score -255105.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -255107.484375 Penalty: 2557.058105 Iteration 70Q: 3 clusters Score -255107.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -255109.609375 Penalty: 2557.058105 Iteration 71Q: 3 clusters Score -255109.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -255113.171875 Penalty: 2557.058105 Iteration 72Q: 3 clusters Score -255113.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -255114.562500 Penalty: 2557.058105 Iteration 73Q: 3 clusters Score -255114.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -255115.390625 Penalty: 2557.058105 Iteration 74Q: 3 clusters Score -255115.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -255116.218750 Penalty: 2557.058105 Iteration 75Q: 3 clusters Score -255116.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -255118.843750 Penalty: 2557.058105 Iteration 76Q: 3 clusters Score -255118.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -255120.593750 Penalty: 2557.058105 Iteration 77Q: 3 clusters Score -255120.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -255123.625000 Penalty: 2557.058105 Iteration 78Q: 3 clusters Score -255123.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -255124.640625 Penalty: 2557.058105 Iteration 79Q: 3 clusters Score -255124.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -255125.500000 Penalty: 2557.058105 Iteration 80F: 3 clusters Score -255125.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -255127.609375 Penalty: 2557.058105 Iteration 81Q: 3 clusters Score -255127.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -255128.562500 Penalty: 2557.058105 Iteration 82Q: 3 clusters Score -255128.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -255128.984375 Penalty: 2557.058105 Iteration 83Q: 3 clusters Score -255129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -255128.921875 Penalty: 2557.058105 Iteration 84Q: 3 clusters Score -255128.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -255129.828125 Penalty: 2557.058105 Iteration 85Q: 3 clusters Score -255129.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -255130.437500 Penalty: 2557.058105 Iteration 86Q: 3 clusters Score -255130.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -255130.437500 Penalty: 2557.058105 Iteration 87F: 3 clusters Score -255130.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17304 members Entering Unmasked Estep Score: -1743014.375000 Penalty: 1585.787598 Iteration 0F: 2 clusters Score -1743014 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -1731106.375000 Penalty: 3171.575195 Iteration 0F: 3 clusters Score -1731106 nChanged 7769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -1735651.000000 Penalty: 3171.575195 Iteration 1F: 3 clusters Score -1735651 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -1736237.875000 Penalty: 3171.575195 Iteration 2F: 3 clusters Score -1736238 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 10709 members Entering Unmasked Estep Score: -1736875.625000 Penalty: 3171.575195 Iteration 3F: 3 clusters Score -1736876 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 11494 members Entering Unmasked Estep Score: -1737597.375000 Penalty: 3171.575195 Iteration 4F: 3 clusters Score -1737597 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -1738402.125000 Penalty: 3171.575195 Iteration 5F: 3 clusters Score -1738402 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 13154 members Entering Unmasked Estep Score: -1739170.500000 Penalty: 3171.575195 Iteration 6F: 3 clusters Score -1739170 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 13825 members Entering Unmasked Estep Score: -1739805.625000 Penalty: 3171.575195 Iteration 7Q: 3 clusters Score -1739806 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 14381 members Entering Unmasked Estep Score: -1740365.125000 Penalty: 3171.575195 Iteration 8Q: 3 clusters Score -1740365 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 14755 members Entering Unmasked Estep Score: -1740773.625000 Penalty: 3171.575195 Iteration 9Q: 3 clusters Score -1740774 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 15005 members Entering Unmasked Estep Score: -1741070.125000 Penalty: 3171.575195 Iteration 10Q: 3 clusters Score -1741070 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 15192 members Entering Unmasked Estep Score: -1741278.750000 Penalty: 3171.575195 Iteration 11Q: 3 clusters Score -1741279 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 15315 members Entering Unmasked Estep Score: -1741393.250000 Penalty: 3171.575195 Iteration 12Q: 3 clusters Score -1741393 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 15426 members Entering Unmasked Estep Score: -1741471.625000 Penalty: 3171.575195 Iteration 13Q: 3 clusters Score -1741472 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 15512 members Entering Unmasked Estep Score: -1741530.250000 Penalty: 3171.575195 Iteration 14Q: 3 clusters Score -1741530 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 15565 members Entering Unmasked Estep Score: -1741574.875000 Penalty: 3171.575195 Iteration 15Q: 3 clusters Score -1741575 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 15604 members Entering Unmasked Estep Score: -1741601.875000 Penalty: 3171.575195 Iteration 16Q: 3 clusters Score -1741602 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 15642 members Entering Unmasked Estep Score: -1741628.875000 Penalty: 3171.575195 Iteration 17Q: 3 clusters Score -1741629 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 15691 members Entering Unmasked Estep Score: -1741652.875000 Penalty: 3171.575195 Iteration 18Q: 3 clusters Score -1741653 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 15745 members Entering Unmasked Estep Score: -1741688.875000 Penalty: 3171.575195 Iteration 19Q: 3 clusters Score -1741689 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 15797 members Entering Unmasked Estep Score: -1741717.125000 Penalty: 3171.575195 Iteration 20F: 3 clusters Score -1741717 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 15835 members Entering Unmasked Estep Score: -1741737.750000 Penalty: 3171.575195 Iteration 21Q: 3 clusters Score -1741738 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 15869 members Entering Unmasked Estep Score: -1741750.750000 Penalty: 3171.575195 Iteration 22Q: 3 clusters Score -1741751 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 15904 members Entering Unmasked Estep Score: -1741760.875000 Penalty: 3171.575195 Iteration 23Q: 3 clusters Score -1741761 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -1741772.875000 Penalty: 3171.575195 Iteration 24Q: 3 clusters Score -1741773 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 15947 members Entering Unmasked Estep Score: -1741780.625000 Penalty: 3171.575195 Iteration 25Q: 3 clusters Score -1741781 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -1741786.500000 Penalty: 3171.575195 Iteration 26Q: 3 clusters Score -1741786 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 15986 members Entering Unmasked Estep Score: -1741793.625000 Penalty: 3171.575195 Iteration 27Q: 3 clusters Score -1741794 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 16009 members Entering Unmasked Estep Score: -1741801.750000 Penalty: 3171.575195 Iteration 28Q: 3 clusters Score -1741802 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 16028 members Entering Unmasked Estep Score: -1741809.375000 Penalty: 3171.575195 Iteration 29Q: 3 clusters Score -1741809 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 16037 members Entering Unmasked Estep Score: -1741812.250000 Penalty: 3171.575195 Iteration 30Q: 3 clusters Score -1741812 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 16047 members Entering Unmasked Estep Score: -1741817.250000 Penalty: 3171.575195 Iteration 31Q: 3 clusters Score -1741817 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 16061 members Entering Unmasked Estep Score: -1741824.000000 Penalty: 3171.575195 Iteration 32Q: 3 clusters Score -1741824 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 16074 members Entering Unmasked Estep Score: -1741828.500000 Penalty: 3171.575195 Iteration 33Q: 3 clusters Score -1741828 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 16086 members Entering Unmasked Estep Score: -1741832.125000 Penalty: 3171.575195 Iteration 34Q: 3 clusters Score -1741832 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 16092 members Entering Unmasked Estep Score: -1741835.750000 Penalty: 3171.575195 Iteration 35Q: 3 clusters Score -1741836 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 16101 members Entering Unmasked Estep Score: -1741838.250000 Penalty: 3171.575195 Iteration 36Q: 3 clusters Score -1741838 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 16108 members Entering Unmasked Estep Score: -1741845.000000 Penalty: 3171.575195 Iteration 37Q: 3 clusters Score -1741845 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 16124 members Entering Unmasked Estep Score: -1741852.250000 Penalty: 3171.575195 Iteration 38Q: 3 clusters Score -1741852 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 16138 members Entering Unmasked Estep Score: -1741855.375000 Penalty: 3171.575195 Iteration 39Q: 3 clusters Score -1741855 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 16145 members Entering Unmasked Estep Score: -1741855.875000 Penalty: 3171.575195 Iteration 40F: 3 clusters Score -1741856 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 16155 members Entering Unmasked Estep Score: -1741859.875000 Penalty: 3171.575195 Iteration 41Q: 3 clusters Score -1741860 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -1741865.500000 Penalty: 3171.575195 Iteration 42Q: 3 clusters Score -1741866 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 16163 members Entering Unmasked Estep Score: -1741868.625000 Penalty: 3171.575195 Iteration 43Q: 3 clusters Score -1741869 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 16167 members Entering Unmasked Estep Score: -1741863.875000 Penalty: 3171.575195 Iteration 44Q: 3 clusters Score -1741864 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 16167 members Entering Unmasked Estep Score: -1741864.625000 Penalty: 3171.575195 Iteration 45Q: 3 clusters Score -1741865 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 16167 members Entering Unmasked Estep Score: -1741864.625000 Penalty: 3171.575195 Iteration 46F: 3 clusters Score -1741865 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Entering Unmasked Estep Score: -94105.257812 Penalty: 1116.552368 Iteration 0F: 2 clusters Score -94105.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -92717.632812 Penalty: 2233.104736 Iteration 0F: 3 clusters Score -92717.63 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -92960.585938 Penalty: 2233.104736 Iteration 1F: 3 clusters Score -92960.59 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -93038.687500 Penalty: 2233.104736 Iteration 2F: 3 clusters Score -93038.69 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -93079.007812 Penalty: 2233.104736 Iteration 3Q: 3 clusters Score -93079.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -93096.835938 Penalty: 2233.104736 Iteration 4Q: 3 clusters Score -93096.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -93108.281250 Penalty: 2233.104736 Iteration 5Q: 3 clusters Score -93108.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -93114.656250 Penalty: 2233.104736 Iteration 6Q: 3 clusters Score -93114.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -93118.367188 Penalty: 2233.104736 Iteration 7Q: 3 clusters Score -93118.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -93121.234375 Penalty: 2233.104736 Iteration 8Q: 3 clusters Score -93121.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -93123.351562 Penalty: 2233.104736 Iteration 9Q: 3 clusters Score -93123.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -93124.656250 Penalty: 2233.104736 Iteration 10Q: 3 clusters Score -93124.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -93126.804688 Penalty: 2233.104736 Iteration 11Q: 3 clusters Score -93126.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -93127.757812 Penalty: 2233.104736 Iteration 12Q: 3 clusters Score -93127.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -93127.757812 Penalty: 2233.104736 Iteration 13F: 3 clusters Score -93127.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Entering Unmasked Estep Score: -593486.250000 Penalty: 1410.747070 Iteration 0F: 2 clusters Score -593486.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -588943.562500 Penalty: 2821.494141 Iteration 0F: 3 clusters Score -588943.6 nChanged 2417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -590220.187500 Penalty: 2821.494141 Iteration 1F: 3 clusters Score -590220.2 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -590418.062500 Penalty: 2821.494141 Iteration 2F: 3 clusters Score -590418.1 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -590555.750000 Penalty: 2821.494141 Iteration 3F: 3 clusters Score -590555.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -590657.937500 Penalty: 2821.494141 Iteration 4Q: 3 clusters Score -590657.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -590769.062500 Penalty: 2821.494141 Iteration 5Q: 3 clusters Score -590769.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -590882.812500 Penalty: 2821.494141 Iteration 6Q: 3 clusters Score -590882.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -591005.937500 Penalty: 2821.494141 Iteration 7Q: 3 clusters Score -591005.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -591157.562500 Penalty: 2821.494141 Iteration 8Q: 3 clusters Score -591157.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -591318.375000 Penalty: 2821.494141 Iteration 9Q: 3 clusters Score -591318.4 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -591499.187500 Penalty: 2821.494141 Iteration 10Q: 3 clusters Score -591499.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -591650.250000 Penalty: 2821.494141 Iteration 11Q: 3 clusters Score -591650.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -591801.312500 Penalty: 2821.494141 Iteration 12Q: 3 clusters Score -591801.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -591911.687500 Penalty: 2821.494141 Iteration 13Q: 3 clusters Score -591911.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -592000.312500 Penalty: 2821.494141 Iteration 14Q: 3 clusters Score -592000.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -592055.812500 Penalty: 2821.494141 Iteration 15Q: 3 clusters Score -592055.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -592091.437500 Penalty: 2821.494141 Iteration 16Q: 3 clusters Score -592091.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -592122.000000 Penalty: 2821.494141 Iteration 17Q: 3 clusters Score -592122 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -592140.500000 Penalty: 2821.494141 Iteration 18Q: 3 clusters Score -592140.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -592150.500000 Penalty: 2821.494141 Iteration 19Q: 3 clusters Score -592150.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -592161.125000 Penalty: 2821.494141 Iteration 20F: 3 clusters Score -592161.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -592168.062500 Penalty: 2821.494141 Iteration 21Q: 3 clusters Score -592168.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -592175.625000 Penalty: 2821.494141 Iteration 22Q: 3 clusters Score -592175.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -592191.937500 Penalty: 2821.494141 Iteration 23Q: 3 clusters Score -592191.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -592211.875000 Penalty: 2821.494141 Iteration 24Q: 3 clusters Score -592211.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -592226.687500 Penalty: 2821.494141 Iteration 25Q: 3 clusters Score -592226.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -592237.125000 Penalty: 2821.494141 Iteration 26Q: 3 clusters Score -592237.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -592246.312500 Penalty: 2821.494141 Iteration 27Q: 3 clusters Score -592246.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -592252.687500 Penalty: 2821.494141 Iteration 28Q: 3 clusters Score -592252.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -592256.750000 Penalty: 2821.494141 Iteration 29Q: 3 clusters Score -592256.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -592258.875000 Penalty: 2821.494141 Iteration 30Q: 3 clusters Score -592258.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -592260.750000 Penalty: 2821.494141 Iteration 31Q: 3 clusters Score -592260.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -592262.062500 Penalty: 2821.494141 Iteration 32Q: 3 clusters Score -592262.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -592266.000000 Penalty: 2821.494141 Iteration 33Q: 3 clusters Score -592266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -592266.312500 Penalty: 2821.494141 Iteration 34Q: 3 clusters Score -592266.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -592265.875000 Penalty: 2821.494141 Iteration 35Q: 3 clusters Score -592265.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -592267.500000 Penalty: 2821.494141 Iteration 36Q: 3 clusters Score -592267.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -592269.125000 Penalty: 2821.494141 Iteration 37Q: 3 clusters Score -592269.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -592269.437500 Penalty: 2821.494141 Iteration 38Q: 3 clusters Score -592269.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -592269.000000 Penalty: 2821.494141 Iteration 39Q: 3 clusters Score -592269 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -592268.875000 Penalty: 2821.494141 Iteration 40F: 3 clusters Score -592268.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -592269.562500 Penalty: 2821.494141 Iteration 41Q: 3 clusters Score -592269.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -592269.375000 Penalty: 2821.494141 Iteration 42Q: 3 clusters Score -592269.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -592270.000000 Penalty: 2821.494141 Iteration 43Q: 3 clusters Score -592270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -592271.125000 Penalty: 2821.494141 Iteration 44Q: 3 clusters Score -592271.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -592273.250000 Penalty: 2821.494141 Iteration 45Q: 3 clusters Score -592273.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -592273.000000 Penalty: 2821.494141 Iteration 46Q: 3 clusters Score -592273 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -592272.875000 Penalty: 2821.494141 Iteration 47Q: 3 clusters Score -592272.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -592273.375000 Penalty: 2821.494141 Iteration 48Q: 3 clusters Score -592273.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -592273.375000 Penalty: 2821.494141 Iteration 49F: 3 clusters Score -592273.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13014 members Entering Unmasked Estep Score: -1317447.250000 Penalty: 1539.489380 Iteration 0F: 2 clusters Score -1317447 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -1308303.875000 Penalty: 3078.978760 Iteration 0F: 3 clusters Score -1308304 nChanged 5749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -1311415.625000 Penalty: 3078.978760 Iteration 1F: 3 clusters Score -1311416 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -1311713.250000 Penalty: 3078.978760 Iteration 2F: 3 clusters Score -1311713 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -1312007.750000 Penalty: 3078.978760 Iteration 3F: 3 clusters Score -1312008 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -1312331.250000 Penalty: 3078.978760 Iteration 4Q: 3 clusters Score -1312331 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -1312704.625000 Penalty: 3078.978760 Iteration 5F: 3 clusters Score -1312705 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 9296 members Entering Unmasked Estep Score: -1313208.000000 Penalty: 3078.978760 Iteration 6F: 3 clusters Score -1313208 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 10077 members Entering Unmasked Estep Score: -1313788.500000 Penalty: 3078.978760 Iteration 7F: 3 clusters Score -1313788 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 10826 members Entering Unmasked Estep Score: -1314376.125000 Penalty: 3078.978760 Iteration 8F: 3 clusters Score -1314376 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 11481 members Entering Unmasked Estep Score: -1314904.625000 Penalty: 3078.978760 Iteration 9F: 3 clusters Score -1314905 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 11955 members Entering Unmasked Estep Score: -1315309.250000 Penalty: 3078.978760 Iteration 10Q: 3 clusters Score -1315309 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 12317 members Entering Unmasked Estep Score: -1315629.250000 Penalty: 3078.978760 Iteration 11Q: 3 clusters Score -1315629 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 12542 members Entering Unmasked Estep Score: -1315836.875000 Penalty: 3078.978760 Iteration 12Q: 3 clusters Score -1315837 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 12667 members Entering Unmasked Estep Score: -1315957.125000 Penalty: 3078.978760 Iteration 13Q: 3 clusters Score -1315957 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 12734 members Entering Unmasked Estep Score: -1316038.000000 Penalty: 3078.978760 Iteration 14Q: 3 clusters Score -1316038 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 12770 members Entering Unmasked Estep Score: -1316077.625000 Penalty: 3078.978760 Iteration 15Q: 3 clusters Score -1316078 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 12779 members Entering Unmasked Estep Score: -1316090.375000 Penalty: 3078.978760 Iteration 16Q: 3 clusters Score -1316090 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 12781 members Entering Unmasked Estep Score: -1316093.500000 Penalty: 3078.978760 Iteration 17Q: 3 clusters Score -1316094 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 12782 members Entering Unmasked Estep Score: -1316098.500000 Penalty: 3078.978760 Iteration 18Q: 3 clusters Score -1316098 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -1316103.750000 Penalty: 3078.978760 Iteration 19Q: 3 clusters Score -1316104 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 12788 members Entering Unmasked Estep Score: -1316107.375000 Penalty: 3078.978760 Iteration 20F: 3 clusters Score -1316107 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -1316113.250000 Penalty: 3078.978760 Iteration 21Q: 3 clusters Score -1316113 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 12793 members Entering Unmasked Estep Score: -1316115.625000 Penalty: 3078.978760 Iteration 22Q: 3 clusters Score -1316116 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 12794 members Entering Unmasked Estep Score: -1316116.500000 Penalty: 3078.978760 Iteration 23Q: 3 clusters Score -1316116 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 12795 members Entering Unmasked Estep Score: -1316116.125000 Penalty: 3078.978760 Iteration 24Q: 3 clusters Score -1316116 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 12796 members Entering Unmasked Estep Score: -1316116.375000 Penalty: 3078.978760 Iteration 25Q: 3 clusters Score -1316116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 12798 members Entering Unmasked Estep Score: -1316119.750000 Penalty: 3078.978760 Iteration 26Q: 3 clusters Score -1316120 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 12799 members Entering Unmasked Estep Score: -1316120.875000 Penalty: 3078.978760 Iteration 27Q: 3 clusters Score -1316121 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 12800 members Entering Unmasked Estep Score: -1316122.750000 Penalty: 3078.978760 Iteration 28Q: 3 clusters Score -1316123 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 12802 members Entering Unmasked Estep Score: -1316124.125000 Penalty: 3078.978760 Iteration 29Q: 3 clusters Score -1316124 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 12802 members Entering Unmasked Estep Score: -1316124.125000 Penalty: 3078.978760 Iteration 30F: 3 clusters Score -1316124 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Entering Unmasked Estep Score: -268754.375000 Penalty: 1280.998779 Iteration 0F: 2 clusters Score -268754.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -266224.937500 Penalty: 2561.997559 Iteration 0F: 3 clusters Score -266224.9 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -266848.468750 Penalty: 2561.997559 Iteration 1F: 3 clusters Score -266848.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -266975.406250 Penalty: 2561.997559 Iteration 2F: 3 clusters Score -266975.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -267049.093750 Penalty: 2561.997559 Iteration 3F: 3 clusters Score -267049.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -267099.562500 Penalty: 2561.997559 Iteration 4Q: 3 clusters Score -267099.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -267137.406250 Penalty: 2561.997559 Iteration 5Q: 3 clusters Score -267137.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -267159.156250 Penalty: 2561.997559 Iteration 6Q: 3 clusters Score -267159.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -267183.125000 Penalty: 2561.997559 Iteration 7Q: 3 clusters Score -267183.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -267204.093750 Penalty: 2561.997559 Iteration 8Q: 3 clusters Score -267204.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -267222.218750 Penalty: 2561.997559 Iteration 9Q: 3 clusters Score -267222.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -267241.343750 Penalty: 2561.997559 Iteration 10Q: 3 clusters Score -267241.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -267259.187500 Penalty: 2561.997559 Iteration 11Q: 3 clusters Score -267259.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -267279.437500 Penalty: 2561.997559 Iteration 12Q: 3 clusters Score -267279.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -267305.718750 Penalty: 2561.997559 Iteration 13Q: 3 clusters Score -267305.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -267329.812500 Penalty: 2561.997559 Iteration 14Q: 3 clusters Score -267329.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -267352.750000 Penalty: 2561.997559 Iteration 15Q: 3 clusters Score -267352.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -267374.437500 Penalty: 2561.997559 Iteration 16Q: 3 clusters Score -267374.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -267398.968750 Penalty: 2561.997559 Iteration 17Q: 3 clusters Score -267399 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -267426.281250 Penalty: 2561.997559 Iteration 18Q: 3 clusters Score -267426.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -267460.250000 Penalty: 2561.997559 Iteration 19Q: 3 clusters Score -267460.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -267489.312500 Penalty: 2561.997559 Iteration 20F: 3 clusters Score -267489.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -267509.562500 Penalty: 2561.997559 Iteration 21Q: 3 clusters Score -267509.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -267523.312500 Penalty: 2561.997559 Iteration 22Q: 3 clusters Score -267523.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -267532.968750 Penalty: 2561.997559 Iteration 23Q: 3 clusters Score -267533 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -267540.187500 Penalty: 2561.997559 Iteration 24Q: 3 clusters Score -267540.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -267548.625000 Penalty: 2561.997559 Iteration 25Q: 3 clusters Score -267548.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -267555.250000 Penalty: 2561.997559 Iteration 26Q: 3 clusters Score -267555.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -267561.468750 Penalty: 2561.997559 Iteration 27Q: 3 clusters Score -267561.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -267569.843750 Penalty: 2561.997559 Iteration 28Q: 3 clusters Score -267569.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -267578.625000 Penalty: 2561.997559 Iteration 29Q: 3 clusters Score -267578.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -267591.125000 Penalty: 2561.997559 Iteration 30Q: 3 clusters Score -267591.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -267604.375000 Penalty: 2561.997559 Iteration 31Q: 3 clusters Score -267604.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -267615.125000 Penalty: 2561.997559 Iteration 32Q: 3 clusters Score -267615.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -267625.781250 Penalty: 2561.997559 Iteration 33Q: 3 clusters Score -267625.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -267636.375000 Penalty: 2561.997559 Iteration 34Q: 3 clusters Score -267636.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -267641.437500 Penalty: 2561.997559 Iteration 35Q: 3 clusters Score -267641.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -267650.781250 Penalty: 2561.997559 Iteration 36Q: 3 clusters Score -267650.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -267660.718750 Penalty: 2561.997559 Iteration 37Q: 3 clusters Score -267660.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -267668.281250 Penalty: 2561.997559 Iteration 38Q: 3 clusters Score -267668.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -267674.468750 Penalty: 2561.997559 Iteration 39Q: 3 clusters Score -267674.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -267681.406250 Penalty: 2561.997559 Iteration 40F: 3 clusters Score -267681.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -267687.750000 Penalty: 2561.997559 Iteration 41Q: 3 clusters Score -267687.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -267692.906250 Penalty: 2561.997559 Iteration 42Q: 3 clusters Score -267692.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -267696.500000 Penalty: 2561.997559 Iteration 43Q: 3 clusters Score -267696.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -267697.343750 Penalty: 2561.997559 Iteration 44Q: 3 clusters Score -267697.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -267699.281250 Penalty: 2561.997559 Iteration 45Q: 3 clusters Score -267699.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -267701.687500 Penalty: 2561.997559 Iteration 46Q: 3 clusters Score -267701.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -267703.250000 Penalty: 2561.997559 Iteration 47Q: 3 clusters Score -267703.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -267704.531250 Penalty: 2561.997559 Iteration 48Q: 3 clusters Score -267704.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -267704.843750 Penalty: 2561.997559 Iteration 49Q: 3 clusters Score -267704.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -267705.093750 Penalty: 2561.997559 Iteration 50Q: 3 clusters Score -267705.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -267705.875000 Penalty: 2561.997559 Iteration 51Q: 3 clusters Score -267705.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -267705.875000 Penalty: 2561.997559 Iteration 52F: 3 clusters Score -267705.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Entering Unmasked Estep Score: -448196.312500 Penalty: 1365.835815 Iteration 0F: 2 clusters Score -448196.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -444501.375000 Penalty: 2731.671631 Iteration 0F: 3 clusters Score -444501.4 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -445477.531250 Penalty: 2731.671631 Iteration 1F: 3 clusters Score -445477.5 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -445641.437500 Penalty: 2731.671631 Iteration 2F: 3 clusters Score -445641.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -445724.593750 Penalty: 2731.671631 Iteration 3F: 3 clusters Score -445724.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -445772.875000 Penalty: 2731.671631 Iteration 4Q: 3 clusters Score -445772.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -445812.500000 Penalty: 2731.671631 Iteration 5Q: 3 clusters Score -445812.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -445839.312500 Penalty: 2731.671631 Iteration 6Q: 3 clusters Score -445839.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -445865.875000 Penalty: 2731.671631 Iteration 7Q: 3 clusters Score -445865.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -445897.750000 Penalty: 2731.671631 Iteration 8Q: 3 clusters Score -445897.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -445920.843750 Penalty: 2731.671631 Iteration 9Q: 3 clusters Score -445920.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -445952.218750 Penalty: 2731.671631 Iteration 10Q: 3 clusters Score -445952.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -445983.312500 Penalty: 2731.671631 Iteration 11Q: 3 clusters Score -445983.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -446018.968750 Penalty: 2731.671631 Iteration 12Q: 3 clusters Score -446019 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -446060.812500 Penalty: 2731.671631 Iteration 13Q: 3 clusters Score -446060.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -446122.531250 Penalty: 2731.671631 Iteration 14Q: 3 clusters Score -446122.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -446196.562500 Penalty: 2731.671631 Iteration 15Q: 3 clusters Score -446196.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -446269.187500 Penalty: 2731.671631 Iteration 16Q: 3 clusters Score -446269.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -446354.750000 Penalty: 2731.671631 Iteration 17Q: 3 clusters Score -446354.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -446460.218750 Penalty: 2731.671631 Iteration 18Q: 3 clusters Score -446460.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -446566.218750 Penalty: 2731.671631 Iteration 19Q: 3 clusters Score -446566.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -446684.093750 Penalty: 2731.671631 Iteration 20F: 3 clusters Score -446684.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -446835.000000 Penalty: 2731.671631 Iteration 21Q: 3 clusters Score -446835 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -446977.125000 Penalty: 2731.671631 Iteration 22Q: 3 clusters Score -446977.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -447055.875000 Penalty: 2731.671631 Iteration 23Q: 3 clusters Score -447055.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -447119.187500 Penalty: 2731.671631 Iteration 24Q: 3 clusters Score -447119.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -447158.968750 Penalty: 2731.671631 Iteration 25Q: 3 clusters Score -447159 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -447191.750000 Penalty: 2731.671631 Iteration 26Q: 3 clusters Score -447191.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -447214.250000 Penalty: 2731.671631 Iteration 27Q: 3 clusters Score -447214.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -447230.250000 Penalty: 2731.671631 Iteration 28Q: 3 clusters Score -447230.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -447239.562500 Penalty: 2731.671631 Iteration 29Q: 3 clusters Score -447239.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -447243.656250 Penalty: 2731.671631 Iteration 30Q: 3 clusters Score -447243.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -447247.375000 Penalty: 2731.671631 Iteration 31Q: 3 clusters Score -447247.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -447248.562500 Penalty: 2731.671631 Iteration 32Q: 3 clusters Score -447248.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -447250.812500 Penalty: 2731.671631 Iteration 33Q: 3 clusters Score -447250.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -447251.562500 Penalty: 2731.671631 Iteration 34Q: 3 clusters Score -447251.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -447253.718750 Penalty: 2731.671631 Iteration 35Q: 3 clusters Score -447253.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -447254.187500 Penalty: 2731.671631 Iteration 36Q: 3 clusters Score -447254.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -447255.718750 Penalty: 2731.671631 Iteration 37Q: 3 clusters Score -447255.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -447255.843750 Penalty: 2731.671631 Iteration 38Q: 3 clusters Score -447255.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -447255.906250 Penalty: 2731.671631 Iteration 39Q: 3 clusters Score -447255.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -447255.906250 Penalty: 2731.671631 Iteration 40F: 3 clusters Score -447255.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Entering Unmasked Estep Score: -150131.015625 Penalty: 1197.457642 Iteration 0F: 2 clusters Score -150131 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -148335.265625 Penalty: 2394.915283 Iteration 0F: 3 clusters Score -148335.3 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -148703.562500 Penalty: 2394.915283 Iteration 1F: 3 clusters Score -148703.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -148816.781250 Penalty: 2394.915283 Iteration 2F: 3 clusters Score -148816.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -148870.906250 Penalty: 2394.915283 Iteration 3F: 3 clusters Score -148870.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -148906.171875 Penalty: 2394.915283 Iteration 4Q: 3 clusters Score -148906.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -148932.093750 Penalty: 2394.915283 Iteration 5Q: 3 clusters Score -148932.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -148955.343750 Penalty: 2394.915283 Iteration 6Q: 3 clusters Score -148955.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -148968.375000 Penalty: 2394.915283 Iteration 7Q: 3 clusters Score -148968.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -148981.984375 Penalty: 2394.915283 Iteration 8Q: 3 clusters Score -148982 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -149001.640625 Penalty: 2394.915283 Iteration 9Q: 3 clusters Score -149001.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -149031.437500 Penalty: 2394.915283 Iteration 10Q: 3 clusters Score -149031.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -149061.765625 Penalty: 2394.915283 Iteration 11Q: 3 clusters Score -149061.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -149087.437500 Penalty: 2394.915283 Iteration 12Q: 3 clusters Score -149087.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -149129.015625 Penalty: 2394.915283 Iteration 13Q: 3 clusters Score -149129 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -149159.109375 Penalty: 2394.915283 Iteration 14Q: 3 clusters Score -149159.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -149180.421875 Penalty: 2394.915283 Iteration 15Q: 3 clusters Score -149180.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -149199.296875 Penalty: 2394.915283 Iteration 16Q: 3 clusters Score -149199.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -149215.968750 Penalty: 2394.915283 Iteration 17Q: 3 clusters Score -149216 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -149232.687500 Penalty: 2394.915283 Iteration 18Q: 3 clusters Score -149232.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -149239.875000 Penalty: 2394.915283 Iteration 19Q: 3 clusters Score -149239.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -149247.437500 Penalty: 2394.915283 Iteration 20F: 3 clusters Score -149247.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -149254.468750 Penalty: 2394.915283 Iteration 21Q: 3 clusters Score -149254.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -149260.171875 Penalty: 2394.915283 Iteration 22Q: 3 clusters Score -149260.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -149270.171875 Penalty: 2394.915283 Iteration 23Q: 3 clusters Score -149270.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -149285.390625 Penalty: 2394.915283 Iteration 24Q: 3 clusters Score -149285.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -149298.093750 Penalty: 2394.915283 Iteration 25Q: 3 clusters Score -149298.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -149307.453125 Penalty: 2394.915283 Iteration 26Q: 3 clusters Score -149307.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -149313.078125 Penalty: 2394.915283 Iteration 27Q: 3 clusters Score -149313.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -149320.796875 Penalty: 2394.915283 Iteration 28Q: 3 clusters Score -149320.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -149325.156250 Penalty: 2394.915283 Iteration 29Q: 3 clusters Score -149325.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -149326.578125 Penalty: 2394.915283 Iteration 30Q: 3 clusters Score -149326.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -149328.109375 Penalty: 2394.915283 Iteration 31Q: 3 clusters Score -149328.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -149328.812500 Penalty: 2394.915283 Iteration 32Q: 3 clusters Score -149328.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -149330.031250 Penalty: 2394.915283 Iteration 33Q: 3 clusters Score -149330 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -149332.921875 Penalty: 2394.915283 Iteration 34Q: 3 clusters Score -149332.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -149340.687500 Penalty: 2394.915283 Iteration 35Q: 3 clusters Score -149340.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -149345.625000 Penalty: 2394.915283 Iteration 36Q: 3 clusters Score -149345.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -149348.859375 Penalty: 2394.915283 Iteration 37Q: 3 clusters Score -149348.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -149350.640625 Penalty: 2394.915283 Iteration 38Q: 3 clusters Score -149350.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -149353.750000 Penalty: 2394.915283 Iteration 39Q: 3 clusters Score -149353.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -149357.890625 Penalty: 2394.915283 Iteration 40F: 3 clusters Score -149357.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -149360.765625 Penalty: 2394.915283 Iteration 41Q: 3 clusters Score -149360.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -149363.156250 Penalty: 2394.915283 Iteration 42Q: 3 clusters Score -149363.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -149365.328125 Penalty: 2394.915283 Iteration 43Q: 3 clusters Score -149365.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -149368.546875 Penalty: 2394.915283 Iteration 44Q: 3 clusters Score -149368.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -149375.718750 Penalty: 2394.915283 Iteration 45Q: 3 clusters Score -149375.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -149383.031250 Penalty: 2394.915283 Iteration 46Q: 3 clusters Score -149383 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -149391.968750 Penalty: 2394.915283 Iteration 47Q: 3 clusters Score -149392 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -149408.078125 Penalty: 2394.915283 Iteration 48Q: 3 clusters Score -149408.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -149426.984375 Penalty: 2394.915283 Iteration 49Q: 3 clusters Score -149427 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -149448.546875 Penalty: 2394.915283 Iteration 50Q: 3 clusters Score -149448.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -149465.625000 Penalty: 2394.915283 Iteration 51Q: 3 clusters Score -149465.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -149488.515625 Penalty: 2394.915283 Iteration 52Q: 3 clusters Score -149488.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -149510.203125 Penalty: 2394.915283 Iteration 53Q: 3 clusters Score -149510.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -149532.140625 Penalty: 2394.915283 Iteration 54Q: 3 clusters Score -149532.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -149550.859375 Penalty: 2394.915283 Iteration 55Q: 3 clusters Score -149550.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -149593.515625 Penalty: 2394.915283 Iteration 56Q: 3 clusters Score -149593.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -149648.203125 Penalty: 2394.915283 Iteration 57Q: 3 clusters Score -149648.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -149700.468750 Penalty: 2394.915283 Iteration 58Q: 3 clusters Score -149700.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -149726.890625 Penalty: 2394.915283 Iteration 59Q: 3 clusters Score -149726.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -149751.187500 Penalty: 2394.915283 Iteration 60F: 3 clusters Score -149751.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -149779.484375 Penalty: 2394.915283 Iteration 61Q: 3 clusters Score -149779.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -149826.812500 Penalty: 2394.915283 Iteration 62Q: 3 clusters Score -149826.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -149900.171875 Penalty: 2394.915283 Iteration 63Q: 3 clusters Score -149900.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -149932.218750 Penalty: 2394.915283 Iteration 64Q: 3 clusters Score -149932.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -149946.984375 Penalty: 2394.915283 Iteration 65Q: 3 clusters Score -149947 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -149951.375000 Penalty: 2394.915283 Iteration 66Q: 3 clusters Score -149951.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -149954.609375 Penalty: 2394.915283 Iteration 67Q: 3 clusters Score -149954.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -149954.828125 Penalty: 2394.915283 Iteration 68Q: 3 clusters Score -149954.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -149955.265625 Penalty: 2394.915283 Iteration 69Q: 3 clusters Score -149955.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -149955.265625 Penalty: 2394.915283 Iteration 70F: 3 clusters Score -149955.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11649 members Entering Unmasked Estep Score: -1168889.500000 Penalty: 1521.483643 Iteration 0F: 2 clusters Score -1168890 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1160676.375000 Penalty: 3042.967285 Iteration 0F: 3 clusters Score -1160676 nChanged 5176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -1163596.625000 Penalty: 3042.967285 Iteration 1F: 3 clusters Score -1163597 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1164053.875000 Penalty: 3042.967285 Iteration 2F: 3 clusters Score -1164054 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6692 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -1164472.750000 Penalty: 3042.967285 Iteration 3F: 3 clusters Score -1164473 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -1164949.250000 Penalty: 3042.967285 Iteration 4F: 3 clusters Score -1164949 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -1165496.375000 Penalty: 3042.967285 Iteration 5F: 3 clusters Score -1165496 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -1166037.250000 Penalty: 3042.967285 Iteration 6F: 3 clusters Score -1166037 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -1166455.875000 Penalty: 3042.967285 Iteration 7F: 3 clusters Score -1166456 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8867 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -1166800.500000 Penalty: 3042.967285 Iteration 8Q: 3 clusters Score -1166800 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -1167056.250000 Penalty: 3042.967285 Iteration 9Q: 3 clusters Score -1167056 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1167251.375000 Penalty: 3042.967285 Iteration 10Q: 3 clusters Score -1167251 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9597 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -1167380.000000 Penalty: 3042.967285 Iteration 11Q: 3 clusters Score -1167380 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -1167471.875000 Penalty: 3042.967285 Iteration 12Q: 3 clusters Score -1167472 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9920 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1167556.375000 Penalty: 3042.967285 Iteration 13Q: 3 clusters Score -1167556 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10038 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1167615.375000 Penalty: 3042.967285 Iteration 14Q: 3 clusters Score -1167615 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10136 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -1167655.500000 Penalty: 3042.967285 Iteration 15Q: 3 clusters Score -1167656 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10201 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -1167687.000000 Penalty: 3042.967285 Iteration 16Q: 3 clusters Score -1167687 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10266 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -1167715.125000 Penalty: 3042.967285 Iteration 17Q: 3 clusters Score -1167715 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1167741.875000 Penalty: 3042.967285 Iteration 18Q: 3 clusters Score -1167742 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10373 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1167770.000000 Penalty: 3042.967285 Iteration 19Q: 3 clusters Score -1167770 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1167798.375000 Penalty: 3042.967285 Iteration 20F: 3 clusters Score -1167798 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10462 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -1167827.875000 Penalty: 3042.967285 Iteration 21Q: 3 clusters Score -1167828 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10502 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -1167858.500000 Penalty: 3042.967285 Iteration 22Q: 3 clusters Score -1167858 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10538 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1167880.625000 Penalty: 3042.967285 Iteration 23Q: 3 clusters Score -1167881 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10572 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -1167898.625000 Penalty: 3042.967285 Iteration 24Q: 3 clusters Score -1167899 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10597 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1167911.250000 Penalty: 3042.967285 Iteration 25Q: 3 clusters Score -1167911 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10616 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1167924.500000 Penalty: 3042.967285 Iteration 26Q: 3 clusters Score -1167924 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10630 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1167931.125000 Penalty: 3042.967285 Iteration 27Q: 3 clusters Score -1167931 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -1167935.250000 Penalty: 3042.967285 Iteration 28Q: 3 clusters Score -1167935 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -1167939.500000 Penalty: 3042.967285 Iteration 29Q: 3 clusters Score -1167940 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10657 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -1167940.625000 Penalty: 3042.967285 Iteration 30Q: 3 clusters Score -1167941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10661 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1167941.625000 Penalty: 3042.967285 Iteration 31Q: 3 clusters Score -1167942 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10667 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -1167943.625000 Penalty: 3042.967285 Iteration 32Q: 3 clusters Score -1167944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10672 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1167947.625000 Penalty: 3042.967285 Iteration 33Q: 3 clusters Score -1167948 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10677 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1167947.875000 Penalty: 3042.967285 Iteration 34Q: 3 clusters Score -1167948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10678 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1167947.375000 Penalty: 3042.967285 Iteration 35Q: 3 clusters Score -1167947 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10680 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1167949.125000 Penalty: 3042.967285 Iteration 36Q: 3 clusters Score -1167949 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1167951.000000 Penalty: 3042.967285 Iteration 37Q: 3 clusters Score -1167951 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1167951.000000 Penalty: 3042.967285 Iteration 38F: 3 clusters Score -1167951 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (69013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69013 members Entering Unmasked Estep Score: -6793375.000000 Penalty: 1810.583130 Iteration 0F: 2 clusters Score -6793375 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34534 members Mstep: Class 2 contains 34479 members Entering Unmasked Estep Score: -6747217.000000 Penalty: 3621.166260 Iteration 0F: 3 clusters Score -6747217 nChanged 32778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35504 members Mstep: Class 2 contains 33509 members Entering Unmasked Estep Score: -6766060.000000 Penalty: 3621.166260 Iteration 1F: 3 clusters Score -6766060 nChanged 2647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36117 members Mstep: Class 2 contains 32896 members Entering Unmasked Estep Score: -6766930.000000 Penalty: 3621.166260 Iteration 2Q: 3 clusters Score -6766930 nChanged 2815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36906 members Mstep: Class 2 contains 32107 members Entering Unmasked Estep Score: -6767862.500000 Penalty: 3621.166260 Iteration 3Q: 3 clusters Score -6767862 nChanged 3141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38017 members Mstep: Class 2 contains 30996 members Entering Unmasked Estep Score: -6769278.000000 Penalty: 3621.166260 Iteration 4Q: 3 clusters Score -6769278 nChanged 3538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39545 members Mstep: Class 2 contains 29468 members Entering Unmasked Estep Score: -6771242.500000 Penalty: 3621.166260 Iteration 5F: 3 clusters Score -6771242 nChanged 4111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41472 members Mstep: Class 2 contains 27541 members Entering Unmasked Estep Score: -6774029.500000 Penalty: 3621.166260 Iteration 6F: 3 clusters Score -6774030 nChanged 4356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43554 members Mstep: Class 2 contains 25459 members Entering Unmasked Estep Score: -6777294.500000 Penalty: 3621.166260 Iteration 7F: 3 clusters Score -6777294 nChanged 4066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45348 members Mstep: Class 2 contains 23665 members Entering Unmasked Estep Score: -6780010.500000 Penalty: 3621.166260 Iteration 8F: 3 clusters Score -6780010 nChanged 3330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46716 members Mstep: Class 2 contains 22297 members Entering Unmasked Estep Score: -6781795.000000 Penalty: 3621.166260 Iteration 9Q: 3 clusters Score -6781795 nChanged 2305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47771 members Mstep: Class 2 contains 21242 members Entering Unmasked Estep Score: -6782788.500000 Penalty: 3621.166260 Iteration 10Q: 3 clusters Score -6782788 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48722 members Mstep: Class 2 contains 20291 members Entering Unmasked Estep Score: -6783333.500000 Penalty: 3621.166260 Iteration 11Q: 3 clusters Score -6783334 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49688 members Mstep: Class 2 contains 19325 members Entering Unmasked Estep Score: -6783814.000000 Penalty: 3621.166260 Iteration 12Q: 3 clusters Score -6783814 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50638 members Mstep: Class 2 contains 18375 members Entering Unmasked Estep Score: -6784266.500000 Penalty: 3621.166260 Iteration 13Q: 3 clusters Score -6784266 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51584 members Mstep: Class 2 contains 17429 members Entering Unmasked Estep Score: -6784686.500000 Penalty: 3621.166260 Iteration 14Q: 3 clusters Score -6784686 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52555 members Mstep: Class 2 contains 16458 members Entering Unmasked Estep Score: -6785086.000000 Penalty: 3621.166260 Iteration 15Q: 3 clusters Score -6785086 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53608 members Mstep: Class 2 contains 15405 members Entering Unmasked Estep Score: -6785571.000000 Penalty: 3621.166260 Iteration 16Q: 3 clusters Score -6785571 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54712 members Mstep: Class 2 contains 14301 members Entering Unmasked Estep Score: -6786154.000000 Penalty: 3621.166260 Iteration 17Q: 3 clusters Score -6786154 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55811 members Mstep: Class 2 contains 13202 members Entering Unmasked Estep Score: -6786705.000000 Penalty: 3621.166260 Iteration 18Q: 3 clusters Score -6786705 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56963 members Mstep: Class 2 contains 12050 members Entering Unmasked Estep Score: -6787280.000000 Penalty: 3621.166260 Iteration 19Q: 3 clusters Score -6787280 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58089 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -6787898.000000 Penalty: 3621.166260 Iteration 20F: 3 clusters Score -6787898 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59137 members Mstep: Class 2 contains 9876 members Entering Unmasked Estep Score: -6788440.500000 Penalty: 3621.166260 Iteration 21Q: 3 clusters Score -6788440 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60148 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -6789023.000000 Penalty: 3621.166260 Iteration 22Q: 3 clusters Score -6789023 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61162 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -6789610.000000 Penalty: 3621.166260 Iteration 23Q: 3 clusters Score -6789610 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62106 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -6790118.500000 Penalty: 3621.166260 Iteration 24Q: 3 clusters Score -6790118 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62964 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -6790597.000000 Penalty: 3621.166260 Iteration 25Q: 3 clusters Score -6790597 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63687 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -6791027.000000 Penalty: 3621.166260 Iteration 26Q: 3 clusters Score -6791027 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64347 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -6791415.000000 Penalty: 3621.166260 Iteration 27Q: 3 clusters Score -6791415 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64896 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -6791779.500000 Penalty: 3621.166260 Iteration 28Q: 3 clusters Score -6791780 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65358 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -6792034.000000 Penalty: 3621.166260 Iteration 29Q: 3 clusters Score -6792034 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65715 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -6792233.500000 Penalty: 3621.166260 Iteration 30Q: 3 clusters Score -6792234 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65969 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -6792376.500000 Penalty: 3621.166260 Iteration 31Q: 3 clusters Score -6792376 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66192 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -6792492.000000 Penalty: 3621.166260 Iteration 32Q: 3 clusters Score -6792492 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66365 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -6792575.500000 Penalty: 3621.166260 Iteration 33Q: 3 clusters Score -6792576 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66498 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -6792668.000000 Penalty: 3621.166260 Iteration 34Q: 3 clusters Score -6792668 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66619 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -6792748.000000 Penalty: 3621.166260 Iteration 35Q: 3 clusters Score -6792748 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66711 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -6792793.000000 Penalty: 3621.166260 Iteration 36Q: 3 clusters Score -6792793 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66790 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -6792828.000000 Penalty: 3621.166260 Iteration 37Q: 3 clusters Score -6792828 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66850 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -6792836.500000 Penalty: 3621.166260 Iteration 38Q: 3 clusters Score -6792836 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66890 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -6792855.000000 Penalty: 3621.166260 Iteration 39Q: 3 clusters Score -6792855 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66919 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -6792850.000000 Penalty: 3621.166260 Iteration 40F: 3 clusters Score -6792850 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66930 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -6792864.000000 Penalty: 3621.166260 Iteration 41Q: 3 clusters Score -6792864 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66937 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -6792861.000000 Penalty: 3621.166260 Iteration 42Q: 3 clusters Score -6792861 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66946 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -6792859.500000 Penalty: 3621.166260 Iteration 43Q: 3 clusters Score -6792860 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66952 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -6792863.500000 Penalty: 3621.166260 Iteration 44Q: 3 clusters Score -6792864 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66954 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -6792860.500000 Penalty: 3621.166260 Iteration 45Q: 3 clusters Score -6792860 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66955 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -6792862.500000 Penalty: 3621.166260 Iteration 46Q: 3 clusters Score -6792862 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66960 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -6792855.000000 Penalty: 3621.166260 Iteration 47Q: 3 clusters Score -6792855 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66964 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -6792856.000000 Penalty: 3621.166260 Iteration 48Q: 3 clusters Score -6792856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66967 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -6792859.000000 Penalty: 3621.166260 Iteration 49Q: 3 clusters Score -6792859 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66973 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -6792853.000000 Penalty: 3621.166260 Iteration 50Q: 3 clusters Score -6792853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66979 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -6792854.500000 Penalty: 3621.166260 Iteration 51Q: 3 clusters Score -6792854 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66984 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -6792854.500000 Penalty: 3621.166260 Iteration 52Q: 3 clusters Score -6792854 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66985 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -6792854.500000 Penalty: 3621.166260 Iteration 53Q: 3 clusters Score -6792854 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66987 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -6792850.000000 Penalty: 3621.166260 Iteration 54Q: 3 clusters Score -6792850 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66989 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -6792852.500000 Penalty: 3621.166260 Iteration 55Q: 3 clusters Score -6792852 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66989 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -6792852.500000 Penalty: 3621.166260 Iteration 56F: 3 clusters Score -6792852 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Entering Unmasked Estep Score: -355994.625000 Penalty: 1334.365967 Iteration 0F: 2 clusters Score -355994.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -352880.781250 Penalty: 2668.731934 Iteration 0F: 3 clusters Score -352880.8 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -353784.812500 Penalty: 2668.731934 Iteration 1F: 3 clusters Score -353784.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -354045.750000 Penalty: 2668.731934 Iteration 2F: 3 clusters Score -354045.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -354283.406250 Penalty: 2668.731934 Iteration 3F: 3 clusters Score -354283.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -354560.656250 Penalty: 2668.731934 Iteration 4F: 3 clusters Score -354560.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -354778.968750 Penalty: 2668.731934 Iteration 5F: 3 clusters Score -354779 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -354939.875000 Penalty: 2668.731934 Iteration 6F: 3 clusters Score -354939.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -355079.687500 Penalty: 2668.731934 Iteration 7Q: 3 clusters Score -355079.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -355173.218750 Penalty: 2668.731934 Iteration 8Q: 3 clusters Score -355173.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -355231.875000 Penalty: 2668.731934 Iteration 9Q: 3 clusters Score -355231.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -355273.218750 Penalty: 2668.731934 Iteration 10Q: 3 clusters Score -355273.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -355299.125000 Penalty: 2668.731934 Iteration 11Q: 3 clusters Score -355299.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -355316.843750 Penalty: 2668.731934 Iteration 12Q: 3 clusters Score -355316.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -355335.968750 Penalty: 2668.731934 Iteration 13Q: 3 clusters Score -355336 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -355357.781250 Penalty: 2668.731934 Iteration 14Q: 3 clusters Score -355357.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -355375.531250 Penalty: 2668.731934 Iteration 15Q: 3 clusters Score -355375.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -355392.843750 Penalty: 2668.731934 Iteration 16Q: 3 clusters Score -355392.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -355407.281250 Penalty: 2668.731934 Iteration 17Q: 3 clusters Score -355407.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -355417.906250 Penalty: 2668.731934 Iteration 18Q: 3 clusters Score -355417.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -355429.156250 Penalty: 2668.731934 Iteration 19Q: 3 clusters Score -355429.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -355440.000000 Penalty: 2668.731934 Iteration 20F: 3 clusters Score -355440 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -355449.437500 Penalty: 2668.731934 Iteration 21Q: 3 clusters Score -355449.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -355455.968750 Penalty: 2668.731934 Iteration 22Q: 3 clusters Score -355456 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -355467.437500 Penalty: 2668.731934 Iteration 23Q: 3 clusters Score -355467.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -355480.125000 Penalty: 2668.731934 Iteration 24Q: 3 clusters Score -355480.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -355489.187500 Penalty: 2668.731934 Iteration 25Q: 3 clusters Score -355489.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -355501.031250 Penalty: 2668.731934 Iteration 26Q: 3 clusters Score -355501 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -355522.718750 Penalty: 2668.731934 Iteration 27Q: 3 clusters Score -355522.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -355553.875000 Penalty: 2668.731934 Iteration 28Q: 3 clusters Score -355553.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -355610.187500 Penalty: 2668.731934 Iteration 29Q: 3 clusters Score -355610.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -355682.406250 Penalty: 2668.731934 Iteration 30Q: 3 clusters Score -355682.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -355734.312500 Penalty: 2668.731934 Iteration 31Q: 3 clusters Score -355734.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -355833.093750 Penalty: 2668.731934 Iteration 32Q: 3 clusters Score -355833.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -355913.687500 Penalty: 2668.731934 Iteration 33Q: 3 clusters Score -355913.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -355960.625000 Penalty: 2668.731934 Iteration 34Q: 3 clusters Score -355960.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -355996.343750 Penalty: 2668.731934 Iteration 35Q: 3 clusters Score -355996.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -356022.218750 Penalty: 2668.731934 Iteration 36Q: 3 clusters Score -356022.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -356033.437500 Penalty: 2668.731934 Iteration 37Q: 3 clusters Score -356033.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -356040.656250 Penalty: 2668.731934 Iteration 38Q: 3 clusters Score -356040.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -356045.875000 Penalty: 2668.731934 Iteration 39Q: 3 clusters Score -356045.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -356048.593750 Penalty: 2668.731934 Iteration 40F: 3 clusters Score -356048.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -356055.031250 Penalty: 2668.731934 Iteration 41Q: 3 clusters Score -356055 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -356063.500000 Penalty: 2668.731934 Iteration 42Q: 3 clusters Score -356063.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -356066.062500 Penalty: 2668.731934 Iteration 43Q: 3 clusters Score -356066.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -356067.031250 Penalty: 2668.731934 Iteration 44Q: 3 clusters Score -356067 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -356066.656250 Penalty: 2668.731934 Iteration 45Q: 3 clusters Score -356066.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -356067.687500 Penalty: 2668.731934 Iteration 46Q: 3 clusters Score -356067.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -356068.125000 Penalty: 2668.731934 Iteration 47Q: 3 clusters Score -356068.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -356068.125000 Penalty: 2668.731934 Iteration 48F: 3 clusters Score -356068.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5893 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4470 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11649 members Mstep: Class 12 contains 69013 members Mstep: Class 13 contains 1941 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5531 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Mstep: Class 30 contains 1742 members Entering Unmasked Estep Score: -22266386.000000 Penalty: 60212.980469 Splitting cluster 13 changes total score from -22267020.000000 to -22266386.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Entering Unmasked Estep Score: -29269.333984 Penalty: 955.586670 Iteration 0F: 2 clusters Score -29269.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -28395.732422 Penalty: 1911.173340 Iteration 0F: 3 clusters Score -28395.73 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -28606.681641 Penalty: 1911.173340 Iteration 1F: 3 clusters Score -28606.68 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -28707.156250 Penalty: 1911.173340 Iteration 2F: 3 clusters Score -28707.16 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -28788.175781 Penalty: 1911.173340 Iteration 3F: 3 clusters Score -28788.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -28841.966797 Penalty: 1911.173340 Iteration 4Q: 3 clusters Score -28841.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -28894.058594 Penalty: 1911.173340 Iteration 5Q: 3 clusters Score -28894.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -28917.253906 Penalty: 1911.173340 Iteration 6Q: 3 clusters Score -28917.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -28930.025391 Penalty: 1911.173340 Iteration 7Q: 3 clusters Score -28930.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -28942.666016 Penalty: 1911.173340 Iteration 8Q: 3 clusters Score -28942.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -28962.109375 Penalty: 1911.173340 Iteration 9Q: 3 clusters Score -28962.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -28984.169922 Penalty: 1911.173340 Iteration 10Q: 3 clusters Score -28984.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -29045.294922 Penalty: 1911.173340 Iteration 11Q: 3 clusters Score -29045.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -29093.652344 Penalty: 1911.173340 Iteration 12Q: 3 clusters Score -29093.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -29125.146484 Penalty: 1911.173340 Iteration 13Q: 3 clusters Score -29125.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -29148.488281 Penalty: 1911.173340 Iteration 14Q: 3 clusters Score -29148.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -29160.576172 Penalty: 1911.173340 Iteration 15Q: 3 clusters Score -29160.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -29161.552734 Penalty: 1911.173340 Iteration 16F: 3 clusters Score -29161.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -29175.740234 Penalty: 1911.173340 Iteration 17Q: 3 clusters Score -29175.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -29176.751953 Penalty: 1911.173340 Iteration 18Q: 3 clusters Score -29176.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -29176.751953 Penalty: 1911.173340 Iteration 19F: 3 clusters Score -29176.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Entering Unmasked Estep Score: -265663.281250 Penalty: 1278.217773 Iteration 0F: 2 clusters Score -265663.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -263215.500000 Penalty: 2556.435547 Iteration 0F: 3 clusters Score -263215.5 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -263732.687500 Penalty: 2556.435547 Iteration 1F: 3 clusters Score -263732.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -263851.875000 Penalty: 2556.435547 Iteration 2F: 3 clusters Score -263851.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -263940.906250 Penalty: 2556.435547 Iteration 3F: 3 clusters Score -263940.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -264001.031250 Penalty: 2556.435547 Iteration 4Q: 3 clusters Score -264001 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -264042.625000 Penalty: 2556.435547 Iteration 5Q: 3 clusters Score -264042.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -264074.406250 Penalty: 2556.435547 Iteration 6Q: 3 clusters Score -264074.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -264099.031250 Penalty: 2556.435547 Iteration 7Q: 3 clusters Score -264099 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -264119.062500 Penalty: 2556.435547 Iteration 8Q: 3 clusters Score -264119.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -264139.593750 Penalty: 2556.435547 Iteration 9Q: 3 clusters Score -264139.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -264157.468750 Penalty: 2556.435547 Iteration 10Q: 3 clusters Score -264157.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -264171.250000 Penalty: 2556.435547 Iteration 11Q: 3 clusters Score -264171.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -264179.093750 Penalty: 2556.435547 Iteration 12Q: 3 clusters Score -264179.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -264184.093750 Penalty: 2556.435547 Iteration 13Q: 3 clusters Score -264184.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -264188.875000 Penalty: 2556.435547 Iteration 14Q: 3 clusters Score -264188.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -264193.531250 Penalty: 2556.435547 Iteration 15Q: 3 clusters Score -264193.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -264197.718750 Penalty: 2556.435547 Iteration 16Q: 3 clusters Score -264197.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -264200.906250 Penalty: 2556.435547 Iteration 17Q: 3 clusters Score -264200.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -264205.468750 Penalty: 2556.435547 Iteration 18Q: 3 clusters Score -264205.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -264209.000000 Penalty: 2556.435547 Iteration 19Q: 3 clusters Score -264209 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -264213.375000 Penalty: 2556.435547 Iteration 20F: 3 clusters Score -264213.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -264217.562500 Penalty: 2556.435547 Iteration 21Q: 3 clusters Score -264217.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -264221.468750 Penalty: 2556.435547 Iteration 22Q: 3 clusters Score -264221.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -264224.468750 Penalty: 2556.435547 Iteration 23Q: 3 clusters Score -264224.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -264226.187500 Penalty: 2556.435547 Iteration 24Q: 3 clusters Score -264226.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -264226.812500 Penalty: 2556.435547 Iteration 25Q: 3 clusters Score -264226.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -264228.375000 Penalty: 2556.435547 Iteration 26Q: 3 clusters Score -264228.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -264230.218750 Penalty: 2556.435547 Iteration 27Q: 3 clusters Score -264230.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -264231.875000 Penalty: 2556.435547 Iteration 28Q: 3 clusters Score -264231.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -264233.031250 Penalty: 2556.435547 Iteration 29Q: 3 clusters Score -264233 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -264233.968750 Penalty: 2556.435547 Iteration 30Q: 3 clusters Score -264234 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -264233.968750 Penalty: 2556.435547 Iteration 31F: 3 clusters Score -264234 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Entering Unmasked Estep Score: -61873.984375 Penalty: 1068.223022 Iteration 0F: 2 clusters Score -61873.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -60774.914062 Penalty: 2136.446045 Iteration 0F: 3 clusters Score -60774.91 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -61066.062500 Penalty: 2136.446045 Iteration 1F: 3 clusters Score -61066.06 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -61190.316406 Penalty: 2136.446045 Iteration 2F: 3 clusters Score -61190.32 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -61282.910156 Penalty: 2136.446045 Iteration 3F: 3 clusters Score -61282.91 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -61357.023438 Penalty: 2136.446045 Iteration 4Q: 3 clusters Score -61357.02 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -61427.742188 Penalty: 2136.446045 Iteration 5Q: 3 clusters Score -61427.74 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -61466.160156 Penalty: 2136.446045 Iteration 6Q: 3 clusters Score -61466.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -61523.921875 Penalty: 2136.446045 Iteration 7Q: 3 clusters Score -61523.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -61536.039062 Penalty: 2136.446045 Iteration 8Q: 3 clusters Score -61536.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -61567.015625 Penalty: 2136.446045 Iteration 9Q: 3 clusters Score -61567.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -61583.613281 Penalty: 2136.446045 Iteration 10Q: 3 clusters Score -61583.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -61588.738281 Penalty: 2136.446045 Iteration 11Q: 3 clusters Score -61588.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -61589.398438 Penalty: 2136.446045 Iteration 12Q: 3 clusters Score -61589.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -61589.398438 Penalty: 2136.446045 Iteration 13F: 3 clusters Score -61589.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Entering Unmasked Estep Score: -161815.546875 Penalty: 1204.868042 Iteration 0F: 2 clusters Score -161815.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -159952.593750 Penalty: 2409.736084 Iteration 0F: 3 clusters Score -159952.6 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -160353.703125 Penalty: 2409.736084 Iteration 1F: 3 clusters Score -160353.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -160508.468750 Penalty: 2409.736084 Iteration 2F: 3 clusters Score -160508.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -160711.140625 Penalty: 2409.736084 Iteration 3F: 3 clusters Score -160711.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -160860.750000 Penalty: 2409.736084 Iteration 4F: 3 clusters Score -160860.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -160952.515625 Penalty: 2409.736084 Iteration 5F: 3 clusters Score -160952.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -161014.843750 Penalty: 2409.736084 Iteration 6Q: 3 clusters Score -161014.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -161064.671875 Penalty: 2409.736084 Iteration 7Q: 3 clusters Score -161064.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -161104.859375 Penalty: 2409.736084 Iteration 8Q: 3 clusters Score -161104.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -161141.015625 Penalty: 2409.736084 Iteration 9Q: 3 clusters Score -161141 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -161157.421875 Penalty: 2409.736084 Iteration 10Q: 3 clusters Score -161157.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -161164.203125 Penalty: 2409.736084 Iteration 11Q: 3 clusters Score -161164.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -161166.875000 Penalty: 2409.736084 Iteration 12Q: 3 clusters Score -161166.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -161170.671875 Penalty: 2409.736084 Iteration 13Q: 3 clusters Score -161170.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -161175.312500 Penalty: 2409.736084 Iteration 14Q: 3 clusters Score -161175.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -161178.625000 Penalty: 2409.736084 Iteration 15Q: 3 clusters Score -161178.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -161179.609375 Penalty: 2409.736084 Iteration 16Q: 3 clusters Score -161179.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -161180.625000 Penalty: 2409.736084 Iteration 17Q: 3 clusters Score -161180.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -161180.625000 Penalty: 2409.736084 Iteration 18F: 3 clusters Score -161180.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Entering Unmasked Estep Score: -92761.437500 Penalty: 1120.054199 Iteration 0F: 2 clusters Score -92761.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -91426.726562 Penalty: 2240.108398 Iteration 0F: 3 clusters Score -91426.73 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -91782.046875 Penalty: 2240.108398 Iteration 1F: 3 clusters Score -91782.05 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -91934.703125 Penalty: 2240.108398 Iteration 2F: 3 clusters Score -91934.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -92058.171875 Penalty: 2240.108398 Iteration 3F: 3 clusters Score -92058.17 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -92147.039062 Penalty: 2240.108398 Iteration 4F: 3 clusters Score -92147.04 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -92211.187500 Penalty: 2240.108398 Iteration 5Q: 3 clusters Score -92211.19 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -92239.148438 Penalty: 2240.108398 Iteration 6Q: 3 clusters Score -92239.15 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -92266.960938 Penalty: 2240.108398 Iteration 7Q: 3 clusters Score -92266.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -92290.109375 Penalty: 2240.108398 Iteration 8Q: 3 clusters Score -92290.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -92306.593750 Penalty: 2240.108398 Iteration 9Q: 3 clusters Score -92306.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -92319.921875 Penalty: 2240.108398 Iteration 10Q: 3 clusters Score -92319.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -92384.460938 Penalty: 2240.108398 Iteration 11Q: 3 clusters Score -92384.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -92411.507812 Penalty: 2240.108398 Iteration 12Q: 3 clusters Score -92411.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -92421.921875 Penalty: 2240.108398 Iteration 13Q: 3 clusters Score -92421.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -92424.132812 Penalty: 2240.108398 Iteration 14Q: 3 clusters Score -92424.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -92428.039062 Penalty: 2240.108398 Iteration 15Q: 3 clusters Score -92428.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -92434.632812 Penalty: 2240.108398 Iteration 16Q: 3 clusters Score -92434.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -92434.632812 Penalty: 2240.108398 Iteration 17F: 3 clusters Score -92434.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Entering Unmasked Estep Score: -227492.500000 Penalty: 1255.652832 Iteration 0F: 2 clusters Score -227492.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -225235.046875 Penalty: 2511.305664 Iteration 0F: 3 clusters Score -225235 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -225789.046875 Penalty: 2511.305664 Iteration 1F: 3 clusters Score -225789 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -225929.500000 Penalty: 2511.305664 Iteration 2F: 3 clusters Score -225929.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -226020.359375 Penalty: 2511.305664 Iteration 3F: 3 clusters Score -226020.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -226092.546875 Penalty: 2511.305664 Iteration 4Q: 3 clusters Score -226092.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -226148.875000 Penalty: 2511.305664 Iteration 5Q: 3 clusters Score -226148.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -226198.187500 Penalty: 2511.305664 Iteration 6Q: 3 clusters Score -226198.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -226244.609375 Penalty: 2511.305664 Iteration 7Q: 3 clusters Score -226244.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -226286.140625 Penalty: 2511.305664 Iteration 8Q: 3 clusters Score -226286.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -226317.515625 Penalty: 2511.305664 Iteration 9Q: 3 clusters Score -226317.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -226365.875000 Penalty: 2511.305664 Iteration 10Q: 3 clusters Score -226365.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -226412.984375 Penalty: 2511.305664 Iteration 11Q: 3 clusters Score -226413 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -226459.390625 Penalty: 2511.305664 Iteration 12Q: 3 clusters Score -226459.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -226489.609375 Penalty: 2511.305664 Iteration 13Q: 3 clusters Score -226489.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -226516.546875 Penalty: 2511.305664 Iteration 14Q: 3 clusters Score -226516.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -226549.609375 Penalty: 2511.305664 Iteration 15Q: 3 clusters Score -226549.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -226576.937500 Penalty: 2511.305664 Iteration 16Q: 3 clusters Score -226576.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -226603.546875 Penalty: 2511.305664 Iteration 17Q: 3 clusters Score -226603.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -226620.453125 Penalty: 2511.305664 Iteration 18Q: 3 clusters Score -226620.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -226642.218750 Penalty: 2511.305664 Iteration 19Q: 3 clusters Score -226642.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -226659.046875 Penalty: 2511.305664 Iteration 20F: 3 clusters Score -226659 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -226684.750000 Penalty: 2511.305664 Iteration 21Q: 3 clusters Score -226684.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -226708.953125 Penalty: 2511.305664 Iteration 22Q: 3 clusters Score -226709 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -226721.390625 Penalty: 2511.305664 Iteration 23Q: 3 clusters Score -226721.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -226731.156250 Penalty: 2511.305664 Iteration 24Q: 3 clusters Score -226731.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -226745.515625 Penalty: 2511.305664 Iteration 25Q: 3 clusters Score -226745.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -226757.578125 Penalty: 2511.305664 Iteration 26Q: 3 clusters Score -226757.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -226766.468750 Penalty: 2511.305664 Iteration 27Q: 3 clusters Score -226766.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -226772.218750 Penalty: 2511.305664 Iteration 28Q: 3 clusters Score -226772.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -226776.171875 Penalty: 2511.305664 Iteration 29Q: 3 clusters Score -226776.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -226777.703125 Penalty: 2511.305664 Iteration 30Q: 3 clusters Score -226777.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -226779.078125 Penalty: 2511.305664 Iteration 31Q: 3 clusters Score -226779.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -226779.078125 Penalty: 2511.305664 Iteration 32F: 3 clusters Score -226779.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Entering Unmasked Estep Score: -221795.515625 Penalty: 1248.702637 Iteration 0F: 2 clusters Score -221795.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -219629.031250 Penalty: 2497.405273 Iteration 0F: 3 clusters Score -219629 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -220064.281250 Penalty: 2497.405273 Iteration 1F: 3 clusters Score -220064.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -220166.296875 Penalty: 2497.405273 Iteration 2F: 3 clusters Score -220166.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -220219.937500 Penalty: 2497.405273 Iteration 3Q: 3 clusters Score -220219.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -220263.781250 Penalty: 2497.405273 Iteration 4Q: 3 clusters Score -220263.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -220287.484375 Penalty: 2497.405273 Iteration 5Q: 3 clusters Score -220287.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -220305.562500 Penalty: 2497.405273 Iteration 6Q: 3 clusters Score -220305.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -220318.421875 Penalty: 2497.405273 Iteration 7Q: 3 clusters Score -220318.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -220327.890625 Penalty: 2497.405273 Iteration 8Q: 3 clusters Score -220327.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -220335.812500 Penalty: 2497.405273 Iteration 9Q: 3 clusters Score -220335.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -220342.750000 Penalty: 2497.405273 Iteration 10Q: 3 clusters Score -220342.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -220347.515625 Penalty: 2497.405273 Iteration 11Q: 3 clusters Score -220347.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -220352.281250 Penalty: 2497.405273 Iteration 12Q: 3 clusters Score -220352.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -220357.687500 Penalty: 2497.405273 Iteration 13Q: 3 clusters Score -220357.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -220361.062500 Penalty: 2497.405273 Iteration 14Q: 3 clusters Score -220361.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -220364.843750 Penalty: 2497.405273 Iteration 15Q: 3 clusters Score -220364.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -220367.875000 Penalty: 2497.405273 Iteration 16Q: 3 clusters Score -220367.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -220369.734375 Penalty: 2497.405273 Iteration 17Q: 3 clusters Score -220369.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -220372.453125 Penalty: 2497.405273 Iteration 18Q: 3 clusters Score -220372.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -220377.265625 Penalty: 2497.405273 Iteration 19Q: 3 clusters Score -220377.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -220378.937500 Penalty: 2497.405273 Iteration 20F: 3 clusters Score -220378.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -220380.000000 Penalty: 2497.405273 Iteration 21Q: 3 clusters Score -220380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -220380.468750 Penalty: 2497.405273 Iteration 22Q: 3 clusters Score -220380.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -220382.375000 Penalty: 2497.405273 Iteration 23Q: 3 clusters Score -220382.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -220386.187500 Penalty: 2497.405273 Iteration 24Q: 3 clusters Score -220386.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -220393.343750 Penalty: 2497.405273 Iteration 25Q: 3 clusters Score -220393.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -220398.562500 Penalty: 2497.405273 Iteration 26Q: 3 clusters Score -220398.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -220401.359375 Penalty: 2497.405273 Iteration 27Q: 3 clusters Score -220401.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -220402.609375 Penalty: 2497.405273 Iteration 28Q: 3 clusters Score -220402.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -220403.937500 Penalty: 2497.405273 Iteration 29Q: 3 clusters Score -220403.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -220403.968750 Penalty: 2497.405273 Iteration 30Q: 3 clusters Score -220404 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -220404.671875 Penalty: 2497.405273 Iteration 31Q: 3 clusters Score -220404.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -220405.578125 Penalty: 2497.405273 Iteration 32Q: 3 clusters Score -220405.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -220407.000000 Penalty: 2497.405273 Iteration 33Q: 3 clusters Score -220407 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -220409.062500 Penalty: 2497.405273 Iteration 34Q: 3 clusters Score -220409.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -220409.093750 Penalty: 2497.405273 Iteration 35Q: 3 clusters Score -220409.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -220409.921875 Penalty: 2497.405273 Iteration 36Q: 3 clusters Score -220409.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -220409.921875 Penalty: 2497.405273 Iteration 37F: 3 clusters Score -220409.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (17742 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17742 members Entering Unmasked Estep Score: -1699834.375000 Penalty: 1589.849731 Iteration 0F: 2 clusters Score -1699834 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 8808 members Entering Unmasked Estep Score: -1687794.750000 Penalty: 3179.699463 Iteration 0F: 3 clusters Score -1687795 nChanged 7983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -1692169.875000 Penalty: 3179.699463 Iteration 1F: 3 clusters Score -1692170 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -1692658.000000 Penalty: 3179.699463 Iteration 2F: 3 clusters Score -1692658 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -1693287.000000 Penalty: 3179.699463 Iteration 3F: 3 clusters Score -1693287 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8928 members Mstep: Class 2 contains 8814 members Entering Unmasked Estep Score: -1694043.250000 Penalty: 3179.699463 Iteration 4F: 3 clusters Score -1694043 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -1694927.750000 Penalty: 3179.699463 Iteration 5F: 3 clusters Score -1694928 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -1695905.125000 Penalty: 3179.699463 Iteration 6F: 3 clusters Score -1695905 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8222 members Mstep: Class 2 contains 9520 members Entering Unmasked Estep Score: -1696789.125000 Penalty: 3179.699463 Iteration 7F: 3 clusters Score -1696789 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 9678 members Entering Unmasked Estep Score: -1697432.750000 Penalty: 3179.699463 Iteration 8F: 3 clusters Score -1697433 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 9715 members Entering Unmasked Estep Score: -1697775.500000 Penalty: 3179.699463 Iteration 9Q: 3 clusters Score -1697776 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -1697946.250000 Penalty: 3179.699463 Iteration 10Q: 3 clusters Score -1697946 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 9740 members Entering Unmasked Estep Score: -1698021.375000 Penalty: 3179.699463 Iteration 11Q: 3 clusters Score -1698021 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8009 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -1698077.000000 Penalty: 3179.699463 Iteration 12Q: 3 clusters Score -1698077 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 9734 members Entering Unmasked Estep Score: -1698110.000000 Penalty: 3179.699463 Iteration 13Q: 3 clusters Score -1698110 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8005 members Mstep: Class 2 contains 9737 members Entering Unmasked Estep Score: -1698136.125000 Penalty: 3179.699463 Iteration 14Q: 3 clusters Score -1698136 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 9768 members Entering Unmasked Estep Score: -1698157.125000 Penalty: 3179.699463 Iteration 15Q: 3 clusters Score -1698157 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 9778 members Entering Unmasked Estep Score: -1698172.250000 Penalty: 3179.699463 Iteration 16Q: 3 clusters Score -1698172 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -1698173.750000 Penalty: 3179.699463 Iteration 17Q: 3 clusters Score -1698174 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7936 members Mstep: Class 2 contains 9806 members Entering Unmasked Estep Score: -1698175.625000 Penalty: 3179.699463 Iteration 18Q: 3 clusters Score -1698176 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -1698180.375000 Penalty: 3179.699463 Iteration 19Q: 3 clusters Score -1698180 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 9802 members Entering Unmasked Estep Score: -1698184.000000 Penalty: 3179.699463 Iteration 20F: 3 clusters Score -1698184 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -1698192.875000 Penalty: 3179.699463 Iteration 21Q: 3 clusters Score -1698193 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -1698190.375000 Penalty: 3179.699463 Iteration 22Q: 3 clusters Score -1698190 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 9782 members Entering Unmasked Estep Score: -1698189.250000 Penalty: 3179.699463 Iteration 23Q: 3 clusters Score -1698189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 9777 members Entering Unmasked Estep Score: -1698191.125000 Penalty: 3179.699463 Iteration 24Q: 3 clusters Score -1698191 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 9771 members Entering Unmasked Estep Score: -1698192.875000 Penalty: 3179.699463 Iteration 25Q: 3 clusters Score -1698193 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -1698193.250000 Penalty: 3179.699463 Iteration 26Q: 3 clusters Score -1698193 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 9759 members Entering Unmasked Estep Score: -1698197.000000 Penalty: 3179.699463 Iteration 27Q: 3 clusters Score -1698197 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 9764 members Entering Unmasked Estep Score: -1698197.250000 Penalty: 3179.699463 Iteration 28Q: 3 clusters Score -1698197 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 9767 members Entering Unmasked Estep Score: -1698194.750000 Penalty: 3179.699463 Iteration 29Q: 3 clusters Score -1698195 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 9767 members Entering Unmasked Estep Score: -1698193.125000 Penalty: 3179.699463 Iteration 30Q: 3 clusters Score -1698193 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 9766 members Entering Unmasked Estep Score: -1698196.375000 Penalty: 3179.699463 Iteration 31Q: 3 clusters Score -1698196 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -1698196.500000 Penalty: 3179.699463 Iteration 32Q: 3 clusters Score -1698196 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 9764 members Entering Unmasked Estep Score: -1698198.250000 Penalty: 3179.699463 Iteration 33Q: 3 clusters Score -1698198 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 9762 members Entering Unmasked Estep Score: -1698194.250000 Penalty: 3179.699463 Iteration 34Q: 3 clusters Score -1698194 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 9762 members Entering Unmasked Estep Score: -1698194.875000 Penalty: 3179.699463 Iteration 35Q: 3 clusters Score -1698195 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7979 members Mstep: Class 2 contains 9763 members Entering Unmasked Estep Score: -1698192.375000 Penalty: 3179.699463 Iteration 36Q: 3 clusters Score -1698192 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7979 members Mstep: Class 2 contains 9763 members Entering Unmasked Estep Score: -1698192.375000 Penalty: 3179.699463 Iteration 37F: 3 clusters Score -1698192 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Entering Unmasked Estep Score: -361446.281250 Penalty: 1338.890991 Iteration 0F: 2 clusters Score -361446.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -358208.000000 Penalty: 2677.781982 Iteration 0F: 3 clusters Score -358208 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -359061.156250 Penalty: 2677.781982 Iteration 1F: 3 clusters Score -359061.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -359196.000000 Penalty: 2677.781982 Iteration 2F: 3 clusters Score -359196 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -359305.687500 Penalty: 2677.781982 Iteration 3Q: 3 clusters Score -359305.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -359427.781250 Penalty: 2677.781982 Iteration 4Q: 3 clusters Score -359427.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -359568.281250 Penalty: 2677.781982 Iteration 5Q: 3 clusters Score -359568.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -359746.375000 Penalty: 2677.781982 Iteration 6Q: 3 clusters Score -359746.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -359940.656250 Penalty: 2677.781982 Iteration 7F: 3 clusters Score -359940.7 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -360180.437500 Penalty: 2677.781982 Iteration 8F: 3 clusters Score -360180.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -360389.031250 Penalty: 2677.781982 Iteration 9F: 3 clusters Score -360389 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -360559.531250 Penalty: 2677.781982 Iteration 10F: 3 clusters Score -360559.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -360698.562500 Penalty: 2677.781982 Iteration 11Q: 3 clusters Score -360698.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -360810.187500 Penalty: 2677.781982 Iteration 12Q: 3 clusters Score -360810.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -360878.531250 Penalty: 2677.781982 Iteration 13Q: 3 clusters Score -360878.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -360917.562500 Penalty: 2677.781982 Iteration 14Q: 3 clusters Score -360917.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -360939.812500 Penalty: 2677.781982 Iteration 15Q: 3 clusters Score -360939.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -360953.406250 Penalty: 2677.781982 Iteration 16Q: 3 clusters Score -360953.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -360960.125000 Penalty: 2677.781982 Iteration 17Q: 3 clusters Score -360960.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -360963.687500 Penalty: 2677.781982 Iteration 18Q: 3 clusters Score -360963.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -360967.156250 Penalty: 2677.781982 Iteration 19Q: 3 clusters Score -360967.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -360969.500000 Penalty: 2677.781982 Iteration 20F: 3 clusters Score -360969.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -360971.500000 Penalty: 2677.781982 Iteration 21Q: 3 clusters Score -360971.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -360973.000000 Penalty: 2677.781982 Iteration 22Q: 3 clusters Score -360973 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -360974.406250 Penalty: 2677.781982 Iteration 23Q: 3 clusters Score -360974.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -360974.593750 Penalty: 2677.781982 Iteration 24Q: 3 clusters Score -360974.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -360974.593750 Penalty: 2677.781982 Iteration 25F: 3 clusters Score -360974.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Entering Unmasked Estep Score: -100802.679688 Penalty: 1129.818481 Iteration 0F: 2 clusters Score -100802.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -99328.414062 Penalty: 2259.636963 Iteration 0F: 3 clusters Score -99328.41 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -99571.640625 Penalty: 2259.636963 Iteration 1F: 3 clusters Score -99571.64 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -99652.648438 Penalty: 2259.636963 Iteration 2F: 3 clusters Score -99652.65 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -99686.968750 Penalty: 2259.636963 Iteration 3Q: 3 clusters Score -99686.97 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -99715.648438 Penalty: 2259.636963 Iteration 4Q: 3 clusters Score -99715.65 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -99738.984375 Penalty: 2259.636963 Iteration 5Q: 3 clusters Score -99738.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -99756.492188 Penalty: 2259.636963 Iteration 6Q: 3 clusters Score -99756.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -99769.218750 Penalty: 2259.636963 Iteration 7Q: 3 clusters Score -99769.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -99779.554688 Penalty: 2259.636963 Iteration 8Q: 3 clusters Score -99779.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -99785.460938 Penalty: 2259.636963 Iteration 9Q: 3 clusters Score -99785.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -99791.710938 Penalty: 2259.636963 Iteration 10Q: 3 clusters Score -99791.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -99795.890625 Penalty: 2259.636963 Iteration 11Q: 3 clusters Score -99795.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -99801.875000 Penalty: 2259.636963 Iteration 12Q: 3 clusters Score -99801.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -99806.929688 Penalty: 2259.636963 Iteration 13Q: 3 clusters Score -99806.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -99813.789062 Penalty: 2259.636963 Iteration 14Q: 3 clusters Score -99813.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -99819.210938 Penalty: 2259.636963 Iteration 15Q: 3 clusters Score -99819.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -99830.125000 Penalty: 2259.636963 Iteration 16Q: 3 clusters Score -99830.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -99835.804688 Penalty: 2259.636963 Iteration 17Q: 3 clusters Score -99835.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -99840.718750 Penalty: 2259.636963 Iteration 18Q: 3 clusters Score -99840.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -99843.031250 Penalty: 2259.636963 Iteration 19Q: 3 clusters Score -99843.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -99843.578125 Penalty: 2259.636963 Iteration 20F: 3 clusters Score -99843.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -99846.906250 Penalty: 2259.636963 Iteration 21Q: 3 clusters Score -99846.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -99851.093750 Penalty: 2259.636963 Iteration 22Q: 3 clusters Score -99851.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -99853.578125 Penalty: 2259.636963 Iteration 23Q: 3 clusters Score -99853.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -99854.640625 Penalty: 2259.636963 Iteration 24Q: 3 clusters Score -99854.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -99855.187500 Penalty: 2259.636963 Iteration 25Q: 3 clusters Score -99855.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -99855.585938 Penalty: 2259.636963 Iteration 26Q: 3 clusters Score -99855.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -99855.585938 Penalty: 2259.636963 Iteration 27F: 3 clusters Score -99855.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Entering Unmasked Estep Score: -347694.312500 Penalty: 1329.211182 Iteration 0F: 2 clusters Score -347694.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -344663.000000 Penalty: 2658.422363 Iteration 0F: 3 clusters Score -344663 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -345402.906250 Penalty: 2658.422363 Iteration 1F: 3 clusters Score -345402.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -345553.687500 Penalty: 2658.422363 Iteration 2F: 3 clusters Score -345553.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -345666.906250 Penalty: 2658.422363 Iteration 3Q: 3 clusters Score -345666.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -345765.093750 Penalty: 2658.422363 Iteration 4Q: 3 clusters Score -345765.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -345848.750000 Penalty: 2658.422363 Iteration 5Q: 3 clusters Score -345848.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -345899.968750 Penalty: 2658.422363 Iteration 6Q: 3 clusters Score -345900 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -345948.781250 Penalty: 2658.422363 Iteration 7Q: 3 clusters Score -345948.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -345986.687500 Penalty: 2658.422363 Iteration 8Q: 3 clusters Score -345986.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -346019.656250 Penalty: 2658.422363 Iteration 9Q: 3 clusters Score -346019.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -346047.281250 Penalty: 2658.422363 Iteration 10Q: 3 clusters Score -346047.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -346077.437500 Penalty: 2658.422363 Iteration 11Q: 3 clusters Score -346077.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -346099.500000 Penalty: 2658.422363 Iteration 12Q: 3 clusters Score -346099.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -346122.031250 Penalty: 2658.422363 Iteration 13Q: 3 clusters Score -346122 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -346151.218750 Penalty: 2658.422363 Iteration 14Q: 3 clusters Score -346151.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -346175.593750 Penalty: 2658.422363 Iteration 15Q: 3 clusters Score -346175.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -346197.125000 Penalty: 2658.422363 Iteration 16Q: 3 clusters Score -346197.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -346220.312500 Penalty: 2658.422363 Iteration 17Q: 3 clusters Score -346220.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -346231.937500 Penalty: 2658.422363 Iteration 18Q: 3 clusters Score -346231.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -346241.843750 Penalty: 2658.422363 Iteration 19Q: 3 clusters Score -346241.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -346251.000000 Penalty: 2658.422363 Iteration 20F: 3 clusters Score -346251 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -346258.812500 Penalty: 2658.422363 Iteration 21Q: 3 clusters Score -346258.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -346262.125000 Penalty: 2658.422363 Iteration 22Q: 3 clusters Score -346262.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -346267.906250 Penalty: 2658.422363 Iteration 23Q: 3 clusters Score -346267.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -346272.218750 Penalty: 2658.422363 Iteration 24Q: 3 clusters Score -346272.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -346275.531250 Penalty: 2658.422363 Iteration 25Q: 3 clusters Score -346275.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -346279.125000 Penalty: 2658.422363 Iteration 26Q: 3 clusters Score -346279.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -346289.562500 Penalty: 2658.422363 Iteration 27Q: 3 clusters Score -346289.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -346296.875000 Penalty: 2658.422363 Iteration 28Q: 3 clusters Score -346296.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -346306.187500 Penalty: 2658.422363 Iteration 29Q: 3 clusters Score -346306.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -346312.718750 Penalty: 2658.422363 Iteration 30Q: 3 clusters Score -346312.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -346320.000000 Penalty: 2658.422363 Iteration 31Q: 3 clusters Score -346320 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -346324.031250 Penalty: 2658.422363 Iteration 32Q: 3 clusters Score -346324 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -346328.718750 Penalty: 2658.422363 Iteration 33Q: 3 clusters Score -346328.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -346333.937500 Penalty: 2658.422363 Iteration 34Q: 3 clusters Score -346333.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -346337.156250 Penalty: 2658.422363 Iteration 35Q: 3 clusters Score -346337.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -346340.562500 Penalty: 2658.422363 Iteration 36Q: 3 clusters Score -346340.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -346343.625000 Penalty: 2658.422363 Iteration 37Q: 3 clusters Score -346343.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -346345.718750 Penalty: 2658.422363 Iteration 38Q: 3 clusters Score -346345.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -346348.031250 Penalty: 2658.422363 Iteration 39Q: 3 clusters Score -346348 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -346351.718750 Penalty: 2658.422363 Iteration 40F: 3 clusters Score -346351.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -346355.062500 Penalty: 2658.422363 Iteration 41Q: 3 clusters Score -346355.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -346357.406250 Penalty: 2658.422363 Iteration 42Q: 3 clusters Score -346357.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -346358.593750 Penalty: 2658.422363 Iteration 43Q: 3 clusters Score -346358.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -346359.468750 Penalty: 2658.422363 Iteration 44Q: 3 clusters Score -346359.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -346360.968750 Penalty: 2658.422363 Iteration 45Q: 3 clusters Score -346361 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -346362.968750 Penalty: 2658.422363 Iteration 46Q: 3 clusters Score -346363 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -346363.593750 Penalty: 2658.422363 Iteration 47Q: 3 clusters Score -346363.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -346364.000000 Penalty: 2658.422363 Iteration 48Q: 3 clusters Score -346364 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -346365.406250 Penalty: 2658.422363 Iteration 49Q: 3 clusters Score -346365.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -346366.500000 Penalty: 2658.422363 Iteration 50Q: 3 clusters Score -346366.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -346366.906250 Penalty: 2658.422363 Iteration 51Q: 3 clusters Score -346366.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -346367.093750 Penalty: 2658.422363 Iteration 52Q: 3 clusters Score -346367.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -346368.937500 Penalty: 2658.422363 Iteration 53Q: 3 clusters Score -346368.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -346369.750000 Penalty: 2658.422363 Iteration 54Q: 3 clusters Score -346369.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -346369.937500 Penalty: 2658.422363 Iteration 55Q: 3 clusters Score -346369.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -346371.125000 Penalty: 2658.422363 Iteration 56Q: 3 clusters Score -346371.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -346372.718750 Penalty: 2658.422363 Iteration 57Q: 3 clusters Score -346372.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -346373.812500 Penalty: 2658.422363 Iteration 58Q: 3 clusters Score -346373.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -346377.406250 Penalty: 2658.422363 Iteration 59Q: 3 clusters Score -346377.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -346377.687500 Penalty: 2658.422363 Iteration 60F: 3 clusters Score -346377.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -346378.593750 Penalty: 2658.422363 Iteration 61Q: 3 clusters Score -346378.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -346378.500000 Penalty: 2658.422363 Iteration 62Q: 3 clusters Score -346378.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -346378.500000 Penalty: 2658.422363 Iteration 63F: 3 clusters Score -346378.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Entering Unmasked Estep Score: -58996.398438 Penalty: 1053.256226 Iteration 0F: 2 clusters Score -58996.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -57867.656250 Penalty: 2106.512451 Iteration 0F: 3 clusters Score -57867.66 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -58146.984375 Penalty: 2106.512451 Iteration 1F: 3 clusters Score -58146.98 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -58267.949219 Penalty: 2106.512451 Iteration 2F: 3 clusters Score -58267.95 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -58348.570312 Penalty: 2106.512451 Iteration 3F: 3 clusters Score -58348.57 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -58401.378906 Penalty: 2106.512451 Iteration 4Q: 3 clusters Score -58401.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -58422.878906 Penalty: 2106.512451 Iteration 5Q: 3 clusters Score -58422.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -58445.746094 Penalty: 2106.512451 Iteration 6Q: 3 clusters Score -58445.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -58462.273438 Penalty: 2106.512451 Iteration 7Q: 3 clusters Score -58462.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -58467.574219 Penalty: 2106.512451 Iteration 8Q: 3 clusters Score -58467.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -58474.558594 Penalty: 2106.512451 Iteration 9Q: 3 clusters Score -58474.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -58477.828125 Penalty: 2106.512451 Iteration 10Q: 3 clusters Score -58477.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -58479.601562 Penalty: 2106.512451 Iteration 11Q: 3 clusters Score -58479.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -58481.097656 Penalty: 2106.512451 Iteration 12Q: 3 clusters Score -58481.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -58481.097656 Penalty: 2106.512451 Iteration 13F: 3 clusters Score -58481.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2958 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Entering Unmasked Estep Score: -271633.093750 Penalty: 1298.743652 Iteration 0F: 2 clusters Score -271633.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -268973.218750 Penalty: 2597.487305 Iteration 0F: 3 clusters Score -268973.2 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -269673.250000 Penalty: 2597.487305 Iteration 1F: 3 clusters Score -269673.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -269845.406250 Penalty: 2597.487305 Iteration 2F: 3 clusters Score -269845.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -270014.781250 Penalty: 2597.487305 Iteration 3F: 3 clusters Score -270014.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -270193.968750 Penalty: 2597.487305 Iteration 4F: 3 clusters Score -270194 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -270382.843750 Penalty: 2597.487305 Iteration 5F: 3 clusters Score -270382.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -270575.750000 Penalty: 2597.487305 Iteration 6F: 3 clusters Score -270575.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -270727.687500 Penalty: 2597.487305 Iteration 7F: 3 clusters Score -270727.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -270840.625000 Penalty: 2597.487305 Iteration 8Q: 3 clusters Score -270840.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -270946.062500 Penalty: 2597.487305 Iteration 9Q: 3 clusters Score -270946.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -271007.062500 Penalty: 2597.487305 Iteration 10Q: 3 clusters Score -271007.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -271038.718750 Penalty: 2597.487305 Iteration 11Q: 3 clusters Score -271038.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -271054.937500 Penalty: 2597.487305 Iteration 12Q: 3 clusters Score -271054.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -271062.937500 Penalty: 2597.487305 Iteration 13Q: 3 clusters Score -271062.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -271077.218750 Penalty: 2597.487305 Iteration 14Q: 3 clusters Score -271077.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -271081.125000 Penalty: 2597.487305 Iteration 15Q: 3 clusters Score -271081.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -271088.500000 Penalty: 2597.487305 Iteration 16Q: 3 clusters Score -271088.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -271098.312500 Penalty: 2597.487305 Iteration 17Q: 3 clusters Score -271098.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -271112.656250 Penalty: 2597.487305 Iteration 18Q: 3 clusters Score -271112.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -271119.000000 Penalty: 2597.487305 Iteration 19Q: 3 clusters Score -271119 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -271121.750000 Penalty: 2597.487305 Iteration 20F: 3 clusters Score -271121.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -271123.718750 Penalty: 2597.487305 Iteration 21Q: 3 clusters Score -271123.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -271127.437500 Penalty: 2597.487305 Iteration 22Q: 3 clusters Score -271127.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -271131.406250 Penalty: 2597.487305 Iteration 23Q: 3 clusters Score -271131.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -271135.156250 Penalty: 2597.487305 Iteration 24Q: 3 clusters Score -271135.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -271136.875000 Penalty: 2597.487305 Iteration 25Q: 3 clusters Score -271136.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -271138.625000 Penalty: 2597.487305 Iteration 26Q: 3 clusters Score -271138.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -271140.687500 Penalty: 2597.487305 Iteration 27Q: 3 clusters Score -271140.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -271142.406250 Penalty: 2597.487305 Iteration 28Q: 3 clusters Score -271142.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -271142.781250 Penalty: 2597.487305 Iteration 29Q: 3 clusters Score -271142.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -271142.781250 Penalty: 2597.487305 Iteration 30F: 3 clusters Score -271142.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Entering Unmasked Estep Score: -560474.312500 Penalty: 1400.445190 Iteration 0F: 2 clusters Score -560474.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -556170.187500 Penalty: 2800.890381 Iteration 0F: 3 clusters Score -556170.2 nChanged 2224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -557366.312500 Penalty: 2800.890381 Iteration 1F: 3 clusters Score -557366.3 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -557518.125000 Penalty: 2800.890381 Iteration 2F: 3 clusters Score -557518.1 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -557638.062500 Penalty: 2800.890381 Iteration 3Q: 3 clusters Score -557638.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -557724.250000 Penalty: 2800.890381 Iteration 4Q: 3 clusters Score -557724.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -557790.375000 Penalty: 2800.890381 Iteration 5Q: 3 clusters Score -557790.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -557852.000000 Penalty: 2800.890381 Iteration 6Q: 3 clusters Score -557852 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -557896.562500 Penalty: 2800.890381 Iteration 7Q: 3 clusters Score -557896.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -557931.312500 Penalty: 2800.890381 Iteration 8Q: 3 clusters Score -557931.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -557961.812500 Penalty: 2800.890381 Iteration 9Q: 3 clusters Score -557961.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -557995.125000 Penalty: 2800.890381 Iteration 10Q: 3 clusters Score -557995.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -558021.937500 Penalty: 2800.890381 Iteration 11Q: 3 clusters Score -558021.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -558045.500000 Penalty: 2800.890381 Iteration 12Q: 3 clusters Score -558045.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -558071.312500 Penalty: 2800.890381 Iteration 13Q: 3 clusters Score -558071.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -558102.937500 Penalty: 2800.890381 Iteration 14Q: 3 clusters Score -558102.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -558132.437500 Penalty: 2800.890381 Iteration 15Q: 3 clusters Score -558132.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -558157.250000 Penalty: 2800.890381 Iteration 16Q: 3 clusters Score -558157.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -558174.187500 Penalty: 2800.890381 Iteration 17Q: 3 clusters Score -558174.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -558191.687500 Penalty: 2800.890381 Iteration 18Q: 3 clusters Score -558191.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -558217.500000 Penalty: 2800.890381 Iteration 19Q: 3 clusters Score -558217.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -558240.500000 Penalty: 2800.890381 Iteration 20F: 3 clusters Score -558240.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -558260.625000 Penalty: 2800.890381 Iteration 21Q: 3 clusters Score -558260.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -558285.500000 Penalty: 2800.890381 Iteration 22Q: 3 clusters Score -558285.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -558329.625000 Penalty: 2800.890381 Iteration 23Q: 3 clusters Score -558329.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -558380.750000 Penalty: 2800.890381 Iteration 24Q: 3 clusters Score -558380.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -558438.562500 Penalty: 2800.890381 Iteration 25Q: 3 clusters Score -558438.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -558507.187500 Penalty: 2800.890381 Iteration 26Q: 3 clusters Score -558507.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -558578.750000 Penalty: 2800.890381 Iteration 27Q: 3 clusters Score -558578.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -558645.187500 Penalty: 2800.890381 Iteration 28Q: 3 clusters Score -558645.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -558723.875000 Penalty: 2800.890381 Iteration 29Q: 3 clusters Score -558723.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -558804.750000 Penalty: 2800.890381 Iteration 30Q: 3 clusters Score -558804.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -558886.875000 Penalty: 2800.890381 Iteration 31Q: 3 clusters Score -558886.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -558972.000000 Penalty: 2800.890381 Iteration 32Q: 3 clusters Score -558972 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -559043.625000 Penalty: 2800.890381 Iteration 33Q: 3 clusters Score -559043.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -559089.375000 Penalty: 2800.890381 Iteration 34Q: 3 clusters Score -559089.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -559125.937500 Penalty: 2800.890381 Iteration 35Q: 3 clusters Score -559125.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -559155.812500 Penalty: 2800.890381 Iteration 36Q: 3 clusters Score -559155.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -559170.812500 Penalty: 2800.890381 Iteration 37Q: 3 clusters Score -559170.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -559183.937500 Penalty: 2800.890381 Iteration 38Q: 3 clusters Score -559183.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -559191.437500 Penalty: 2800.890381 Iteration 39Q: 3 clusters Score -559191.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -559200.937500 Penalty: 2800.890381 Iteration 40F: 3 clusters Score -559200.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -559208.500000 Penalty: 2800.890381 Iteration 41Q: 3 clusters Score -559208.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -559213.500000 Penalty: 2800.890381 Iteration 42Q: 3 clusters Score -559213.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -559217.187500 Penalty: 2800.890381 Iteration 43Q: 3 clusters Score -559217.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -559220.625000 Penalty: 2800.890381 Iteration 44Q: 3 clusters Score -559220.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -559226.375000 Penalty: 2800.890381 Iteration 45Q: 3 clusters Score -559226.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -559233.812500 Penalty: 2800.890381 Iteration 46Q: 3 clusters Score -559233.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -559237.687500 Penalty: 2800.890381 Iteration 47Q: 3 clusters Score -559237.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -559241.812500 Penalty: 2800.890381 Iteration 48Q: 3 clusters Score -559241.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -559248.812500 Penalty: 2800.890381 Iteration 49Q: 3 clusters Score -559248.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -559255.062500 Penalty: 2800.890381 Iteration 50Q: 3 clusters Score -559255.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -559259.062500 Penalty: 2800.890381 Iteration 51Q: 3 clusters Score -559259.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -559261.875000 Penalty: 2800.890381 Iteration 52Q: 3 clusters Score -559261.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 5190 members Entering Unmasked Estep Score: -559263.625000 Penalty: 2800.890381 Iteration 53Q: 3 clusters Score -559263.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -559268.500000 Penalty: 2800.890381 Iteration 54Q: 3 clusters Score -559268.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -559269.125000 Penalty: 2800.890381 Iteration 55Q: 3 clusters Score -559269.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -559270.000000 Penalty: 2800.890381 Iteration 56Q: 3 clusters Score -559270 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -559270.000000 Penalty: 2800.890381 Iteration 57F: 3 clusters Score -559270 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (29157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29157 members Entering Unmasked Estep Score: -2879317.250000 Penalty: 1670.573120 Iteration 0F: 2 clusters Score -2879317 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14406 members Mstep: Class 2 contains 14751 members Entering Unmasked Estep Score: -2859560.500000 Penalty: 3341.146240 Iteration 0F: 3 clusters Score -2859560 nChanged 13520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12846 members Mstep: Class 2 contains 16311 members Entering Unmasked Estep Score: -2867220.000000 Penalty: 3341.146240 Iteration 1F: 3 clusters Score -2867220 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 17225 members Entering Unmasked Estep Score: -2867812.000000 Penalty: 3341.146240 Iteration 2F: 3 clusters Score -2867812 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 18507 members Entering Unmasked Estep Score: -2868605.250000 Penalty: 3341.146240 Iteration 3F: 3 clusters Score -2868605 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8944 members Mstep: Class 2 contains 20213 members Entering Unmasked Estep Score: -2869794.000000 Penalty: 3341.146240 Iteration 4F: 3 clusters Score -2869794 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 22277 members Entering Unmasked Estep Score: -2871491.250000 Penalty: 3341.146240 Iteration 5F: 3 clusters Score -2871491 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 24518 members Entering Unmasked Estep Score: -2873615.750000 Penalty: 3341.146240 Iteration 6F: 3 clusters Score -2873616 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 26436 members Entering Unmasked Estep Score: -2875565.250000 Penalty: 3341.146240 Iteration 7F: 3 clusters Score -2875565 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 27651 members Entering Unmasked Estep Score: -2876786.750000 Penalty: 3341.146240 Iteration 8Q: 3 clusters Score -2876787 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 28239 members Entering Unmasked Estep Score: -2877403.500000 Penalty: 3341.146240 Iteration 9Q: 3 clusters Score -2877404 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 28477 members Entering Unmasked Estep Score: -2877683.750000 Penalty: 3341.146240 Iteration 10Q: 3 clusters Score -2877684 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 28578 members Entering Unmasked Estep Score: -2877823.000000 Penalty: 3341.146240 Iteration 11Q: 3 clusters Score -2877823 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 28609 members Entering Unmasked Estep Score: -2877912.250000 Penalty: 3341.146240 Iteration 12Q: 3 clusters Score -2877912 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 28620 members Entering Unmasked Estep Score: -2877973.000000 Penalty: 3341.146240 Iteration 13Q: 3 clusters Score -2877973 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 28619 members Entering Unmasked Estep Score: -2878028.250000 Penalty: 3341.146240 Iteration 14Q: 3 clusters Score -2878028 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 28610 members Entering Unmasked Estep Score: -2878059.500000 Penalty: 3341.146240 Iteration 15Q: 3 clusters Score -2878060 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 28603 members Entering Unmasked Estep Score: -2878089.500000 Penalty: 3341.146240 Iteration 16Q: 3 clusters Score -2878090 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 28593 members Entering Unmasked Estep Score: -2878102.000000 Penalty: 3341.146240 Iteration 17Q: 3 clusters Score -2878102 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 28590 members Entering Unmasked Estep Score: -2878115.500000 Penalty: 3341.146240 Iteration 18Q: 3 clusters Score -2878116 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 28587 members Entering Unmasked Estep Score: -2878126.250000 Penalty: 3341.146240 Iteration 19Q: 3 clusters Score -2878126 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 28585 members Entering Unmasked Estep Score: -2878134.750000 Penalty: 3341.146240 Iteration 20F: 3 clusters Score -2878135 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 28576 members Entering Unmasked Estep Score: -2878138.750000 Penalty: 3341.146240 Iteration 21Q: 3 clusters Score -2878139 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 28573 members Entering Unmasked Estep Score: -2878150.250000 Penalty: 3341.146240 Iteration 22Q: 3 clusters Score -2878150 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 28571 members Entering Unmasked Estep Score: -2878155.000000 Penalty: 3341.146240 Iteration 23Q: 3 clusters Score -2878155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 28572 members Entering Unmasked Estep Score: -2878157.250000 Penalty: 3341.146240 Iteration 24Q: 3 clusters Score -2878157 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 28570 members Entering Unmasked Estep Score: -2878162.500000 Penalty: 3341.146240 Iteration 25Q: 3 clusters Score -2878162 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 28567 members Entering Unmasked Estep Score: -2878172.500000 Penalty: 3341.146240 Iteration 26Q: 3 clusters Score -2878172 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 28567 members Entering Unmasked Estep Score: -2878177.750000 Penalty: 3341.146240 Iteration 27Q: 3 clusters Score -2878178 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 28567 members Entering Unmasked Estep Score: -2878186.250000 Penalty: 3341.146240 Iteration 28Q: 3 clusters Score -2878186 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 28567 members Entering Unmasked Estep Score: -2878189.000000 Penalty: 3341.146240 Iteration 29Q: 3 clusters Score -2878189 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 28562 members Entering Unmasked Estep Score: -2878189.250000 Penalty: 3341.146240 Iteration 30Q: 3 clusters Score -2878189 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 28554 members Entering Unmasked Estep Score: -2878196.500000 Penalty: 3341.146240 Iteration 31Q: 3 clusters Score -2878196 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 28542 members Entering Unmasked Estep Score: -2878202.000000 Penalty: 3341.146240 Iteration 32Q: 3 clusters Score -2878202 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 28537 members Entering Unmasked Estep Score: -2878205.500000 Penalty: 3341.146240 Iteration 33Q: 3 clusters Score -2878206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 28532 members Entering Unmasked Estep Score: -2878208.000000 Penalty: 3341.146240 Iteration 34Q: 3 clusters Score -2878208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 28529 members Entering Unmasked Estep Score: -2878207.000000 Penalty: 3341.146240 Iteration 35Q: 3 clusters Score -2878207 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 28528 members Entering Unmasked Estep Score: -2878211.250000 Penalty: 3341.146240 Iteration 36Q: 3 clusters Score -2878211 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 28526 members Entering Unmasked Estep Score: -2878210.250000 Penalty: 3341.146240 Iteration 37Q: 3 clusters Score -2878210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 28525 members Entering Unmasked Estep Score: -2878210.250000 Penalty: 3341.146240 Iteration 38Q: 3 clusters Score -2878210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 28524 members Entering Unmasked Estep Score: -2878210.250000 Penalty: 3341.146240 Iteration 39Q: 3 clusters Score -2878210 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 28524 members Entering Unmasked Estep Score: -2878210.250000 Penalty: 3341.146240 Iteration 40F: 3 clusters Score -2878210 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (2689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Entering Unmasked Estep Score: -274183.531250 Penalty: 1283.250244 Iteration 0F: 2 clusters Score -274183.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -271592.125000 Penalty: 2566.500488 Iteration 0F: 3 clusters Score -271592.1 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -272151.406250 Penalty: 2566.500488 Iteration 1F: 3 clusters Score -272151.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -272289.718750 Penalty: 2566.500488 Iteration 2F: 3 clusters Score -272289.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -272360.406250 Penalty: 2566.500488 Iteration 3F: 3 clusters Score -272360.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -272403.750000 Penalty: 2566.500488 Iteration 4Q: 3 clusters Score -272403.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -272437.468750 Penalty: 2566.500488 Iteration 5Q: 3 clusters Score -272437.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -272458.812500 Penalty: 2566.500488 Iteration 6Q: 3 clusters Score -272458.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -272476.062500 Penalty: 2566.500488 Iteration 7Q: 3 clusters Score -272476.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -272491.187500 Penalty: 2566.500488 Iteration 8Q: 3 clusters Score -272491.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -272504.968750 Penalty: 2566.500488 Iteration 9Q: 3 clusters Score -272505 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -272516.468750 Penalty: 2566.500488 Iteration 10Q: 3 clusters Score -272516.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -272531.906250 Penalty: 2566.500488 Iteration 11Q: 3 clusters Score -272531.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -272541.656250 Penalty: 2566.500488 Iteration 12Q: 3 clusters Score -272541.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -272549.625000 Penalty: 2566.500488 Iteration 13Q: 3 clusters Score -272549.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -272552.843750 Penalty: 2566.500488 Iteration 14Q: 3 clusters Score -272552.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -272554.875000 Penalty: 2566.500488 Iteration 15Q: 3 clusters Score -272554.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -272557.843750 Penalty: 2566.500488 Iteration 16Q: 3 clusters Score -272557.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -272563.468750 Penalty: 2566.500488 Iteration 17Q: 3 clusters Score -272563.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -272567.406250 Penalty: 2566.500488 Iteration 18Q: 3 clusters Score -272567.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -272570.156250 Penalty: 2566.500488 Iteration 19Q: 3 clusters Score -272570.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -272573.093750 Penalty: 2566.500488 Iteration 20F: 3 clusters Score -272573.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -272577.125000 Penalty: 2566.500488 Iteration 21Q: 3 clusters Score -272577.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -272581.093750 Penalty: 2566.500488 Iteration 22Q: 3 clusters Score -272581.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -272585.125000 Penalty: 2566.500488 Iteration 23Q: 3 clusters Score -272585.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -272591.812500 Penalty: 2566.500488 Iteration 24Q: 3 clusters Score -272591.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -272598.375000 Penalty: 2566.500488 Iteration 25Q: 3 clusters Score -272598.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -272605.125000 Penalty: 2566.500488 Iteration 26Q: 3 clusters Score -272605.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -272611.875000 Penalty: 2566.500488 Iteration 27Q: 3 clusters Score -272611.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -272621.062500 Penalty: 2566.500488 Iteration 28Q: 3 clusters Score -272621.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -272633.187500 Penalty: 2566.500488 Iteration 29Q: 3 clusters Score -272633.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -272645.656250 Penalty: 2566.500488 Iteration 30Q: 3 clusters Score -272645.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -272652.531250 Penalty: 2566.500488 Iteration 31Q: 3 clusters Score -272652.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -272659.781250 Penalty: 2566.500488 Iteration 32Q: 3 clusters Score -272659.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -272665.843750 Penalty: 2566.500488 Iteration 33Q: 3 clusters Score -272665.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -272669.531250 Penalty: 2566.500488 Iteration 34Q: 3 clusters Score -272669.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -272674.906250 Penalty: 2566.500488 Iteration 35Q: 3 clusters Score -272674.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -272679.531250 Penalty: 2566.500488 Iteration 36Q: 3 clusters Score -272679.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -272688.125000 Penalty: 2566.500488 Iteration 37Q: 3 clusters Score -272688.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -272694.093750 Penalty: 2566.500488 Iteration 38Q: 3 clusters Score -272694.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -272702.031250 Penalty: 2566.500488 Iteration 39Q: 3 clusters Score -272702 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -272712.375000 Penalty: 2566.500488 Iteration 40F: 3 clusters Score -272712.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -272722.812500 Penalty: 2566.500488 Iteration 41Q: 3 clusters Score -272722.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -272730.093750 Penalty: 2566.500488 Iteration 42Q: 3 clusters Score -272730.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -272733.656250 Penalty: 2566.500488 Iteration 43Q: 3 clusters Score -272733.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -272736.656250 Penalty: 2566.500488 Iteration 44Q: 3 clusters Score -272736.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -272745.375000 Penalty: 2566.500488 Iteration 45Q: 3 clusters Score -272745.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -272753.000000 Penalty: 2566.500488 Iteration 46Q: 3 clusters Score -272753 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -272761.843750 Penalty: 2566.500488 Iteration 47Q: 3 clusters Score -272761.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -272767.687500 Penalty: 2566.500488 Iteration 48Q: 3 clusters Score -272767.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -272777.812500 Penalty: 2566.500488 Iteration 49Q: 3 clusters Score -272777.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -272786.937500 Penalty: 2566.500488 Iteration 50Q: 3 clusters Score -272786.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -272794.375000 Penalty: 2566.500488 Iteration 51Q: 3 clusters Score -272794.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -272799.343750 Penalty: 2566.500488 Iteration 52Q: 3 clusters Score -272799.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -272805.156250 Penalty: 2566.500488 Iteration 53Q: 3 clusters Score -272805.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -272809.375000 Penalty: 2566.500488 Iteration 54Q: 3 clusters Score -272809.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -272813.593750 Penalty: 2566.500488 Iteration 55Q: 3 clusters Score -272813.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -272817.187500 Penalty: 2566.500488 Iteration 56Q: 3 clusters Score -272817.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -272821.531250 Penalty: 2566.500488 Iteration 57Q: 3 clusters Score -272821.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -272826.187500 Penalty: 2566.500488 Iteration 58Q: 3 clusters Score -272826.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -272830.437500 Penalty: 2566.500488 Iteration 59Q: 3 clusters Score -272830.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -272835.750000 Penalty: 2566.500488 Iteration 60F: 3 clusters Score -272835.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -272839.531250 Penalty: 2566.500488 Iteration 61Q: 3 clusters Score -272839.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -272841.718750 Penalty: 2566.500488 Iteration 62Q: 3 clusters Score -272841.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -272843.968750 Penalty: 2566.500488 Iteration 63Q: 3 clusters Score -272844 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -272845.625000 Penalty: 2566.500488 Iteration 64Q: 3 clusters Score -272845.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -272846.625000 Penalty: 2566.500488 Iteration 65Q: 3 clusters Score -272846.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -272848.156250 Penalty: 2566.500488 Iteration 66Q: 3 clusters Score -272848.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -272849.312500 Penalty: 2566.500488 Iteration 67Q: 3 clusters Score -272849.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -272851.687500 Penalty: 2566.500488 Iteration 68Q: 3 clusters Score -272851.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -272854.562500 Penalty: 2566.500488 Iteration 69Q: 3 clusters Score -272854.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -272858.718750 Penalty: 2566.500488 Iteration 70Q: 3 clusters Score -272858.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -272862.906250 Penalty: 2566.500488 Iteration 71Q: 3 clusters Score -272862.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -272865.843750 Penalty: 2566.500488 Iteration 72Q: 3 clusters Score -272865.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -272867.875000 Penalty: 2566.500488 Iteration 73Q: 3 clusters Score -272867.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -272868.937500 Penalty: 2566.500488 Iteration 74Q: 3 clusters Score -272868.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -272869.250000 Penalty: 2566.500488 Iteration 75Q: 3 clusters Score -272869.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -272870.187500 Penalty: 2566.500488 Iteration 76Q: 3 clusters Score -272870.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -272870.687500 Penalty: 2566.500488 Iteration 77Q: 3 clusters Score -272870.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -272871.062500 Penalty: 2566.500488 Iteration 78Q: 3 clusters Score -272871.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -272871.968750 Penalty: 2566.500488 Iteration 79Q: 3 clusters Score -272872 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -272872.125000 Penalty: 2566.500488 Iteration 80F: 3 clusters Score -272872.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -272873.156250 Penalty: 2566.500488 Iteration 81Q: 3 clusters Score -272873.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -272873.968750 Penalty: 2566.500488 Iteration 82Q: 3 clusters Score -272874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -272874.343750 Penalty: 2566.500488 Iteration 83Q: 3 clusters Score -272874.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -272874.500000 Penalty: 2566.500488 Iteration 84Q: 3 clusters Score -272874.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -272874.500000 Penalty: 2566.500488 Iteration 85F: 3 clusters Score -272874.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5893 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4470 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11649 members Mstep: Class 12 contains 69013 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5531 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267006.000000 Penalty: 58205.878906 Iteration 159Q: 30 clusters Score -2.226701e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5900 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4470 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11642 members Mstep: Class 12 contains 69012 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5532 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267002.000000 Penalty: 58205.878906 Iteration 160F: 30 clusters Score -2.2267e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5908 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4470 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11634 members Mstep: Class 12 contains 69010 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266996.000000 Penalty: 58205.878906 Iteration 161Q: 30 clusters Score -2.2267e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5911 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4470 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11628 members Mstep: Class 12 contains 69013 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266986.000000 Penalty: 58205.878906 Iteration 162Q: 30 clusters Score -2.226699e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5914 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4470 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11624 members Mstep: Class 12 contains 69014 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266998.000000 Penalty: 58205.878906 Iteration 163Q: 30 clusters Score -2.2267e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5917 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4470 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11621 members Mstep: Class 12 contains 69014 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267010.000000 Penalty: 58205.878906 Iteration 164Q: 30 clusters Score -2.226701e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5914 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4470 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11621 members Mstep: Class 12 contains 69017 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267000.000000 Penalty: 58205.878906 Iteration 165Q: 30 clusters Score -2.2267e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5912 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4471 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11621 members Mstep: Class 12 contains 69018 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267002.000000 Penalty: 58205.878906 Iteration 166Q: 30 clusters Score -2.2267e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5910 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4471 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11621 members Mstep: Class 12 contains 69020 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267002.000000 Penalty: 58205.878906 Iteration 167Q: 30 clusters Score -2.2267e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5906 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4471 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11621 members Mstep: Class 12 contains 69024 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266994.000000 Penalty: 58205.878906 Iteration 168Q: 30 clusters Score -2.226699e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5902 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4472 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11621 members Mstep: Class 12 contains 69028 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17741 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22266998.000000 Penalty: 58205.878906 Iteration 169Q: 30 clusters Score -2.2267e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5901 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4473 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11621 members Mstep: Class 12 contains 69029 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17740 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267002.000000 Penalty: 58205.878906 Iteration 170Q: 30 clusters Score -2.2267e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5901 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4474 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11621 members Mstep: Class 12 contains 69029 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17739 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267004.000000 Penalty: 58205.878906 Iteration 171Q: 30 clusters Score -2.2267e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18070 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 17304 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 5901 members Mstep: Class 7 contains 13014 members Mstep: Class 8 contains 2652 members Mstep: Class 9 contains 4474 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 11621 members Mstep: Class 12 contains 69029 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 358 members Mstep: Class 15 contains 2607 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 1660 members Mstep: Class 18 contains 985 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 17739 members Mstep: Class 22 contains 3787 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 653 members Mstep: Class 26 contains 2958 members Mstep: Class 27 contains 5534 members Mstep: Class 28 contains 29157 members Mstep: Class 29 contains 2689 members Entering Unmasked Estep ConsiderDeletion Score: -22267004.000000 Penalty: 58205.878906 Iteration 172F: 30 clusters Score -2.2267e+07 nChanged 0 Entering ConstructFrom: Score: -22267004.000000 Penalty: 58205.878906 Entering ConstructFrom: Trying to split cluster 1 (2448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Entering Unmasked Estep Score: -247920.000000 Penalty: 1267.991821 Iteration 0F: 2 clusters Score -247920 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -245557.343750 Penalty: 2535.983643 Iteration 0F: 3 clusters Score -245557.3 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -246129.125000 Penalty: 2535.983643 Iteration 1F: 3 clusters Score -246129.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -246248.203125 Penalty: 2535.983643 Iteration 2F: 3 clusters Score -246248.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -246306.984375 Penalty: 2535.983643 Iteration 3Q: 3 clusters Score -246307 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -246362.484375 Penalty: 2535.983643 Iteration 4Q: 3 clusters Score -246362.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -246406.218750 Penalty: 2535.983643 Iteration 5Q: 3 clusters Score -246406.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -246456.203125 Penalty: 2535.983643 Iteration 6Q: 3 clusters Score -246456.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -246502.843750 Penalty: 2535.983643 Iteration 7Q: 3 clusters Score -246502.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -246540.593750 Penalty: 2535.983643 Iteration 8Q: 3 clusters Score -246540.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -246584.734375 Penalty: 2535.983643 Iteration 9Q: 3 clusters Score -246584.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -246629.734375 Penalty: 2535.983643 Iteration 10Q: 3 clusters Score -246629.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -246673.625000 Penalty: 2535.983643 Iteration 11Q: 3 clusters Score -246673.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -246714.171875 Penalty: 2535.983643 Iteration 12Q: 3 clusters Score -246714.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -246750.781250 Penalty: 2535.983643 Iteration 13Q: 3 clusters Score -246750.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -246787.828125 Penalty: 2535.983643 Iteration 14Q: 3 clusters Score -246787.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -246814.968750 Penalty: 2535.983643 Iteration 15Q: 3 clusters Score -246815 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -246834.406250 Penalty: 2535.983643 Iteration 16Q: 3 clusters Score -246834.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -246850.859375 Penalty: 2535.983643 Iteration 17Q: 3 clusters Score -246850.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -246867.328125 Penalty: 2535.983643 Iteration 18Q: 3 clusters Score -246867.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -246882.640625 Penalty: 2535.983643 Iteration 19Q: 3 clusters Score -246882.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -246894.687500 Penalty: 2535.983643 Iteration 20F: 3 clusters Score -246894.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -246910.187500 Penalty: 2535.983643 Iteration 21Q: 3 clusters Score -246910.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -246922.968750 Penalty: 2535.983643 Iteration 22Q: 3 clusters Score -246923 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -246933.781250 Penalty: 2535.983643 Iteration 23Q: 3 clusters Score -246933.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -246944.921875 Penalty: 2535.983643 Iteration 24Q: 3 clusters Score -246944.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -246950.000000 Penalty: 2535.983643 Iteration 25Q: 3 clusters Score -246950 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -246956.703125 Penalty: 2535.983643 Iteration 26Q: 3 clusters Score -246956.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -246964.796875 Penalty: 2535.983643 Iteration 27Q: 3 clusters Score -246964.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -246972.593750 Penalty: 2535.983643 Iteration 28Q: 3 clusters Score -246972.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -246980.562500 Penalty: 2535.983643 Iteration 29Q: 3 clusters Score -246980.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -246984.890625 Penalty: 2535.983643 Iteration 30Q: 3 clusters Score -246984.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -246990.421875 Penalty: 2535.983643 Iteration 31Q: 3 clusters Score -246990.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -246994.734375 Penalty: 2535.983643 Iteration 32Q: 3 clusters Score -246994.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -246998.515625 Penalty: 2535.983643 Iteration 33Q: 3 clusters Score -246998.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -247003.031250 Penalty: 2535.983643 Iteration 34Q: 3 clusters Score -247003 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -247007.187500 Penalty: 2535.983643 Iteration 35Q: 3 clusters Score -247007.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -247012.640625 Penalty: 2535.983643 Iteration 36Q: 3 clusters Score -247012.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -247017.546875 Penalty: 2535.983643 Iteration 37Q: 3 clusters Score -247017.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -247021.890625 Penalty: 2535.983643 Iteration 38Q: 3 clusters Score -247021.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -247025.281250 Penalty: 2535.983643 Iteration 39Q: 3 clusters Score -247025.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -247027.734375 Penalty: 2535.983643 Iteration 40F: 3 clusters Score -247027.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -247030.703125 Penalty: 2535.983643 Iteration 41Q: 3 clusters Score -247030.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -247034.437500 Penalty: 2535.983643 Iteration 42Q: 3 clusters Score -247034.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -247035.359375 Penalty: 2535.983643 Iteration 43Q: 3 clusters Score -247035.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -247035.156250 Penalty: 2535.983643 Iteration 44Q: 3 clusters Score -247035.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -247035.156250 Penalty: 2535.983643 Iteration 45F: 3 clusters Score -247035.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18070 members Entering Unmasked Estep Score: -1826963.750000 Penalty: 1592.826416 Iteration 0F: 2 clusters Score -1826964 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -1814400.125000 Penalty: 3185.652832 Iteration 0F: 3 clusters Score -1814400 nChanged 8262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8756 members Mstep: Class 2 contains 9314 members Entering Unmasked Estep Score: -1819106.125000 Penalty: 3185.652832 Iteration 1F: 3 clusters Score -1819106 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -1819617.875000 Penalty: 3185.652832 Iteration 2F: 3 clusters Score -1819618 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8264 members Mstep: Class 2 contains 9806 members Entering Unmasked Estep Score: -1820182.250000 Penalty: 3185.652832 Iteration 3F: 3 clusters Score -1820182 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 10181 members Entering Unmasked Estep Score: -1820849.500000 Penalty: 3185.652832 Iteration 4F: 3 clusters Score -1820850 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 10606 members Entering Unmasked Estep Score: -1821558.125000 Penalty: 3185.652832 Iteration 5F: 3 clusters Score -1821558 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 11086 members Entering Unmasked Estep Score: -1822310.000000 Penalty: 3185.652832 Iteration 6F: 3 clusters Score -1822310 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 11606 members Entering Unmasked Estep Score: -1823033.375000 Penalty: 3185.652832 Iteration 7F: 3 clusters Score -1823033 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -1823661.750000 Penalty: 3185.652832 Iteration 8F: 3 clusters Score -1823662 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 12553 members Entering Unmasked Estep Score: -1824202.625000 Penalty: 3185.652832 Iteration 9Q: 3 clusters Score -1824203 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -1824633.125000 Penalty: 3185.652832 Iteration 10Q: 3 clusters Score -1824633 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 13251 members Entering Unmasked Estep Score: -1824956.750000 Penalty: 3185.652832 Iteration 11Q: 3 clusters Score -1824957 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 13535 members Entering Unmasked Estep Score: -1825196.875000 Penalty: 3185.652832 Iteration 12Q: 3 clusters Score -1825197 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 13797 members Entering Unmasked Estep Score: -1825390.750000 Penalty: 3185.652832 Iteration 13Q: 3 clusters Score -1825391 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 13990 members Entering Unmasked Estep Score: -1825516.250000 Penalty: 3185.652832 Iteration 14Q: 3 clusters Score -1825516 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 14155 members Entering Unmasked Estep Score: -1825617.250000 Penalty: 3185.652832 Iteration 15Q: 3 clusters Score -1825617 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 14292 members Entering Unmasked Estep Score: -1825678.250000 Penalty: 3185.652832 Iteration 16Q: 3 clusters Score -1825678 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 14407 members Entering Unmasked Estep Score: -1825739.625000 Penalty: 3185.652832 Iteration 17Q: 3 clusters Score -1825740 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 14518 members Entering Unmasked Estep Score: -1825782.625000 Penalty: 3185.652832 Iteration 18Q: 3 clusters Score -1825783 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -1825828.750000 Penalty: 3185.652832 Iteration 19Q: 3 clusters Score -1825829 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 14719 members Entering Unmasked Estep Score: -1825860.000000 Penalty: 3185.652832 Iteration 20F: 3 clusters Score -1825860 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 14806 members Entering Unmasked Estep Score: -1825893.000000 Penalty: 3185.652832 Iteration 21Q: 3 clusters Score -1825893 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 14889 members Entering Unmasked Estep Score: -1825911.875000 Penalty: 3185.652832 Iteration 22Q: 3 clusters Score -1825912 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 14975 members Entering Unmasked Estep Score: -1825938.625000 Penalty: 3185.652832 Iteration 23Q: 3 clusters Score -1825939 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 15062 members Entering Unmasked Estep Score: -1825959.000000 Penalty: 3185.652832 Iteration 24Q: 3 clusters Score -1825959 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 15149 members Entering Unmasked Estep Score: -1825980.250000 Penalty: 3185.652832 Iteration 25Q: 3 clusters Score -1825980 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 15236 members Entering Unmasked Estep Score: -1826007.375000 Penalty: 3185.652832 Iteration 26Q: 3 clusters Score -1826007 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 15301 members Entering Unmasked Estep Score: -1826020.625000 Penalty: 3185.652832 Iteration 27Q: 3 clusters Score -1826021 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 15349 members Entering Unmasked Estep Score: -1826030.750000 Penalty: 3185.652832 Iteration 28Q: 3 clusters Score -1826031 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 15407 members Entering Unmasked Estep Score: -1826040.125000 Penalty: 3185.652832 Iteration 29Q: 3 clusters Score -1826040 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 15459 members Entering Unmasked Estep Score: -1826058.625000 Penalty: 3185.652832 Iteration 30Q: 3 clusters Score -1826059 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 15502 members Entering Unmasked Estep Score: -1826070.750000 Penalty: 3185.652832 Iteration 31Q: 3 clusters Score -1826071 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 15554 members Entering Unmasked Estep Score: -1826090.125000 Penalty: 3185.652832 Iteration 32Q: 3 clusters Score -1826090 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 15616 members Entering Unmasked Estep Score: -1826114.250000 Penalty: 3185.652832 Iteration 33Q: 3 clusters Score -1826114 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 15691 members Entering Unmasked Estep Score: -1826135.875000 Penalty: 3185.652832 Iteration 34Q: 3 clusters Score -1826136 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 15756 members Entering Unmasked Estep Score: -1826157.000000 Penalty: 3185.652832 Iteration 35Q: 3 clusters Score -1826157 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 15814 members Entering Unmasked Estep Score: -1826180.125000 Penalty: 3185.652832 Iteration 36Q: 3 clusters Score -1826180 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15865 members Entering Unmasked Estep Score: -1826201.750000 Penalty: 3185.652832 Iteration 37Q: 3 clusters Score -1826202 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 15917 members Entering Unmasked Estep Score: -1826220.125000 Penalty: 3185.652832 Iteration 38Q: 3 clusters Score -1826220 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 15961 members Entering Unmasked Estep Score: -1826244.125000 Penalty: 3185.652832 Iteration 39Q: 3 clusters Score -1826244 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 15998 members Entering Unmasked Estep Score: -1826254.125000 Penalty: 3185.652832 Iteration 40F: 3 clusters Score -1826254 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 16034 members Entering Unmasked Estep Score: -1826259.875000 Penalty: 3185.652832 Iteration 41Q: 3 clusters Score -1826260 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 16052 members Entering Unmasked Estep Score: -1826261.125000 Penalty: 3185.652832 Iteration 42Q: 3 clusters Score -1826261 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 16064 members Entering Unmasked Estep Score: -1826268.750000 Penalty: 3185.652832 Iteration 43Q: 3 clusters Score -1826269 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 16071 members Entering Unmasked Estep Score: -1826274.500000 Penalty: 3185.652832 Iteration 44Q: 3 clusters Score -1826274 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 16079 members Entering Unmasked Estep Score: -1826272.875000 Penalty: 3185.652832 Iteration 45Q: 3 clusters Score -1826273 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 16080 members Entering Unmasked Estep Score: -1826270.250000 Penalty: 3185.652832 Iteration 46Q: 3 clusters Score -1826270 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 16086 members Entering Unmasked Estep Score: -1826271.500000 Penalty: 3185.652832 Iteration 47Q: 3 clusters Score -1826272 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 16090 members Entering Unmasked Estep Score: -1826277.750000 Penalty: 3185.652832 Iteration 48Q: 3 clusters Score -1826278 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 16096 members Entering Unmasked Estep Score: -1826276.500000 Penalty: 3185.652832 Iteration 49Q: 3 clusters Score -1826276 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 16109 members Entering Unmasked Estep Score: -1826279.000000 Penalty: 3185.652832 Iteration 50Q: 3 clusters Score -1826279 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 16118 members Entering Unmasked Estep Score: -1826285.000000 Penalty: 3185.652832 Iteration 51Q: 3 clusters Score -1826285 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 16130 members Entering Unmasked Estep Score: -1826286.000000 Penalty: 3185.652832 Iteration 52Q: 3 clusters Score -1826286 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 16145 members Entering Unmasked Estep Score: -1826291.500000 Penalty: 3185.652832 Iteration 53Q: 3 clusters Score -1826292 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -1826294.250000 Penalty: 3185.652832 Iteration 54Q: 3 clusters Score -1826294 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 16163 members Entering Unmasked Estep Score: -1826298.375000 Penalty: 3185.652832 Iteration 55Q: 3 clusters Score -1826298 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 16171 members Entering Unmasked Estep Score: -1826301.375000 Penalty: 3185.652832 Iteration 56Q: 3 clusters Score -1826301 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 16178 members Entering Unmasked Estep Score: -1826301.875000 Penalty: 3185.652832 Iteration 57Q: 3 clusters Score -1826302 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 16188 members Entering Unmasked Estep Score: -1826301.625000 Penalty: 3185.652832 Iteration 58Q: 3 clusters Score -1826302 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 16197 members Entering Unmasked Estep Score: -1826301.500000 Penalty: 3185.652832 Iteration 59Q: 3 clusters Score -1826302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 16201 members Entering Unmasked Estep Score: -1826301.500000 Penalty: 3185.652832 Iteration 60F: 3 clusters Score -1826302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 16205 members Entering Unmasked Estep Score: -1826303.000000 Penalty: 3185.652832 Iteration 61Q: 3 clusters Score -1826303 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 16208 members Entering Unmasked Estep Score: -1826305.000000 Penalty: 3185.652832 Iteration 62Q: 3 clusters Score -1826305 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 16211 members Entering Unmasked Estep Score: -1826306.375000 Penalty: 3185.652832 Iteration 63Q: 3 clusters Score -1826306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 16212 members Entering Unmasked Estep Score: -1826309.250000 Penalty: 3185.652832 Iteration 64Q: 3 clusters Score -1826309 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 16212 members Entering Unmasked Estep Score: -1826309.250000 Penalty: 3185.652832 Iteration 65F: 3 clusters Score -1826309 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Entering Unmasked Estep Score: -256317.203125 Penalty: 1278.529053 Iteration 0F: 2 clusters Score -256317.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -253835.265625 Penalty: 2557.058105 Iteration 0F: 3 clusters Score -253835.3 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -254379.890625 Penalty: 2557.058105 Iteration 1F: 3 clusters Score -254379.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -254497.093750 Penalty: 2557.058105 Iteration 2F: 3 clusters Score -254497.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -254571.062500 Penalty: 2557.058105 Iteration 3F: 3 clusters Score -254571.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -254615.390625 Penalty: 2557.058105 Iteration 4Q: 3 clusters Score -254615.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -254642.953125 Penalty: 2557.058105 Iteration 5Q: 3 clusters Score -254643 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -254667.734375 Penalty: 2557.058105 Iteration 6Q: 3 clusters Score -254667.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -254686.140625 Penalty: 2557.058105 Iteration 7Q: 3 clusters Score -254686.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -254700.421875 Penalty: 2557.058105 Iteration 8Q: 3 clusters Score -254700.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -254710.343750 Penalty: 2557.058105 Iteration 9Q: 3 clusters Score -254710.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -254716.671875 Penalty: 2557.058105 Iteration 10Q: 3 clusters Score -254716.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -254722.578125 Penalty: 2557.058105 Iteration 11Q: 3 clusters Score -254722.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -254727.015625 Penalty: 2557.058105 Iteration 12Q: 3 clusters Score -254727 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -254731.703125 Penalty: 2557.058105 Iteration 13Q: 3 clusters Score -254731.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -254734.531250 Penalty: 2557.058105 Iteration 14Q: 3 clusters Score -254734.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -254736.015625 Penalty: 2557.058105 Iteration 15Q: 3 clusters Score -254736 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -254738.281250 Penalty: 2557.058105 Iteration 16Q: 3 clusters Score -254738.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -254741.921875 Penalty: 2557.058105 Iteration 17Q: 3 clusters Score -254741.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -254744.796875 Penalty: 2557.058105 Iteration 18Q: 3 clusters Score -254744.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -254748.843750 Penalty: 2557.058105 Iteration 19Q: 3 clusters Score -254748.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -254754.390625 Penalty: 2557.058105 Iteration 20F: 3 clusters Score -254754.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -254758.687500 Penalty: 2557.058105 Iteration 21Q: 3 clusters Score -254758.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -254762.375000 Penalty: 2557.058105 Iteration 22Q: 3 clusters Score -254762.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -254765.859375 Penalty: 2557.058105 Iteration 23Q: 3 clusters Score -254765.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -254768.265625 Penalty: 2557.058105 Iteration 24Q: 3 clusters Score -254768.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -254771.078125 Penalty: 2557.058105 Iteration 25Q: 3 clusters Score -254771.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -254774.031250 Penalty: 2557.058105 Iteration 26Q: 3 clusters Score -254774 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -254778.968750 Penalty: 2557.058105 Iteration 27Q: 3 clusters Score -254779 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -254786.750000 Penalty: 2557.058105 Iteration 28Q: 3 clusters Score -254786.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -254794.796875 Penalty: 2557.058105 Iteration 29Q: 3 clusters Score -254794.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -254801.265625 Penalty: 2557.058105 Iteration 30Q: 3 clusters Score -254801.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -254811.296875 Penalty: 2557.058105 Iteration 31Q: 3 clusters Score -254811.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -254826.515625 Penalty: 2557.058105 Iteration 32Q: 3 clusters Score -254826.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -254848.421875 Penalty: 2557.058105 Iteration 33Q: 3 clusters Score -254848.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -254879.250000 Penalty: 2557.058105 Iteration 34Q: 3 clusters Score -254879.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -254905.625000 Penalty: 2557.058105 Iteration 35Q: 3 clusters Score -254905.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -254927.906250 Penalty: 2557.058105 Iteration 36Q: 3 clusters Score -254927.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -254960.296875 Penalty: 2557.058105 Iteration 37Q: 3 clusters Score -254960.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -254997.625000 Penalty: 2557.058105 Iteration 38Q: 3 clusters Score -254997.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -255038.500000 Penalty: 2557.058105 Iteration 39Q: 3 clusters Score -255038.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -255087.828125 Penalty: 2557.058105 Iteration 40F: 3 clusters Score -255087.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -255156.468750 Penalty: 2557.058105 Iteration 41Q: 3 clusters Score -255156.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -255221.562500 Penalty: 2557.058105 Iteration 42Q: 3 clusters Score -255221.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -255288.265625 Penalty: 2557.058105 Iteration 43Q: 3 clusters Score -255288.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -255352.890625 Penalty: 2557.058105 Iteration 44Q: 3 clusters Score -255352.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -255419.656250 Penalty: 2557.058105 Iteration 45Q: 3 clusters Score -255419.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -255483.703125 Penalty: 2557.058105 Iteration 46Q: 3 clusters Score -255483.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -255539.593750 Penalty: 2557.058105 Iteration 47Q: 3 clusters Score -255539.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -255578.234375 Penalty: 2557.058105 Iteration 48Q: 3 clusters Score -255578.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -255601.328125 Penalty: 2557.058105 Iteration 49Q: 3 clusters Score -255601.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -255621.093750 Penalty: 2557.058105 Iteration 50Q: 3 clusters Score -255621.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -255628.437500 Penalty: 2557.058105 Iteration 51Q: 3 clusters Score -255628.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -255633.125000 Penalty: 2557.058105 Iteration 52Q: 3 clusters Score -255633.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -255636.046875 Penalty: 2557.058105 Iteration 53Q: 3 clusters Score -255636 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -255637.171875 Penalty: 2557.058105 Iteration 54Q: 3 clusters Score -255637.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -255639.390625 Penalty: 2557.058105 Iteration 55Q: 3 clusters Score -255639.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -255639.671875 Penalty: 2557.058105 Iteration 56Q: 3 clusters Score -255639.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -255639.671875 Penalty: 2557.058105 Iteration 57F: 3 clusters Score -255639.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17304 members Entering Unmasked Estep Score: -1743014.375000 Penalty: 1585.787598 Iteration 0F: 2 clusters Score -1743014 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 8701 members Entering Unmasked Estep Score: -1731198.625000 Penalty: 3171.575195 Iteration 0F: 3 clusters Score -1731199 nChanged 7593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 8818 members Entering Unmasked Estep Score: -1735496.750000 Penalty: 3171.575195 Iteration 1F: 3 clusters Score -1735497 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 8828 members Entering Unmasked Estep Score: -1736011.000000 Penalty: 3171.575195 Iteration 2F: 3 clusters Score -1736011 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8490 members Mstep: Class 2 contains 8814 members Entering Unmasked Estep Score: -1736561.625000 Penalty: 3171.575195 Iteration 3F: 3 clusters Score -1736562 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 8809 members Entering Unmasked Estep Score: -1737201.625000 Penalty: 3171.575195 Iteration 4F: 3 clusters Score -1737202 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 8753 members Entering Unmasked Estep Score: -1737921.500000 Penalty: 3171.575195 Iteration 5F: 3 clusters Score -1737922 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 8643 members Entering Unmasked Estep Score: -1738646.625000 Penalty: 3171.575195 Iteration 6F: 3 clusters Score -1738647 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -1739358.250000 Penalty: 3171.575195 Iteration 7F: 3 clusters Score -1739358 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -1739872.250000 Penalty: 3171.575195 Iteration 8Q: 3 clusters Score -1739872 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -1740178.375000 Penalty: 3171.575195 Iteration 9Q: 3 clusters Score -1740178 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -1740345.000000 Penalty: 3171.575195 Iteration 10Q: 3 clusters Score -1740345 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -1740449.250000 Penalty: 3171.575195 Iteration 11Q: 3 clusters Score -1740449 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9487 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -1740510.875000 Penalty: 3171.575195 Iteration 12Q: 3 clusters Score -1740511 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9620 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -1740570.625000 Penalty: 3171.575195 Iteration 13Q: 3 clusters Score -1740571 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9760 members Mstep: Class 2 contains 7544 members Entering Unmasked Estep Score: -1740622.250000 Penalty: 3171.575195 Iteration 14Q: 3 clusters Score -1740622 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -1740664.750000 Penalty: 3171.575195 Iteration 15Q: 3 clusters Score -1740665 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -1740719.500000 Penalty: 3171.575195 Iteration 16Q: 3 clusters Score -1740720 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10155 members Mstep: Class 2 contains 7149 members Entering Unmasked Estep Score: -1740768.375000 Penalty: 3171.575195 Iteration 17Q: 3 clusters Score -1740768 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -1740809.500000 Penalty: 3171.575195 Iteration 18Q: 3 clusters Score -1740810 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -1740853.500000 Penalty: 3171.575195 Iteration 19Q: 3 clusters Score -1740854 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -1740890.875000 Penalty: 3171.575195 Iteration 20F: 3 clusters Score -1740891 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -1740925.250000 Penalty: 3171.575195 Iteration 21Q: 3 clusters Score -1740925 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10794 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -1740950.500000 Penalty: 3171.575195 Iteration 22Q: 3 clusters Score -1740950 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10898 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -1740967.000000 Penalty: 3171.575195 Iteration 23Q: 3 clusters Score -1740967 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11005 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -1740997.375000 Penalty: 3171.575195 Iteration 24Q: 3 clusters Score -1740997 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11107 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -1741026.375000 Penalty: 3171.575195 Iteration 25Q: 3 clusters Score -1741026 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11215 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -1741041.750000 Penalty: 3171.575195 Iteration 26Q: 3 clusters Score -1741042 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -1741064.625000 Penalty: 3171.575195 Iteration 27Q: 3 clusters Score -1741065 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11405 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -1741069.250000 Penalty: 3171.575195 Iteration 28Q: 3 clusters Score -1741069 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11469 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -1741086.250000 Penalty: 3171.575195 Iteration 29Q: 3 clusters Score -1741086 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11532 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -1741091.875000 Penalty: 3171.575195 Iteration 30Q: 3 clusters Score -1741092 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11607 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -1741115.625000 Penalty: 3171.575195 Iteration 31Q: 3 clusters Score -1741116 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11676 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -1741134.750000 Penalty: 3171.575195 Iteration 32Q: 3 clusters Score -1741135 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1741132.625000 Penalty: 3171.575195 Iteration 33Q: 3 clusters Score -1741133 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1741142.125000 Penalty: 3171.575195 Iteration 34Q: 3 clusters Score -1741142 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -1741149.375000 Penalty: 3171.575195 Iteration 35Q: 3 clusters Score -1741149 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -1741158.875000 Penalty: 3171.575195 Iteration 36Q: 3 clusters Score -1741159 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12000 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -1741172.750000 Penalty: 3171.575195 Iteration 37Q: 3 clusters Score -1741173 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12069 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -1741183.000000 Penalty: 3171.575195 Iteration 38Q: 3 clusters Score -1741183 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12131 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -1741188.125000 Penalty: 3171.575195 Iteration 39Q: 3 clusters Score -1741188 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -1741204.250000 Penalty: 3171.575195 Iteration 40F: 3 clusters Score -1741204 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12275 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -1741217.875000 Penalty: 3171.575195 Iteration 41Q: 3 clusters Score -1741218 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12347 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -1741227.000000 Penalty: 3171.575195 Iteration 42Q: 3 clusters Score -1741227 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12411 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -1741238.500000 Penalty: 3171.575195 Iteration 43Q: 3 clusters Score -1741238 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -1741250.875000 Penalty: 3171.575195 Iteration 44Q: 3 clusters Score -1741251 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12543 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1741263.750000 Penalty: 3171.575195 Iteration 45Q: 3 clusters Score -1741264 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12602 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1741273.125000 Penalty: 3171.575195 Iteration 46Q: 3 clusters Score -1741273 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12653 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -1741284.250000 Penalty: 3171.575195 Iteration 47Q: 3 clusters Score -1741284 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12694 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -1741287.125000 Penalty: 3171.575195 Iteration 48Q: 3 clusters Score -1741287 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12741 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1741296.125000 Penalty: 3171.575195 Iteration 49Q: 3 clusters Score -1741296 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12778 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1741295.375000 Penalty: 3171.575195 Iteration 50Q: 3 clusters Score -1741295 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12817 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1741302.375000 Penalty: 3171.575195 Iteration 51Q: 3 clusters Score -1741302 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1741309.750000 Penalty: 3171.575195 Iteration 52Q: 3 clusters Score -1741310 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12891 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1741315.625000 Penalty: 3171.575195 Iteration 53Q: 3 clusters Score -1741316 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12942 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -1741323.750000 Penalty: 3171.575195 Iteration 54Q: 3 clusters Score -1741324 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13003 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -1741328.750000 Penalty: 3171.575195 Iteration 55Q: 3 clusters Score -1741329 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13056 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1741339.125000 Penalty: 3171.575195 Iteration 56Q: 3 clusters Score -1741339 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13112 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1741348.500000 Penalty: 3171.575195 Iteration 57Q: 3 clusters Score -1741348 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13160 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -1741354.750000 Penalty: 3171.575195 Iteration 58Q: 3 clusters Score -1741355 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13204 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1741356.875000 Penalty: 3171.575195 Iteration 59Q: 3 clusters Score -1741357 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13248 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1741369.000000 Penalty: 3171.575195 Iteration 60F: 3 clusters Score -1741369 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -1741374.250000 Penalty: 3171.575195 Iteration 61Q: 3 clusters Score -1741374 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13328 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1741379.875000 Penalty: 3171.575195 Iteration 62Q: 3 clusters Score -1741380 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13362 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -1741381.000000 Penalty: 3171.575195 Iteration 63Q: 3 clusters Score -1741381 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13388 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1741385.000000 Penalty: 3171.575195 Iteration 64Q: 3 clusters Score -1741385 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13415 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1741386.125000 Penalty: 3171.575195 Iteration 65Q: 3 clusters Score -1741386 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13436 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1741384.125000 Penalty: 3171.575195 Iteration 66Q: 3 clusters Score -1741384 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13448 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1741389.500000 Penalty: 3171.575195 Iteration 67Q: 3 clusters Score -1741390 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13460 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1741391.875000 Penalty: 3171.575195 Iteration 68Q: 3 clusters Score -1741392 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13473 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -1741392.875000 Penalty: 3171.575195 Iteration 69Q: 3 clusters Score -1741393 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13484 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1741397.625000 Penalty: 3171.575195 Iteration 70Q: 3 clusters Score -1741398 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13503 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1741399.625000 Penalty: 3171.575195 Iteration 71Q: 3 clusters Score -1741400 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13520 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -1741401.000000 Penalty: 3171.575195 Iteration 72Q: 3 clusters Score -1741401 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13538 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1741404.625000 Penalty: 3171.575195 Iteration 73Q: 3 clusters Score -1741405 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13554 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1741405.125000 Penalty: 3171.575195 Iteration 74Q: 3 clusters Score -1741405 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13570 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -1741403.375000 Penalty: 3171.575195 Iteration 75Q: 3 clusters Score -1741403 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13588 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1741406.875000 Penalty: 3171.575195 Iteration 76Q: 3 clusters Score -1741407 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13606 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -1741405.750000 Penalty: 3171.575195 Iteration 77Q: 3 clusters Score -1741406 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13624 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -1741404.500000 Penalty: 3171.575195 Iteration 78Q: 3 clusters Score -1741404 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13640 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -1741408.500000 Penalty: 3171.575195 Iteration 79Q: 3 clusters Score -1741408 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13651 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1741412.375000 Penalty: 3171.575195 Iteration 80F: 3 clusters Score -1741412 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13657 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -1741413.000000 Penalty: 3171.575195 Iteration 81Q: 3 clusters Score -1741413 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13664 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -1741416.000000 Penalty: 3171.575195 Iteration 82Q: 3 clusters Score -1741416 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13668 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -1741418.750000 Penalty: 3171.575195 Iteration 83Q: 3 clusters Score -1741419 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13671 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -1741414.875000 Penalty: 3171.575195 Iteration 84Q: 3 clusters Score -1741415 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13676 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -1741412.750000 Penalty: 3171.575195 Iteration 85Q: 3 clusters Score -1741413 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13681 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -1741415.625000 Penalty: 3171.575195 Iteration 86Q: 3 clusters Score -1741416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13684 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -1741416.375000 Penalty: 3171.575195 Iteration 87Q: 3 clusters Score -1741416 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13690 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -1741420.375000 Penalty: 3171.575195 Iteration 88Q: 3 clusters Score -1741420 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13696 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -1741417.250000 Penalty: 3171.575195 Iteration 89Q: 3 clusters Score -1741417 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13704 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1741416.375000 Penalty: 3171.575195 Iteration 90Q: 3 clusters Score -1741416 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13711 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -1741416.625000 Penalty: 3171.575195 Iteration 91Q: 3 clusters Score -1741417 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13719 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -1741414.875000 Penalty: 3171.575195 Iteration 92Q: 3 clusters Score -1741415 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13728 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -1741420.500000 Penalty: 3171.575195 Iteration 93Q: 3 clusters Score -1741420 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13738 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -1741417.750000 Penalty: 3171.575195 Iteration 94Q: 3 clusters Score -1741418 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13749 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1741422.875000 Penalty: 3171.575195 Iteration 95Q: 3 clusters Score -1741423 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13761 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -1741423.500000 Penalty: 3171.575195 Iteration 96Q: 3 clusters Score -1741424 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13771 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1741428.250000 Penalty: 3171.575195 Iteration 97Q: 3 clusters Score -1741428 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13779 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1741422.625000 Penalty: 3171.575195 Iteration 98Q: 3 clusters Score -1741423 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13784 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -1741427.625000 Penalty: 3171.575195 Iteration 99Q: 3 clusters Score -1741428 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13791 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -1741428.000000 Penalty: 3171.575195 Iteration 100F: 3 clusters Score -1741428 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13798 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -1741426.875000 Penalty: 3171.575195 Iteration 101Q: 3 clusters Score -1741427 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13805 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -1741430.375000 Penalty: 3171.575195 Iteration 102Q: 3 clusters Score -1741430 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13814 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1741432.500000 Penalty: 3171.575195 Iteration 103Q: 3 clusters Score -1741432 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13829 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -1741435.000000 Penalty: 3171.575195 Iteration 104Q: 3 clusters Score -1741435 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13843 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -1741436.375000 Penalty: 3171.575195 Iteration 105Q: 3 clusters Score -1741436 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13859 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1741438.250000 Penalty: 3171.575195 Iteration 106Q: 3 clusters Score -1741438 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13882 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -1741438.375000 Penalty: 3171.575195 Iteration 107Q: 3 clusters Score -1741438 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13904 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -1741444.875000 Penalty: 3171.575195 Iteration 108Q: 3 clusters Score -1741445 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13931 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1741449.625000 Penalty: 3171.575195 Iteration 109Q: 3 clusters Score -1741450 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13954 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -1741453.000000 Penalty: 3171.575195 Iteration 110Q: 3 clusters Score -1741453 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13974 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1741458.875000 Penalty: 3171.575195 Iteration 111Q: 3 clusters Score -1741459 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -1741461.875000 Penalty: 3171.575195 Iteration 112Q: 3 clusters Score -1741462 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14027 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -1741465.750000 Penalty: 3171.575195 Iteration 113Q: 3 clusters Score -1741466 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14056 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1741468.625000 Penalty: 3171.575195 Iteration 114Q: 3 clusters Score -1741469 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14087 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -1741471.000000 Penalty: 3171.575195 Iteration 115Q: 3 clusters Score -1741471 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14114 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -1741479.000000 Penalty: 3171.575195 Iteration 116Q: 3 clusters Score -1741479 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14149 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1741480.375000 Penalty: 3171.575195 Iteration 117Q: 3 clusters Score -1741480 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14185 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -1741485.125000 Penalty: 3171.575195 Iteration 118Q: 3 clusters Score -1741485 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14216 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -1741493.750000 Penalty: 3171.575195 Iteration 119Q: 3 clusters Score -1741494 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -1741499.375000 Penalty: 3171.575195 Iteration 120F: 3 clusters Score -1741499 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14272 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -1741499.500000 Penalty: 3171.575195 Iteration 121Q: 3 clusters Score -1741500 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14294 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1741504.375000 Penalty: 3171.575195 Iteration 122Q: 3 clusters Score -1741504 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1741509.750000 Penalty: 3171.575195 Iteration 123Q: 3 clusters Score -1741510 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14329 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -1741509.875000 Penalty: 3171.575195 Iteration 124Q: 3 clusters Score -1741510 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14350 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -1741510.250000 Penalty: 3171.575195 Iteration 125Q: 3 clusters Score -1741510 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14363 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1741517.250000 Penalty: 3171.575195 Iteration 126Q: 3 clusters Score -1741517 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14381 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -1741521.375000 Penalty: 3171.575195 Iteration 127Q: 3 clusters Score -1741521 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -1741525.875000 Penalty: 3171.575195 Iteration 128Q: 3 clusters Score -1741526 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14431 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -1741525.500000 Penalty: 3171.575195 Iteration 129Q: 3 clusters Score -1741526 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14457 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -1741534.875000 Penalty: 3171.575195 Iteration 130Q: 3 clusters Score -1741535 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14483 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -1741537.750000 Penalty: 3171.575195 Iteration 131Q: 3 clusters Score -1741538 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14508 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -1741541.750000 Penalty: 3171.575195 Iteration 132Q: 3 clusters Score -1741542 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14535 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -1741547.125000 Penalty: 3171.575195 Iteration 133Q: 3 clusters Score -1741547 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14566 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1741557.250000 Penalty: 3171.575195 Iteration 134Q: 3 clusters Score -1741557 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14602 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -1741571.375000 Penalty: 3171.575195 Iteration 135Q: 3 clusters Score -1741571 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14637 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -1741577.750000 Penalty: 3171.575195 Iteration 136Q: 3 clusters Score -1741578 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14678 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -1741584.750000 Penalty: 3171.575195 Iteration 137Q: 3 clusters Score -1741585 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14712 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1741592.875000 Penalty: 3171.575195 Iteration 138Q: 3 clusters Score -1741593 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14745 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -1741602.625000 Penalty: 3171.575195 Iteration 139Q: 3 clusters Score -1741603 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14771 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1741606.750000 Penalty: 3171.575195 Iteration 140F: 3 clusters Score -1741607 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14796 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -1741611.500000 Penalty: 3171.575195 Iteration 141Q: 3 clusters Score -1741612 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14825 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1741619.750000 Penalty: 3171.575195 Iteration 142Q: 3 clusters Score -1741620 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14851 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1741625.125000 Penalty: 3171.575195 Iteration 143Q: 3 clusters Score -1741625 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14879 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -1741633.250000 Penalty: 3171.575195 Iteration 144Q: 3 clusters Score -1741633 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14904 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -1741638.625000 Penalty: 3171.575195 Iteration 145Q: 3 clusters Score -1741639 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14927 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -1741644.500000 Penalty: 3171.575195 Iteration 146Q: 3 clusters Score -1741644 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14949 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -1741646.625000 Penalty: 3171.575195 Iteration 147Q: 3 clusters Score -1741647 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14978 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -1741655.500000 Penalty: 3171.575195 Iteration 148Q: 3 clusters Score -1741656 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14995 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -1741659.375000 Penalty: 3171.575195 Iteration 149Q: 3 clusters Score -1741659 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15019 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1741665.625000 Penalty: 3171.575195 Iteration 150Q: 3 clusters Score -1741666 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15040 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -1741671.125000 Penalty: 3171.575195 Iteration 151Q: 3 clusters Score -1741671 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15054 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -1741673.125000 Penalty: 3171.575195 Iteration 152Q: 3 clusters Score -1741673 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15066 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -1741672.875000 Penalty: 3171.575195 Iteration 153Q: 3 clusters Score -1741673 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15075 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -1741677.625000 Penalty: 3171.575195 Iteration 154Q: 3 clusters Score -1741678 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15084 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -1741675.125000 Penalty: 3171.575195 Iteration 155Q: 3 clusters Score -1741675 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15098 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1741681.500000 Penalty: 3171.575195 Iteration 156Q: 3 clusters Score -1741682 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15112 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -1741686.375000 Penalty: 3171.575195 Iteration 157Q: 3 clusters Score -1741686 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15129 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -1741692.250000 Penalty: 3171.575195 Iteration 158Q: 3 clusters Score -1741692 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15150 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1741699.125000 Penalty: 3171.575195 Iteration 159Q: 3 clusters Score -1741699 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15172 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -1741704.625000 Penalty: 3171.575195 Iteration 160F: 3 clusters Score -1741705 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15192 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -1741708.125000 Penalty: 3171.575195 Iteration 161Q: 3 clusters Score -1741708 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15212 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -1741714.000000 Penalty: 3171.575195 Iteration 162Q: 3 clusters Score -1741714 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15235 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1741723.250000 Penalty: 3171.575195 Iteration 163Q: 3 clusters Score -1741723 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15262 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -1741730.750000 Penalty: 3171.575195 Iteration 164Q: 3 clusters Score -1741731 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15282 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -1741740.250000 Penalty: 3171.575195 Iteration 165Q: 3 clusters Score -1741740 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15296 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -1741740.000000 Penalty: 3171.575195 Iteration 166Q: 3 clusters Score -1741740 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15312 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1741748.375000 Penalty: 3171.575195 Iteration 167Q: 3 clusters Score -1741748 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15330 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -1741749.625000 Penalty: 3171.575195 Iteration 168Q: 3 clusters Score -1741750 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15337 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -1741753.375000 Penalty: 3171.575195 Iteration 169Q: 3 clusters Score -1741753 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15342 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -1741756.500000 Penalty: 3171.575195 Iteration 170Q: 3 clusters Score -1741756 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15346 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1741755.250000 Penalty: 3171.575195 Iteration 171Q: 3 clusters Score -1741755 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -1741756.625000 Penalty: 3171.575195 Iteration 172Q: 3 clusters Score -1741757 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15354 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -1741756.875000 Penalty: 3171.575195 Iteration 173Q: 3 clusters Score -1741757 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15359 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -1741754.250000 Penalty: 3171.575195 Iteration 174Q: 3 clusters Score -1741754 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15367 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -1741759.250000 Penalty: 3171.575195 Iteration 175Q: 3 clusters Score -1741759 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15381 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -1741760.625000 Penalty: 3171.575195 Iteration 176Q: 3 clusters Score -1741761 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15401 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1741766.375000 Penalty: 3171.575195 Iteration 177Q: 3 clusters Score -1741766 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15421 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -1741765.625000 Penalty: 3171.575195 Iteration 178Q: 3 clusters Score -1741766 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15438 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1741778.250000 Penalty: 3171.575195 Iteration 179Q: 3 clusters Score -1741778 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15450 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -1741781.125000 Penalty: 3171.575195 Iteration 180F: 3 clusters Score -1741781 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15466 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -1741786.125000 Penalty: 3171.575195 Iteration 181Q: 3 clusters Score -1741786 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15486 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -1741790.500000 Penalty: 3171.575195 Iteration 182Q: 3 clusters Score -1741790 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15502 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -1741794.375000 Penalty: 3171.575195 Iteration 183Q: 3 clusters Score -1741794 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15522 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -1741805.250000 Penalty: 3171.575195 Iteration 184Q: 3 clusters Score -1741805 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15542 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1741810.000000 Penalty: 3171.575195 Iteration 185Q: 3 clusters Score -1741810 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15557 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -1741816.625000 Penalty: 3171.575195 Iteration 186Q: 3 clusters Score -1741817 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15571 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -1741816.625000 Penalty: 3171.575195 Iteration 187Q: 3 clusters Score -1741817 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15584 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -1741820.125000 Penalty: 3171.575195 Iteration 188Q: 3 clusters Score -1741820 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15597 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1741824.500000 Penalty: 3171.575195 Iteration 189Q: 3 clusters Score -1741824 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15611 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -1741830.375000 Penalty: 3171.575195 Iteration 190Q: 3 clusters Score -1741830 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15631 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -1741842.500000 Penalty: 3171.575195 Iteration 191Q: 3 clusters Score -1741842 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15650 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1741845.375000 Penalty: 3171.575195 Iteration 192Q: 3 clusters Score -1741845 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15668 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -1741849.250000 Penalty: 3171.575195 Iteration 193Q: 3 clusters Score -1741849 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15685 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1741861.125000 Penalty: 3171.575195 Iteration 194Q: 3 clusters Score -1741861 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15704 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -1741866.875000 Penalty: 3171.575195 Iteration 195Q: 3 clusters Score -1741867 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15725 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -1741876.125000 Penalty: 3171.575195 Iteration 196Q: 3 clusters Score -1741876 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15747 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1741878.625000 Penalty: 3171.575195 Iteration 197Q: 3 clusters Score -1741879 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15762 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1741886.500000 Penalty: 3171.575195 Iteration 198Q: 3 clusters Score -1741886 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15779 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -1741892.625000 Penalty: 3171.575195 Iteration 199Q: 3 clusters Score -1741893 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15795 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1741893.250000 Penalty: 3171.575195 Iteration 200F: 3 clusters Score -1741893 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15805 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1741899.500000 Penalty: 3171.575195 Iteration 201Q: 3 clusters Score -1741900 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15811 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -1741895.875000 Penalty: 3171.575195 Iteration 202Q: 3 clusters Score -1741896 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15822 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -1741897.625000 Penalty: 3171.575195 Iteration 203Q: 3 clusters Score -1741898 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -1741905.500000 Penalty: 3171.575195 Iteration 204Q: 3 clusters Score -1741906 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15849 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1741909.875000 Penalty: 3171.575195 Iteration 205Q: 3 clusters Score -1741910 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15873 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -1741911.500000 Penalty: 3171.575195 Iteration 206Q: 3 clusters Score -1741912 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15885 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -1741923.625000 Penalty: 3171.575195 Iteration 207Q: 3 clusters Score -1741924 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15899 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1741925.125000 Penalty: 3171.575195 Iteration 208Q: 3 clusters Score -1741925 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15912 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1741928.250000 Penalty: 3171.575195 Iteration 209Q: 3 clusters Score -1741928 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15922 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -1741932.250000 Penalty: 3171.575195 Iteration 210Q: 3 clusters Score -1741932 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15930 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1741932.250000 Penalty: 3171.575195 Iteration 211Q: 3 clusters Score -1741932 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15944 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1741937.625000 Penalty: 3171.575195 Iteration 212Q: 3 clusters Score -1741938 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15955 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -1741939.250000 Penalty: 3171.575195 Iteration 213Q: 3 clusters Score -1741939 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15964 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1741948.500000 Penalty: 3171.575195 Iteration 214Q: 3 clusters Score -1741948 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15974 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -1741954.875000 Penalty: 3171.575195 Iteration 215Q: 3 clusters Score -1741955 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15984 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1741957.625000 Penalty: 3171.575195 Iteration 216Q: 3 clusters Score -1741958 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15994 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1741957.375000 Penalty: 3171.575195 Iteration 217Q: 3 clusters Score -1741957 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16005 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1741956.875000 Penalty: 3171.575195 Iteration 218Q: 3 clusters Score -1741957 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16014 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -1741965.250000 Penalty: 3171.575195 Iteration 219Q: 3 clusters Score -1741965 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16025 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1741968.250000 Penalty: 3171.575195 Iteration 220F: 3 clusters Score -1741968 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16034 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1741965.750000 Penalty: 3171.575195 Iteration 221Q: 3 clusters Score -1741966 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16040 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1741972.125000 Penalty: 3171.575195 Iteration 222Q: 3 clusters Score -1741972 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16051 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1741972.625000 Penalty: 3171.575195 Iteration 223Q: 3 clusters Score -1741973 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16060 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -1741978.625000 Penalty: 3171.575195 Iteration 224Q: 3 clusters Score -1741979 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16065 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -1741983.125000 Penalty: 3171.575195 Iteration 225Q: 3 clusters Score -1741983 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16075 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -1741984.625000 Penalty: 3171.575195 Iteration 226Q: 3 clusters Score -1741985 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16081 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -1741988.000000 Penalty: 3171.575195 Iteration 227Q: 3 clusters Score -1741988 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16085 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1741989.875000 Penalty: 3171.575195 Iteration 228Q: 3 clusters Score -1741990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16089 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1741991.625000 Penalty: 3171.575195 Iteration 229Q: 3 clusters Score -1741992 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16095 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1741993.625000 Penalty: 3171.575195 Iteration 230Q: 3 clusters Score -1741994 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16102 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -1741993.500000 Penalty: 3171.575195 Iteration 231Q: 3 clusters Score -1741994 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16105 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1741990.500000 Penalty: 3171.575195 Iteration 232Q: 3 clusters Score -1741990 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16108 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1741992.750000 Penalty: 3171.575195 Iteration 233Q: 3 clusters Score -1741993 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16110 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1741994.000000 Penalty: 3171.575195 Iteration 234Q: 3 clusters Score -1741994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16115 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -1741994.375000 Penalty: 3171.575195 Iteration 235Q: 3 clusters Score -1741994 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16118 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1741998.000000 Penalty: 3171.575195 Iteration 236Q: 3 clusters Score -1741998 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16121 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -1741995.750000 Penalty: 3171.575195 Iteration 237Q: 3 clusters Score -1741996 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16122 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1741996.750000 Penalty: 3171.575195 Iteration 238Q: 3 clusters Score -1741997 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16124 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1741997.250000 Penalty: 3171.575195 Iteration 239Q: 3 clusters Score -1741997 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16128 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -1741997.250000 Penalty: 3171.575195 Iteration 240F: 3 clusters Score -1741997 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16131 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1742000.000000 Penalty: 3171.575195 Iteration 241Q: 3 clusters Score -1742000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16133 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1741998.125000 Penalty: 3171.575195 Iteration 242Q: 3 clusters Score -1741998 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16136 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1742000.500000 Penalty: 3171.575195 Iteration 243Q: 3 clusters Score -1742000 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16137 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1742002.000000 Penalty: 3171.575195 Iteration 244Q: 3 clusters Score -1742002 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16137 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1742002.000000 Penalty: 3171.575195 Iteration 245F: 3 clusters Score -1742002 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Entering Unmasked Estep Score: -94105.257812 Penalty: 1116.552368 Iteration 0F: 2 clusters Score -94105.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -92684.000000 Penalty: 2233.104736 Iteration 0F: 3 clusters Score -92684 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -92923.515625 Penalty: 2233.104736 Iteration 1F: 3 clusters Score -92923.52 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -92980.039062 Penalty: 2233.104736 Iteration 2F: 3 clusters Score -92980.04 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -93015.031250 Penalty: 2233.104736 Iteration 3Q: 3 clusters Score -93015.03 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -93041.507812 Penalty: 2233.104736 Iteration 4Q: 3 clusters Score -93041.51 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -93054.445312 Penalty: 2233.104736 Iteration 5Q: 3 clusters Score -93054.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -93061.117188 Penalty: 2233.104736 Iteration 6Q: 3 clusters Score -93061.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -93070.500000 Penalty: 2233.104736 Iteration 7Q: 3 clusters Score -93070.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -93078.421875 Penalty: 2233.104736 Iteration 8Q: 3 clusters Score -93078.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -93086.593750 Penalty: 2233.104736 Iteration 9Q: 3 clusters Score -93086.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -93093.851562 Penalty: 2233.104736 Iteration 10Q: 3 clusters Score -93093.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -93103.828125 Penalty: 2233.104736 Iteration 11Q: 3 clusters Score -93103.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -93112.757812 Penalty: 2233.104736 Iteration 12Q: 3 clusters Score -93112.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -93118.109375 Penalty: 2233.104736 Iteration 13Q: 3 clusters Score -93118.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -93121.664062 Penalty: 2233.104736 Iteration 14Q: 3 clusters Score -93121.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -93130.312500 Penalty: 2233.104736 Iteration 15Q: 3 clusters Score -93130.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -93147.320312 Penalty: 2233.104736 Iteration 16Q: 3 clusters Score -93147.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -93164.156250 Penalty: 2233.104736 Iteration 17Q: 3 clusters Score -93164.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -93172.429688 Penalty: 2233.104736 Iteration 18Q: 3 clusters Score -93172.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -93191.984375 Penalty: 2233.104736 Iteration 19Q: 3 clusters Score -93191.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -93202.804688 Penalty: 2233.104736 Iteration 20F: 3 clusters Score -93202.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -93214.968750 Penalty: 2233.104736 Iteration 21Q: 3 clusters Score -93214.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -93223.828125 Penalty: 2233.104736 Iteration 22Q: 3 clusters Score -93223.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -93230.929688 Penalty: 2233.104736 Iteration 23Q: 3 clusters Score -93230.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -93237.000000 Penalty: 2233.104736 Iteration 24Q: 3 clusters Score -93237 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -93240.664062 Penalty: 2233.104736 Iteration 25Q: 3 clusters Score -93240.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -93243.554688 Penalty: 2233.104736 Iteration 26Q: 3 clusters Score -93243.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -93243.921875 Penalty: 2233.104736 Iteration 27Q: 3 clusters Score -93243.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -93243.921875 Penalty: 2233.104736 Iteration 28F: 3 clusters Score -93243.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Entering Unmasked Estep Score: -594282.750000 Penalty: 1410.967651 Iteration 0F: 2 clusters Score -594282.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -589747.250000 Penalty: 2821.935303 Iteration 0F: 3 clusters Score -589747.2 nChanged 2442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -591153.500000 Penalty: 2821.935303 Iteration 1F: 3 clusters Score -591153.5 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -591376.312500 Penalty: 2821.935303 Iteration 2F: 3 clusters Score -591376.3 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -591540.812500 Penalty: 2821.935303 Iteration 3F: 3 clusters Score -591540.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -591675.687500 Penalty: 2821.935303 Iteration 4Q: 3 clusters Score -591675.7 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -591804.937500 Penalty: 2821.935303 Iteration 5Q: 3 clusters Score -591804.9 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -591913.437500 Penalty: 2821.935303 Iteration 6Q: 3 clusters Score -591913.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -592002.875000 Penalty: 2821.935303 Iteration 7Q: 3 clusters Score -592002.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -592098.125000 Penalty: 2821.935303 Iteration 8Q: 3 clusters Score -592098.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -592200.062500 Penalty: 2821.935303 Iteration 9Q: 3 clusters Score -592200.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -592296.437500 Penalty: 2821.935303 Iteration 10Q: 3 clusters Score -592296.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -592385.750000 Penalty: 2821.935303 Iteration 11Q: 3 clusters Score -592385.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -592473.750000 Penalty: 2821.935303 Iteration 12Q: 3 clusters Score -592473.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -592544.125000 Penalty: 2821.935303 Iteration 13Q: 3 clusters Score -592544.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -592604.125000 Penalty: 2821.935303 Iteration 14Q: 3 clusters Score -592604.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -592639.937500 Penalty: 2821.935303 Iteration 15Q: 3 clusters Score -592639.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -592665.312500 Penalty: 2821.935303 Iteration 16Q: 3 clusters Score -592665.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -592684.500000 Penalty: 2821.935303 Iteration 17Q: 3 clusters Score -592684.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -592702.375000 Penalty: 2821.935303 Iteration 18Q: 3 clusters Score -592702.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -592715.687500 Penalty: 2821.935303 Iteration 19Q: 3 clusters Score -592715.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -592726.062500 Penalty: 2821.935303 Iteration 20F: 3 clusters Score -592726.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -592735.937500 Penalty: 2821.935303 Iteration 21Q: 3 clusters Score -592735.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -592742.187500 Penalty: 2821.935303 Iteration 22Q: 3 clusters Score -592742.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -592748.625000 Penalty: 2821.935303 Iteration 23Q: 3 clusters Score -592748.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -592755.562500 Penalty: 2821.935303 Iteration 24Q: 3 clusters Score -592755.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -592761.937500 Penalty: 2821.935303 Iteration 25Q: 3 clusters Score -592761.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -592768.125000 Penalty: 2821.935303 Iteration 26Q: 3 clusters Score -592768.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -592778.750000 Penalty: 2821.935303 Iteration 27Q: 3 clusters Score -592778.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -592786.812500 Penalty: 2821.935303 Iteration 28Q: 3 clusters Score -592786.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -592792.625000 Penalty: 2821.935303 Iteration 29Q: 3 clusters Score -592792.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -592799.625000 Penalty: 2821.935303 Iteration 30Q: 3 clusters Score -592799.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -592804.125000 Penalty: 2821.935303 Iteration 31Q: 3 clusters Score -592804.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -592810.250000 Penalty: 2821.935303 Iteration 32Q: 3 clusters Score -592810.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -592817.250000 Penalty: 2821.935303 Iteration 33Q: 3 clusters Score -592817.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -592820.500000 Penalty: 2821.935303 Iteration 34Q: 3 clusters Score -592820.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -592827.687500 Penalty: 2821.935303 Iteration 35Q: 3 clusters Score -592827.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -592831.812500 Penalty: 2821.935303 Iteration 36Q: 3 clusters Score -592831.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -592839.000000 Penalty: 2821.935303 Iteration 37Q: 3 clusters Score -592839 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -592843.375000 Penalty: 2821.935303 Iteration 38Q: 3 clusters Score -592843.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -592851.500000 Penalty: 2821.935303 Iteration 39Q: 3 clusters Score -592851.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -592856.062500 Penalty: 2821.935303 Iteration 40F: 3 clusters Score -592856.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -592865.125000 Penalty: 2821.935303 Iteration 41Q: 3 clusters Score -592865.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -592873.937500 Penalty: 2821.935303 Iteration 42Q: 3 clusters Score -592873.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -592880.875000 Penalty: 2821.935303 Iteration 43Q: 3 clusters Score -592880.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -592883.500000 Penalty: 2821.935303 Iteration 44Q: 3 clusters Score -592883.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -592887.062500 Penalty: 2821.935303 Iteration 45Q: 3 clusters Score -592887.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -592893.750000 Penalty: 2821.935303 Iteration 46Q: 3 clusters Score -592893.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -592898.625000 Penalty: 2821.935303 Iteration 47Q: 3 clusters Score -592898.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -592900.750000 Penalty: 2821.935303 Iteration 48Q: 3 clusters Score -592900.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -592904.750000 Penalty: 2821.935303 Iteration 49Q: 3 clusters Score -592904.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -592911.187500 Penalty: 2821.935303 Iteration 50Q: 3 clusters Score -592911.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -592912.250000 Penalty: 2821.935303 Iteration 51Q: 3 clusters Score -592912.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -592915.875000 Penalty: 2821.935303 Iteration 52Q: 3 clusters Score -592915.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -592919.812500 Penalty: 2821.935303 Iteration 53Q: 3 clusters Score -592919.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -592926.562500 Penalty: 2821.935303 Iteration 54Q: 3 clusters Score -592926.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -592934.750000 Penalty: 2821.935303 Iteration 55Q: 3 clusters Score -592934.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -592943.125000 Penalty: 2821.935303 Iteration 56Q: 3 clusters Score -592943.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -592950.750000 Penalty: 2821.935303 Iteration 57Q: 3 clusters Score -592950.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -592959.562500 Penalty: 2821.935303 Iteration 58Q: 3 clusters Score -592959.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -592971.312500 Penalty: 2821.935303 Iteration 59Q: 3 clusters Score -592971.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -592981.000000 Penalty: 2821.935303 Iteration 60F: 3 clusters Score -592981 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -592992.125000 Penalty: 2821.935303 Iteration 61Q: 3 clusters Score -592992.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -592998.187500 Penalty: 2821.935303 Iteration 62Q: 3 clusters Score -592998.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -593005.937500 Penalty: 2821.935303 Iteration 63Q: 3 clusters Score -593005.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -593008.875000 Penalty: 2821.935303 Iteration 64Q: 3 clusters Score -593008.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -593012.562500 Penalty: 2821.935303 Iteration 65Q: 3 clusters Score -593012.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -593018.187500 Penalty: 2821.935303 Iteration 66Q: 3 clusters Score -593018.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -593023.250000 Penalty: 2821.935303 Iteration 67Q: 3 clusters Score -593023.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -593032.625000 Penalty: 2821.935303 Iteration 68Q: 3 clusters Score -593032.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -593043.687500 Penalty: 2821.935303 Iteration 69Q: 3 clusters Score -593043.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -593054.250000 Penalty: 2821.935303 Iteration 70Q: 3 clusters Score -593054.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -593060.937500 Penalty: 2821.935303 Iteration 71Q: 3 clusters Score -593060.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -593069.500000 Penalty: 2821.935303 Iteration 72Q: 3 clusters Score -593069.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -593077.125000 Penalty: 2821.935303 Iteration 73Q: 3 clusters Score -593077.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -593088.687500 Penalty: 2821.935303 Iteration 74Q: 3 clusters Score -593088.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -593100.875000 Penalty: 2821.935303 Iteration 75Q: 3 clusters Score -593100.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -593111.687500 Penalty: 2821.935303 Iteration 76Q: 3 clusters Score -593111.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -593119.500000 Penalty: 2821.935303 Iteration 77Q: 3 clusters Score -593119.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -593130.750000 Penalty: 2821.935303 Iteration 78Q: 3 clusters Score -593130.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -593141.750000 Penalty: 2821.935303 Iteration 79Q: 3 clusters Score -593141.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -593151.125000 Penalty: 2821.935303 Iteration 80F: 3 clusters Score -593151.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -593164.437500 Penalty: 2821.935303 Iteration 81Q: 3 clusters Score -593164.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -593170.625000 Penalty: 2821.935303 Iteration 82Q: 3 clusters Score -593170.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -593179.875000 Penalty: 2821.935303 Iteration 83Q: 3 clusters Score -593179.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -593194.000000 Penalty: 2821.935303 Iteration 84Q: 3 clusters Score -593194 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -593202.562500 Penalty: 2821.935303 Iteration 85Q: 3 clusters Score -593202.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -593207.187500 Penalty: 2821.935303 Iteration 86Q: 3 clusters Score -593207.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -593214.187500 Penalty: 2821.935303 Iteration 87Q: 3 clusters Score -593214.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -593218.000000 Penalty: 2821.935303 Iteration 88Q: 3 clusters Score -593218 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -593219.500000 Penalty: 2821.935303 Iteration 89Q: 3 clusters Score -593219.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -593222.562500 Penalty: 2821.935303 Iteration 90Q: 3 clusters Score -593222.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -593223.375000 Penalty: 2821.935303 Iteration 91Q: 3 clusters Score -593223.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -593223.062500 Penalty: 2821.935303 Iteration 92Q: 3 clusters Score -593223.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -593222.937500 Penalty: 2821.935303 Iteration 93Q: 3 clusters Score -593222.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -593225.062500 Penalty: 2821.935303 Iteration 94Q: 3 clusters Score -593225.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -593225.625000 Penalty: 2821.935303 Iteration 95Q: 3 clusters Score -593225.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -593225.875000 Penalty: 2821.935303 Iteration 96Q: 3 clusters Score -593225.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -593226.687500 Penalty: 2821.935303 Iteration 97Q: 3 clusters Score -593226.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -593227.250000 Penalty: 2821.935303 Iteration 98Q: 3 clusters Score -593227.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -593228.812500 Penalty: 2821.935303 Iteration 99Q: 3 clusters Score -593228.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -593229.125000 Penalty: 2821.935303 Iteration 100F: 3 clusters Score -593229.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -593230.187500 Penalty: 2821.935303 Iteration 101Q: 3 clusters Score -593230.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -593231.125000 Penalty: 2821.935303 Iteration 102Q: 3 clusters Score -593231.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -593233.937500 Penalty: 2821.935303 Iteration 103Q: 3 clusters Score -593233.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -593238.062500 Penalty: 2821.935303 Iteration 104Q: 3 clusters Score -593238.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -593245.125000 Penalty: 2821.935303 Iteration 105Q: 3 clusters Score -593245.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -593248.375000 Penalty: 2821.935303 Iteration 106Q: 3 clusters Score -593248.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -593253.250000 Penalty: 2821.935303 Iteration 107Q: 3 clusters Score -593253.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -593257.812500 Penalty: 2821.935303 Iteration 108Q: 3 clusters Score -593257.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -593260.625000 Penalty: 2821.935303 Iteration 109Q: 3 clusters Score -593260.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -593264.125000 Penalty: 2821.935303 Iteration 110Q: 3 clusters Score -593264.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -593269.062500 Penalty: 2821.935303 Iteration 111Q: 3 clusters Score -593269.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -593271.687500 Penalty: 2821.935303 Iteration 112Q: 3 clusters Score -593271.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -593271.687500 Penalty: 2821.935303 Iteration 113F: 3 clusters Score -593271.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13014 members Entering Unmasked Estep Score: -1317447.250000 Penalty: 1539.489380 Iteration 0F: 2 clusters Score -1317447 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -1308436.875000 Penalty: 3078.978760 Iteration 0F: 3 clusters Score -1308437 nChanged 5726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 6556 members Entering Unmasked Estep Score: -1311494.500000 Penalty: 3078.978760 Iteration 1F: 3 clusters Score -1311494 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -1311751.250000 Penalty: 3078.978760 Iteration 2F: 3 clusters Score -1311751 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -1311946.750000 Penalty: 3078.978760 Iteration 3Q: 3 clusters Score -1311947 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -1312153.750000 Penalty: 3078.978760 Iteration 4Q: 3 clusters Score -1312154 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -1312393.875000 Penalty: 3078.978760 Iteration 5Q: 3 clusters Score -1312394 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1312692.250000 Penalty: 3078.978760 Iteration 6Q: 3 clusters Score -1312692 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -1312989.250000 Penalty: 3078.978760 Iteration 7Q: 3 clusters Score -1312989 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -1313294.375000 Penalty: 3078.978760 Iteration 8Q: 3 clusters Score -1313294 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -1313605.000000 Penalty: 3078.978760 Iteration 9Q: 3 clusters Score -1313605 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -1313914.625000 Penalty: 3078.978760 Iteration 10Q: 3 clusters Score -1313915 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -1314200.250000 Penalty: 3078.978760 Iteration 11Q: 3 clusters Score -1314200 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -1314409.625000 Penalty: 3078.978760 Iteration 12Q: 3 clusters Score -1314410 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 8472 members Entering Unmasked Estep Score: -1314550.125000 Penalty: 3078.978760 Iteration 13Q: 3 clusters Score -1314550 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -1314633.125000 Penalty: 3078.978760 Iteration 14Q: 3 clusters Score -1314633 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 8775 members Entering Unmasked Estep Score: -1314692.000000 Penalty: 3078.978760 Iteration 15Q: 3 clusters Score -1314692 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -1314747.750000 Penalty: 3078.978760 Iteration 16Q: 3 clusters Score -1314748 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 9042 members Entering Unmasked Estep Score: -1314787.125000 Penalty: 3078.978760 Iteration 17Q: 3 clusters Score -1314787 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -1314822.500000 Penalty: 3078.978760 Iteration 18Q: 3 clusters Score -1314822 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -1314866.250000 Penalty: 3078.978760 Iteration 19Q: 3 clusters Score -1314866 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -1314926.125000 Penalty: 3078.978760 Iteration 20F: 3 clusters Score -1314926 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -1314976.500000 Penalty: 3078.978760 Iteration 21Q: 3 clusters Score -1314976 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 9755 members Entering Unmasked Estep Score: -1315027.875000 Penalty: 3078.978760 Iteration 22Q: 3 clusters Score -1315028 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 9916 members Entering Unmasked Estep Score: -1315082.125000 Penalty: 3078.978760 Iteration 23Q: 3 clusters Score -1315082 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 10084 members Entering Unmasked Estep Score: -1315145.500000 Penalty: 3078.978760 Iteration 24Q: 3 clusters Score -1315146 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 10231 members Entering Unmasked Estep Score: -1315207.500000 Penalty: 3078.978760 Iteration 25Q: 3 clusters Score -1315208 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 10382 members Entering Unmasked Estep Score: -1315271.625000 Penalty: 3078.978760 Iteration 26Q: 3 clusters Score -1315272 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 10515 members Entering Unmasked Estep Score: -1315327.875000 Penalty: 3078.978760 Iteration 27Q: 3 clusters Score -1315328 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 10644 members Entering Unmasked Estep Score: -1315389.250000 Penalty: 3078.978760 Iteration 28Q: 3 clusters Score -1315389 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 10785 members Entering Unmasked Estep Score: -1315469.500000 Penalty: 3078.978760 Iteration 29Q: 3 clusters Score -1315470 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 10918 members Entering Unmasked Estep Score: -1315534.375000 Penalty: 3078.978760 Iteration 30Q: 3 clusters Score -1315534 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -1315605.500000 Penalty: 3078.978760 Iteration 31Q: 3 clusters Score -1315606 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 11149 members Entering Unmasked Estep Score: -1315674.000000 Penalty: 3078.978760 Iteration 32Q: 3 clusters Score -1315674 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -1315736.375000 Penalty: 3078.978760 Iteration 33Q: 3 clusters Score -1315736 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -1315791.500000 Penalty: 3078.978760 Iteration 34Q: 3 clusters Score -1315792 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 11440 members Entering Unmasked Estep Score: -1315850.125000 Penalty: 3078.978760 Iteration 35Q: 3 clusters Score -1315850 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -1315905.500000 Penalty: 3078.978760 Iteration 36Q: 3 clusters Score -1315906 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -1315968.375000 Penalty: 3078.978760 Iteration 37Q: 3 clusters Score -1315968 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -1316035.875000 Penalty: 3078.978760 Iteration 38Q: 3 clusters Score -1316036 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 11739 members Entering Unmasked Estep Score: -1316089.375000 Penalty: 3078.978760 Iteration 39Q: 3 clusters Score -1316089 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 11782 members Entering Unmasked Estep Score: -1316116.500000 Penalty: 3078.978760 Iteration 40F: 3 clusters Score -1316116 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 11816 members Entering Unmasked Estep Score: -1316149.000000 Penalty: 3078.978760 Iteration 41Q: 3 clusters Score -1316149 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -1316166.875000 Penalty: 3078.978760 Iteration 42Q: 3 clusters Score -1316167 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 11875 members Entering Unmasked Estep Score: -1316178.250000 Penalty: 3078.978760 Iteration 43Q: 3 clusters Score -1316178 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -1316190.875000 Penalty: 3078.978760 Iteration 44Q: 3 clusters Score -1316191 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 11909 members Entering Unmasked Estep Score: -1316201.000000 Penalty: 3078.978760 Iteration 45Q: 3 clusters Score -1316201 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 11922 members Entering Unmasked Estep Score: -1316208.750000 Penalty: 3078.978760 Iteration 46Q: 3 clusters Score -1316209 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -1316212.500000 Penalty: 3078.978760 Iteration 47Q: 3 clusters Score -1316212 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -1316222.000000 Penalty: 3078.978760 Iteration 48Q: 3 clusters Score -1316222 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -1316231.625000 Penalty: 3078.978760 Iteration 49Q: 3 clusters Score -1316232 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -1316237.750000 Penalty: 3078.978760 Iteration 50Q: 3 clusters Score -1316238 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 11995 members Entering Unmasked Estep Score: -1316241.875000 Penalty: 3078.978760 Iteration 51Q: 3 clusters Score -1316242 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 11997 members Entering Unmasked Estep Score: -1316240.375000 Penalty: 3078.978760 Iteration 52Q: 3 clusters Score -1316240 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 11999 members Entering Unmasked Estep Score: -1316240.750000 Penalty: 3078.978760 Iteration 53Q: 3 clusters Score -1316241 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 11999 members Entering Unmasked Estep Score: -1316240.750000 Penalty: 3078.978760 Iteration 54F: 3 clusters Score -1316241 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Entering Unmasked Estep Score: -268754.375000 Penalty: 1280.998779 Iteration 0F: 2 clusters Score -268754.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -266192.125000 Penalty: 2561.997559 Iteration 0F: 3 clusters Score -266192.1 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -266764.187500 Penalty: 2561.997559 Iteration 1F: 3 clusters Score -266764.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -266911.812500 Penalty: 2561.997559 Iteration 2F: 3 clusters Score -266911.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -267001.656250 Penalty: 2561.997559 Iteration 3F: 3 clusters Score -267001.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -267053.593750 Penalty: 2561.997559 Iteration 4Q: 3 clusters Score -267053.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -267090.250000 Penalty: 2561.997559 Iteration 5Q: 3 clusters Score -267090.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -267129.406250 Penalty: 2561.997559 Iteration 6Q: 3 clusters Score -267129.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -267151.468750 Penalty: 2561.997559 Iteration 7Q: 3 clusters Score -267151.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -267173.718750 Penalty: 2561.997559 Iteration 8Q: 3 clusters Score -267173.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -267199.312500 Penalty: 2561.997559 Iteration 9Q: 3 clusters Score -267199.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -267223.593750 Penalty: 2561.997559 Iteration 10Q: 3 clusters Score -267223.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -267251.375000 Penalty: 2561.997559 Iteration 11Q: 3 clusters Score -267251.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -267277.343750 Penalty: 2561.997559 Iteration 12Q: 3 clusters Score -267277.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -267301.843750 Penalty: 2561.997559 Iteration 13Q: 3 clusters Score -267301.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -267326.406250 Penalty: 2561.997559 Iteration 14Q: 3 clusters Score -267326.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -267349.781250 Penalty: 2561.997559 Iteration 15Q: 3 clusters Score -267349.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -267378.812500 Penalty: 2561.997559 Iteration 16Q: 3 clusters Score -267378.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -267421.750000 Penalty: 2561.997559 Iteration 17Q: 3 clusters Score -267421.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -267455.875000 Penalty: 2561.997559 Iteration 18Q: 3 clusters Score -267455.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -267474.750000 Penalty: 2561.997559 Iteration 19Q: 3 clusters Score -267474.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -267486.937500 Penalty: 2561.997559 Iteration 20F: 3 clusters Score -267486.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -267497.968750 Penalty: 2561.997559 Iteration 21Q: 3 clusters Score -267498 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -267510.968750 Penalty: 2561.997559 Iteration 22Q: 3 clusters Score -267511 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -267522.187500 Penalty: 2561.997559 Iteration 23Q: 3 clusters Score -267522.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -267531.812500 Penalty: 2561.997559 Iteration 24Q: 3 clusters Score -267531.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -267544.000000 Penalty: 2561.997559 Iteration 25Q: 3 clusters Score -267544 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -267552.562500 Penalty: 2561.997559 Iteration 26Q: 3 clusters Score -267552.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -267558.625000 Penalty: 2561.997559 Iteration 27Q: 3 clusters Score -267558.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -267565.812500 Penalty: 2561.997559 Iteration 28Q: 3 clusters Score -267565.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -267572.750000 Penalty: 2561.997559 Iteration 29Q: 3 clusters Score -267572.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -267577.687500 Penalty: 2561.997559 Iteration 30Q: 3 clusters Score -267577.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -267581.156250 Penalty: 2561.997559 Iteration 31Q: 3 clusters Score -267581.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -267585.156250 Penalty: 2561.997559 Iteration 32Q: 3 clusters Score -267585.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -267587.937500 Penalty: 2561.997559 Iteration 33Q: 3 clusters Score -267587.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -267587.937500 Penalty: 2561.997559 Iteration 34Q: 3 clusters Score -267587.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -267588.531250 Penalty: 2561.997559 Iteration 35Q: 3 clusters Score -267588.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -267589.218750 Penalty: 2561.997559 Iteration 36Q: 3 clusters Score -267589.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -267590.218750 Penalty: 2561.997559 Iteration 37Q: 3 clusters Score -267590.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -267591.312500 Penalty: 2561.997559 Iteration 38Q: 3 clusters Score -267591.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -267591.781250 Penalty: 2561.997559 Iteration 39Q: 3 clusters Score -267591.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -267591.750000 Penalty: 2561.997559 Iteration 40F: 3 clusters Score -267591.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -267592.625000 Penalty: 2561.997559 Iteration 41Q: 3 clusters Score -267592.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -267593.406250 Penalty: 2561.997559 Iteration 42Q: 3 clusters Score -267593.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -267594.062500 Penalty: 2561.997559 Iteration 43Q: 3 clusters Score -267594.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -267594.875000 Penalty: 2561.997559 Iteration 44Q: 3 clusters Score -267594.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -267594.875000 Penalty: 2561.997559 Iteration 45Q: 3 clusters Score -267594.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -267595.562500 Penalty: 2561.997559 Iteration 46Q: 3 clusters Score -267595.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -267596.062500 Penalty: 2561.997559 Iteration 47Q: 3 clusters Score -267596.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -267596.531250 Penalty: 2561.997559 Iteration 48Q: 3 clusters Score -267596.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -267596.531250 Penalty: 2561.997559 Iteration 49F: 3 clusters Score -267596.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Entering Unmasked Estep Score: -448589.687500 Penalty: 1365.981201 Iteration 0F: 2 clusters Score -448589.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -444914.593750 Penalty: 2731.962402 Iteration 0F: 3 clusters Score -444914.6 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -445946.000000 Penalty: 2731.962402 Iteration 1F: 3 clusters Score -445946 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -446134.500000 Penalty: 2731.962402 Iteration 2F: 3 clusters Score -446134.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -446251.687500 Penalty: 2731.962402 Iteration 3F: 3 clusters Score -446251.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -446340.625000 Penalty: 2731.962402 Iteration 4Q: 3 clusters Score -446340.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -446429.312500 Penalty: 2731.962402 Iteration 5Q: 3 clusters Score -446429.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -446506.343750 Penalty: 2731.962402 Iteration 6Q: 3 clusters Score -446506.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -446569.843750 Penalty: 2731.962402 Iteration 7Q: 3 clusters Score -446569.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -446628.531250 Penalty: 2731.962402 Iteration 8Q: 3 clusters Score -446628.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -446686.125000 Penalty: 2731.962402 Iteration 9Q: 3 clusters Score -446686.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -446737.593750 Penalty: 2731.962402 Iteration 10Q: 3 clusters Score -446737.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -446779.468750 Penalty: 2731.962402 Iteration 11Q: 3 clusters Score -446779.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -446809.343750 Penalty: 2731.962402 Iteration 12Q: 3 clusters Score -446809.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -446836.187500 Penalty: 2731.962402 Iteration 13Q: 3 clusters Score -446836.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -446855.781250 Penalty: 2731.962402 Iteration 14Q: 3 clusters Score -446855.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -446868.750000 Penalty: 2731.962402 Iteration 15Q: 3 clusters Score -446868.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -446885.593750 Penalty: 2731.962402 Iteration 16Q: 3 clusters Score -446885.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -446902.156250 Penalty: 2731.962402 Iteration 17Q: 3 clusters Score -446902.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -446920.468750 Penalty: 2731.962402 Iteration 18Q: 3 clusters Score -446920.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -446943.000000 Penalty: 2731.962402 Iteration 19Q: 3 clusters Score -446943 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -446964.906250 Penalty: 2731.962402 Iteration 20F: 3 clusters Score -446964.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -446985.468750 Penalty: 2731.962402 Iteration 21Q: 3 clusters Score -446985.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -447013.656250 Penalty: 2731.962402 Iteration 22Q: 3 clusters Score -447013.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -447038.000000 Penalty: 2731.962402 Iteration 23Q: 3 clusters Score -447038 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -447066.468750 Penalty: 2731.962402 Iteration 24Q: 3 clusters Score -447066.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -447088.843750 Penalty: 2731.962402 Iteration 25Q: 3 clusters Score -447088.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -447109.718750 Penalty: 2731.962402 Iteration 26Q: 3 clusters Score -447109.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -447138.437500 Penalty: 2731.962402 Iteration 27Q: 3 clusters Score -447138.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -447173.468750 Penalty: 2731.962402 Iteration 28Q: 3 clusters Score -447173.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -447208.906250 Penalty: 2731.962402 Iteration 29Q: 3 clusters Score -447208.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -447244.843750 Penalty: 2731.962402 Iteration 30Q: 3 clusters Score -447244.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -447270.843750 Penalty: 2731.962402 Iteration 31Q: 3 clusters Score -447270.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -447292.406250 Penalty: 2731.962402 Iteration 32Q: 3 clusters Score -447292.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -447312.437500 Penalty: 2731.962402 Iteration 33Q: 3 clusters Score -447312.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -447326.625000 Penalty: 2731.962402 Iteration 34Q: 3 clusters Score -447326.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -447335.312500 Penalty: 2731.962402 Iteration 35Q: 3 clusters Score -447335.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -447341.593750 Penalty: 2731.962402 Iteration 36Q: 3 clusters Score -447341.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -447347.656250 Penalty: 2731.962402 Iteration 37Q: 3 clusters Score -447347.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -447353.593750 Penalty: 2731.962402 Iteration 38Q: 3 clusters Score -447353.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -447356.875000 Penalty: 2731.962402 Iteration 39Q: 3 clusters Score -447356.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -447359.031250 Penalty: 2731.962402 Iteration 40F: 3 clusters Score -447359 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -447362.093750 Penalty: 2731.962402 Iteration 41Q: 3 clusters Score -447362.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -447363.218750 Penalty: 2731.962402 Iteration 42Q: 3 clusters Score -447363.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -447365.125000 Penalty: 2731.962402 Iteration 43Q: 3 clusters Score -447365.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -447369.250000 Penalty: 2731.962402 Iteration 44Q: 3 clusters Score -447369.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -447371.500000 Penalty: 2731.962402 Iteration 45Q: 3 clusters Score -447371.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -447377.218750 Penalty: 2731.962402 Iteration 46Q: 3 clusters Score -447377.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -447383.468750 Penalty: 2731.962402 Iteration 47Q: 3 clusters Score -447383.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -447389.437500 Penalty: 2731.962402 Iteration 48Q: 3 clusters Score -447389.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -447397.593750 Penalty: 2731.962402 Iteration 49Q: 3 clusters Score -447397.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -447401.906250 Penalty: 2731.962402 Iteration 50Q: 3 clusters Score -447401.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -447404.125000 Penalty: 2731.962402 Iteration 51Q: 3 clusters Score -447404.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -447408.000000 Penalty: 2731.962402 Iteration 52Q: 3 clusters Score -447408 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -447410.843750 Penalty: 2731.962402 Iteration 53Q: 3 clusters Score -447410.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -447414.562500 Penalty: 2731.962402 Iteration 54Q: 3 clusters Score -447414.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -447418.562500 Penalty: 2731.962402 Iteration 55Q: 3 clusters Score -447418.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -447422.500000 Penalty: 2731.962402 Iteration 56Q: 3 clusters Score -447422.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -447425.468750 Penalty: 2731.962402 Iteration 57Q: 3 clusters Score -447425.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -447429.031250 Penalty: 2731.962402 Iteration 58Q: 3 clusters Score -447429 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -447429.125000 Penalty: 2731.962402 Iteration 59Q: 3 clusters Score -447429.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -447430.187500 Penalty: 2731.962402 Iteration 60F: 3 clusters Score -447430.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -447432.500000 Penalty: 2731.962402 Iteration 61Q: 3 clusters Score -447432.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -447433.625000 Penalty: 2731.962402 Iteration 62Q: 3 clusters Score -447433.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -447436.843750 Penalty: 2731.962402 Iteration 63Q: 3 clusters Score -447436.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -447437.968750 Penalty: 2731.962402 Iteration 64Q: 3 clusters Score -447438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -447439.406250 Penalty: 2731.962402 Iteration 65Q: 3 clusters Score -447439.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -447441.000000 Penalty: 2731.962402 Iteration 66Q: 3 clusters Score -447441 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -447443.812500 Penalty: 2731.962402 Iteration 67Q: 3 clusters Score -447443.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -447444.312500 Penalty: 2731.962402 Iteration 68Q: 3 clusters Score -447444.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -447445.625000 Penalty: 2731.962402 Iteration 69Q: 3 clusters Score -447445.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -447446.593750 Penalty: 2731.962402 Iteration 70Q: 3 clusters Score -447446.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -447446.593750 Penalty: 2731.962402 Iteration 71Q: 3 clusters Score -447446.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -447446.968750 Penalty: 2731.962402 Iteration 72Q: 3 clusters Score -447447 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -447446.968750 Penalty: 2731.962402 Iteration 73F: 3 clusters Score -447447 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Entering Unmasked Estep Score: -150131.015625 Penalty: 1197.457642 Iteration 0F: 2 clusters Score -150131 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -148309.921875 Penalty: 2394.915283 Iteration 0F: 3 clusters Score -148309.9 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -148688.453125 Penalty: 2394.915283 Iteration 1F: 3 clusters Score -148688.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -148818.125000 Penalty: 2394.915283 Iteration 2F: 3 clusters Score -148818.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -148890.437500 Penalty: 2394.915283 Iteration 3F: 3 clusters Score -148890.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -148943.125000 Penalty: 2394.915283 Iteration 4Q: 3 clusters Score -148943.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -148978.671875 Penalty: 2394.915283 Iteration 5Q: 3 clusters Score -148978.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -149004.218750 Penalty: 2394.915283 Iteration 6Q: 3 clusters Score -149004.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -149019.218750 Penalty: 2394.915283 Iteration 7Q: 3 clusters Score -149019.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -149032.984375 Penalty: 2394.915283 Iteration 8Q: 3 clusters Score -149033 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -149047.656250 Penalty: 2394.915283 Iteration 9Q: 3 clusters Score -149047.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -149060.656250 Penalty: 2394.915283 Iteration 10Q: 3 clusters Score -149060.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -149074.906250 Penalty: 2394.915283 Iteration 11Q: 3 clusters Score -149074.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -149089.484375 Penalty: 2394.915283 Iteration 12Q: 3 clusters Score -149089.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -149110.500000 Penalty: 2394.915283 Iteration 13Q: 3 clusters Score -149110.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -149132.375000 Penalty: 2394.915283 Iteration 14Q: 3 clusters Score -149132.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -149153.953125 Penalty: 2394.915283 Iteration 15Q: 3 clusters Score -149154 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -149175.125000 Penalty: 2394.915283 Iteration 16Q: 3 clusters Score -149175.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -149194.203125 Penalty: 2394.915283 Iteration 17Q: 3 clusters Score -149194.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -149212.562500 Penalty: 2394.915283 Iteration 18Q: 3 clusters Score -149212.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -149230.531250 Penalty: 2394.915283 Iteration 19Q: 3 clusters Score -149230.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -149244.437500 Penalty: 2394.915283 Iteration 20F: 3 clusters Score -149244.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -149260.984375 Penalty: 2394.915283 Iteration 21Q: 3 clusters Score -149261 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -149279.609375 Penalty: 2394.915283 Iteration 22Q: 3 clusters Score -149279.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -149300.203125 Penalty: 2394.915283 Iteration 23Q: 3 clusters Score -149300.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -149324.546875 Penalty: 2394.915283 Iteration 24Q: 3 clusters Score -149324.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -149351.812500 Penalty: 2394.915283 Iteration 25Q: 3 clusters Score -149351.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -149378.296875 Penalty: 2394.915283 Iteration 26Q: 3 clusters Score -149378.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -149401.109375 Penalty: 2394.915283 Iteration 27Q: 3 clusters Score -149401.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -149425.593750 Penalty: 2394.915283 Iteration 28Q: 3 clusters Score -149425.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -149465.000000 Penalty: 2394.915283 Iteration 29Q: 3 clusters Score -149465 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -149512.781250 Penalty: 2394.915283 Iteration 30Q: 3 clusters Score -149512.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -149582.984375 Penalty: 2394.915283 Iteration 31Q: 3 clusters Score -149583 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -149621.000000 Penalty: 2394.915283 Iteration 32Q: 3 clusters Score -149621 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -149644.500000 Penalty: 2394.915283 Iteration 33Q: 3 clusters Score -149644.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -149668.500000 Penalty: 2394.915283 Iteration 34Q: 3 clusters Score -149668.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -149694.531250 Penalty: 2394.915283 Iteration 35Q: 3 clusters Score -149694.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -149718.187500 Penalty: 2394.915283 Iteration 36Q: 3 clusters Score -149718.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -149740.984375 Penalty: 2394.915283 Iteration 37Q: 3 clusters Score -149741 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -149755.984375 Penalty: 2394.915283 Iteration 38Q: 3 clusters Score -149756 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -149765.718750 Penalty: 2394.915283 Iteration 39Q: 3 clusters Score -149765.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -149776.359375 Penalty: 2394.915283 Iteration 40F: 3 clusters Score -149776.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -149785.218750 Penalty: 2394.915283 Iteration 41Q: 3 clusters Score -149785.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -149794.375000 Penalty: 2394.915283 Iteration 42Q: 3 clusters Score -149794.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -149811.625000 Penalty: 2394.915283 Iteration 43Q: 3 clusters Score -149811.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -149829.265625 Penalty: 2394.915283 Iteration 44Q: 3 clusters Score -149829.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -149850.687500 Penalty: 2394.915283 Iteration 45Q: 3 clusters Score -149850.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -149867.109375 Penalty: 2394.915283 Iteration 46Q: 3 clusters Score -149867.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -149883.359375 Penalty: 2394.915283 Iteration 47Q: 3 clusters Score -149883.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -149895.890625 Penalty: 2394.915283 Iteration 48Q: 3 clusters Score -149895.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -149913.281250 Penalty: 2394.915283 Iteration 49Q: 3 clusters Score -149913.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -149932.468750 Penalty: 2394.915283 Iteration 50Q: 3 clusters Score -149932.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -149942.421875 Penalty: 2394.915283 Iteration 51Q: 3 clusters Score -149942.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -149946.828125 Penalty: 2394.915283 Iteration 52Q: 3 clusters Score -149946.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -149948.640625 Penalty: 2394.915283 Iteration 53Q: 3 clusters Score -149948.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -149949.125000 Penalty: 2394.915283 Iteration 54Q: 3 clusters Score -149949.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -149950.062500 Penalty: 2394.915283 Iteration 55F: 3 clusters Score -149950.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -149950.953125 Penalty: 2394.915283 Iteration 56Q: 3 clusters Score -149951 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -149951.718750 Penalty: 2394.915283 Iteration 57Q: 3 clusters Score -149951.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -149952.031250 Penalty: 2394.915283 Iteration 58Q: 3 clusters Score -149952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -149952.296875 Penalty: 2394.915283 Iteration 59Q: 3 clusters Score -149952.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -149952.296875 Penalty: 2394.915283 Iteration 60F: 3 clusters Score -149952.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11621 members Entering Unmasked Estep Score: -1166103.500000 Penalty: 1521.092407 Iteration 0F: 2 clusters Score -1166104 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -1157974.625000 Penalty: 3042.184814 Iteration 0F: 3 clusters Score -1157975 nChanged 5025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -1160844.500000 Penalty: 3042.184814 Iteration 1F: 3 clusters Score -1160844 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -1161331.750000 Penalty: 3042.184814 Iteration 2F: 3 clusters Score -1161332 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -1161839.625000 Penalty: 3042.184814 Iteration 3F: 3 clusters Score -1161840 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -1162378.125000 Penalty: 3042.184814 Iteration 4F: 3 clusters Score -1162378 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -1162950.000000 Penalty: 3042.184814 Iteration 5F: 3 clusters Score -1162950 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -1163471.250000 Penalty: 3042.184814 Iteration 6F: 3 clusters Score -1163471 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -1163864.000000 Penalty: 3042.184814 Iteration 7Q: 3 clusters Score -1163864 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -1164119.500000 Penalty: 3042.184814 Iteration 8Q: 3 clusters Score -1164120 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 8414 members Entering Unmasked Estep Score: -1164299.000000 Penalty: 3042.184814 Iteration 9Q: 3 clusters Score -1164299 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 8539 members Entering Unmasked Estep Score: -1164432.125000 Penalty: 3042.184814 Iteration 10Q: 3 clusters Score -1164432 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -1164523.625000 Penalty: 3042.184814 Iteration 11Q: 3 clusters Score -1164524 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 8735 members Entering Unmasked Estep Score: -1164594.375000 Penalty: 3042.184814 Iteration 12Q: 3 clusters Score -1164594 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 8810 members Entering Unmasked Estep Score: -1164645.625000 Penalty: 3042.184814 Iteration 13Q: 3 clusters Score -1164646 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 8864 members Entering Unmasked Estep Score: -1164689.625000 Penalty: 3042.184814 Iteration 14Q: 3 clusters Score -1164690 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 8904 members Entering Unmasked Estep Score: -1164732.875000 Penalty: 3042.184814 Iteration 15Q: 3 clusters Score -1164733 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 8934 members Entering Unmasked Estep Score: -1164775.250000 Penalty: 3042.184814 Iteration 16Q: 3 clusters Score -1164775 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -1164813.125000 Penalty: 3042.184814 Iteration 17Q: 3 clusters Score -1164813 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -1164840.375000 Penalty: 3042.184814 Iteration 18Q: 3 clusters Score -1164840 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -1164864.125000 Penalty: 3042.184814 Iteration 19Q: 3 clusters Score -1164864 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 9003 members Entering Unmasked Estep Score: -1164882.125000 Penalty: 3042.184814 Iteration 20F: 3 clusters Score -1164882 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -1164899.250000 Penalty: 3042.184814 Iteration 21Q: 3 clusters Score -1164899 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 9064 members Entering Unmasked Estep Score: -1164910.750000 Penalty: 3042.184814 Iteration 22Q: 3 clusters Score -1164911 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -1164922.375000 Penalty: 3042.184814 Iteration 23Q: 3 clusters Score -1164922 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 9108 members Entering Unmasked Estep Score: -1164930.750000 Penalty: 3042.184814 Iteration 24Q: 3 clusters Score -1164931 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 9121 members Entering Unmasked Estep Score: -1164937.750000 Penalty: 3042.184814 Iteration 25Q: 3 clusters Score -1164938 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -1164941.875000 Penalty: 3042.184814 Iteration 26Q: 3 clusters Score -1164942 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -1164947.625000 Penalty: 3042.184814 Iteration 27Q: 3 clusters Score -1164948 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -1164953.250000 Penalty: 3042.184814 Iteration 28Q: 3 clusters Score -1164953 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 9180 members Entering Unmasked Estep Score: -1164957.625000 Penalty: 3042.184814 Iteration 29Q: 3 clusters Score -1164958 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 9188 members Entering Unmasked Estep Score: -1164955.375000 Penalty: 3042.184814 Iteration 30Q: 3 clusters Score -1164955 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -1164959.500000 Penalty: 3042.184814 Iteration 31Q: 3 clusters Score -1164960 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 9207 members Entering Unmasked Estep Score: -1164961.375000 Penalty: 3042.184814 Iteration 32Q: 3 clusters Score -1164961 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 9214 members Entering Unmasked Estep Score: -1164964.750000 Penalty: 3042.184814 Iteration 33Q: 3 clusters Score -1164965 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -1164962.125000 Penalty: 3042.184814 Iteration 34Q: 3 clusters Score -1164962 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -1164962.625000 Penalty: 3042.184814 Iteration 35Q: 3 clusters Score -1164963 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -1164965.375000 Penalty: 3042.184814 Iteration 36Q: 3 clusters Score -1164965 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 9242 members Entering Unmasked Estep Score: -1164969.625000 Penalty: 3042.184814 Iteration 37Q: 3 clusters Score -1164970 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -1164970.750000 Penalty: 3042.184814 Iteration 38Q: 3 clusters Score -1164971 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -1164969.000000 Penalty: 3042.184814 Iteration 39Q: 3 clusters Score -1164969 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 9257 members Entering Unmasked Estep Score: -1164973.000000 Penalty: 3042.184814 Iteration 40F: 3 clusters Score -1164973 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 9261 members Entering Unmasked Estep Score: -1164971.625000 Penalty: 3042.184814 Iteration 41Q: 3 clusters Score -1164972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -1164973.375000 Penalty: 3042.184814 Iteration 42Q: 3 clusters Score -1164973 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 9270 members Entering Unmasked Estep Score: -1164972.625000 Penalty: 3042.184814 Iteration 43Q: 3 clusters Score -1164973 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 9271 members Entering Unmasked Estep Score: -1164974.250000 Penalty: 3042.184814 Iteration 44Q: 3 clusters Score -1164974 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 9270 members Entering Unmasked Estep Score: -1164972.875000 Penalty: 3042.184814 Iteration 45Q: 3 clusters Score -1164973 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 9271 members Entering Unmasked Estep Score: -1164974.125000 Penalty: 3042.184814 Iteration 46Q: 3 clusters Score -1164974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 9274 members Entering Unmasked Estep Score: -1164975.125000 Penalty: 3042.184814 Iteration 47Q: 3 clusters Score -1164975 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -1164974.375000 Penalty: 3042.184814 Iteration 48Q: 3 clusters Score -1164974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 9288 members Entering Unmasked Estep Score: -1164979.625000 Penalty: 3042.184814 Iteration 49Q: 3 clusters Score -1164980 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 9295 members Entering Unmasked Estep Score: -1164981.375000 Penalty: 3042.184814 Iteration 50Q: 3 clusters Score -1164981 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 9297 members Entering Unmasked Estep Score: -1164981.875000 Penalty: 3042.184814 Iteration 51Q: 3 clusters Score -1164982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 9297 members Entering Unmasked Estep Score: -1164982.000000 Penalty: 3042.184814 Iteration 52Q: 3 clusters Score -1164982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -1164982.250000 Penalty: 3042.184814 Iteration 53Q: 3 clusters Score -1164982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 9299 members Entering Unmasked Estep Score: -1164982.000000 Penalty: 3042.184814 Iteration 54Q: 3 clusters Score -1164982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -1164981.625000 Penalty: 3042.184814 Iteration 55Q: 3 clusters Score -1164982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -1164981.500000 Penalty: 3042.184814 Iteration 56Q: 3 clusters Score -1164982 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -1164981.500000 Penalty: 3042.184814 Iteration 57F: 3 clusters Score -1164982 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (69029 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69029 members Entering Unmasked Estep Score: -6794956.500000 Penalty: 1810.620728 Iteration 0F: 2 clusters Score -6794956 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34285 members Mstep: Class 2 contains 34744 members Entering Unmasked Estep Score: -6749276.000000 Penalty: 3621.241455 Iteration 0F: 3 clusters Score -6749276 nChanged 32520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30577 members Mstep: Class 2 contains 38452 members Entering Unmasked Estep Score: -6768492.500000 Penalty: 3621.241455 Iteration 1F: 3 clusters Score -6768492 nChanged 3369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28526 members Mstep: Class 2 contains 40503 members Entering Unmasked Estep Score: -6769883.500000 Penalty: 3621.241455 Iteration 2Q: 3 clusters Score -6769884 nChanged 3852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25656 members Mstep: Class 2 contains 43373 members Entering Unmasked Estep Score: -6771897.000000 Penalty: 3621.241455 Iteration 3F: 3 clusters Score -6771897 nChanged 4653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21761 members Mstep: Class 2 contains 47268 members Entering Unmasked Estep Score: -6774864.000000 Penalty: 3621.241455 Iteration 4F: 3 clusters Score -6774864 nChanged 5251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16964 members Mstep: Class 2 contains 52065 members Entering Unmasked Estep Score: -6779057.000000 Penalty: 3621.241455 Iteration 5F: 3 clusters Score -6779057 nChanged 5261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 57176 members Entering Unmasked Estep Score: -6784157.500000 Penalty: 3621.241455 Iteration 6F: 3 clusters Score -6784158 nChanged 4306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 61416 members Entering Unmasked Estep Score: -6788775.500000 Penalty: 3621.241455 Iteration 7F: 3 clusters Score -6788776 nChanged 2614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 63906 members Entering Unmasked Estep Score: -6791723.000000 Penalty: 3621.241455 Iteration 8Q: 3 clusters Score -6791723 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 65007 members Entering Unmasked Estep Score: -6793001.000000 Penalty: 3621.241455 Iteration 9Q: 3 clusters Score -6793001 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 65536 members Entering Unmasked Estep Score: -6793463.000000 Penalty: 3621.241455 Iteration 10Q: 3 clusters Score -6793463 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 65888 members Entering Unmasked Estep Score: -6793645.500000 Penalty: 3621.241455 Iteration 11Q: 3 clusters Score -6793646 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 66144 members Entering Unmasked Estep Score: -6793767.500000 Penalty: 3621.241455 Iteration 12Q: 3 clusters Score -6793768 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 66342 members Entering Unmasked Estep Score: -6793847.000000 Penalty: 3621.241455 Iteration 13Q: 3 clusters Score -6793847 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 66495 members Entering Unmasked Estep Score: -6793911.500000 Penalty: 3621.241455 Iteration 14Q: 3 clusters Score -6793912 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 66622 members Entering Unmasked Estep Score: -6793984.500000 Penalty: 3621.241455 Iteration 15Q: 3 clusters Score -6793984 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 66721 members Entering Unmasked Estep Score: -6794042.500000 Penalty: 3621.241455 Iteration 16Q: 3 clusters Score -6794042 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 66814 members Entering Unmasked Estep Score: -6794098.500000 Penalty: 3621.241455 Iteration 17Q: 3 clusters Score -6794098 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 66897 members Entering Unmasked Estep Score: -6794171.000000 Penalty: 3621.241455 Iteration 18Q: 3 clusters Score -6794171 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 66970 members Entering Unmasked Estep Score: -6794232.500000 Penalty: 3621.241455 Iteration 19Q: 3 clusters Score -6794232 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 67041 members Entering Unmasked Estep Score: -6794303.500000 Penalty: 3621.241455 Iteration 20F: 3 clusters Score -6794304 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 67097 members Entering Unmasked Estep Score: -6794364.000000 Penalty: 3621.241455 Iteration 21Q: 3 clusters Score -6794364 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 67129 members Entering Unmasked Estep Score: -6794397.500000 Penalty: 3621.241455 Iteration 22Q: 3 clusters Score -6794398 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 67147 members Entering Unmasked Estep Score: -6794403.000000 Penalty: 3621.241455 Iteration 23Q: 3 clusters Score -6794403 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 67159 members Entering Unmasked Estep Score: -6794411.500000 Penalty: 3621.241455 Iteration 24Q: 3 clusters Score -6794412 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 67174 members Entering Unmasked Estep Score: -6794403.500000 Penalty: 3621.241455 Iteration 25Q: 3 clusters Score -6794404 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 67187 members Entering Unmasked Estep Score: -6794416.000000 Penalty: 3621.241455 Iteration 26Q: 3 clusters Score -6794416 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 67197 members Entering Unmasked Estep Score: -6794418.000000 Penalty: 3621.241455 Iteration 27Q: 3 clusters Score -6794418 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 67203 members Entering Unmasked Estep Score: -6794423.500000 Penalty: 3621.241455 Iteration 28Q: 3 clusters Score -6794424 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 67209 members Entering Unmasked Estep Score: -6794424.000000 Penalty: 3621.241455 Iteration 29Q: 3 clusters Score -6794424 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 67209 members Entering Unmasked Estep Score: -6794420.500000 Penalty: 3621.241455 Iteration 30Q: 3 clusters Score -6794420 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 67210 members Entering Unmasked Estep Score: -6794418.500000 Penalty: 3621.241455 Iteration 31Q: 3 clusters Score -6794418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 67211 members Entering Unmasked Estep Score: -6794417.500000 Penalty: 3621.241455 Iteration 32Q: 3 clusters Score -6794418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 67212 members Entering Unmasked Estep Score: -6794420.000000 Penalty: 3621.241455 Iteration 33Q: 3 clusters Score -6794420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 67214 members Entering Unmasked Estep Score: -6794415.500000 Penalty: 3621.241455 Iteration 34Q: 3 clusters Score -6794416 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 67214 members Entering Unmasked Estep Score: -6794416.500000 Penalty: 3621.241455 Iteration 35Q: 3 clusters Score -6794416 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 67214 members Entering Unmasked Estep Score: -6794414.500000 Penalty: 3621.241455 Iteration 36Q: 3 clusters Score -6794414 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 67214 members Entering Unmasked Estep Score: -6794414.500000 Penalty: 3621.241455 Iteration 37F: 3 clusters Score -6794414 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Entering Unmasked Estep Score: -355994.625000 Penalty: 1334.365967 Iteration 0F: 2 clusters Score -355994.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -352851.812500 Penalty: 2668.731934 Iteration 0F: 3 clusters Score -352851.8 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -353780.093750 Penalty: 2668.731934 Iteration 1F: 3 clusters Score -353780.1 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -354065.000000 Penalty: 2668.731934 Iteration 2F: 3 clusters Score -354065 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -354369.125000 Penalty: 2668.731934 Iteration 3F: 3 clusters Score -354369.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -354694.156250 Penalty: 2668.731934 Iteration 4F: 3 clusters Score -354694.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -355066.093750 Penalty: 2668.731934 Iteration 5F: 3 clusters Score -355066.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -355398.656250 Penalty: 2668.731934 Iteration 6F: 3 clusters Score -355398.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -355666.906250 Penalty: 2668.731934 Iteration 7Q: 3 clusters Score -355666.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -355788.625000 Penalty: 2668.731934 Iteration 8Q: 3 clusters Score -355788.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -355835.343750 Penalty: 2668.731934 Iteration 9Q: 3 clusters Score -355835.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -355858.687500 Penalty: 2668.731934 Iteration 10Q: 3 clusters Score -355858.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -355866.000000 Penalty: 2668.731934 Iteration 11Q: 3 clusters Score -355866 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -355868.218750 Penalty: 2668.731934 Iteration 12Q: 3 clusters Score -355868.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -355870.218750 Penalty: 2668.731934 Iteration 13Q: 3 clusters Score -355870.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -355872.000000 Penalty: 2668.731934 Iteration 14Q: 3 clusters Score -355872 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -355874.343750 Penalty: 2668.731934 Iteration 15Q: 3 clusters Score -355874.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -355876.250000 Penalty: 2668.731934 Iteration 16Q: 3 clusters Score -355876.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -355876.250000 Penalty: 2668.731934 Iteration 17Q: 3 clusters Score -355876.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -355878.718750 Penalty: 2668.731934 Iteration 18Q: 3 clusters Score -355878.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -355877.687500 Penalty: 2668.731934 Iteration 19Q: 3 clusters Score -355877.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -355877.687500 Penalty: 2668.731934 Iteration 20F: 3 clusters Score -355877.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Entering Unmasked Estep Score: -29269.333984 Penalty: 955.586670 Iteration 0F: 2 clusters Score -29269.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -28376.287109 Penalty: 1911.173340 Iteration 0F: 3 clusters Score -28376.29 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -28616.601562 Penalty: 1911.173340 Iteration 1F: 3 clusters Score -28616.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -28722.875000 Penalty: 1911.173340 Iteration 2F: 3 clusters Score -28722.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -28772.404297 Penalty: 1911.173340 Iteration 3Q: 3 clusters Score -28772.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -28789.822266 Penalty: 1911.173340 Iteration 4Q: 3 clusters Score -28789.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -28802.546875 Penalty: 1911.173340 Iteration 5Q: 3 clusters Score -28802.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -28802.546875 Penalty: 1911.173340 Iteration 6F: 3 clusters Score -28802.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Entering Unmasked Estep Score: -265663.281250 Penalty: 1278.217773 Iteration 0F: 2 clusters Score -265663.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -263154.000000 Penalty: 2556.435547 Iteration 0F: 3 clusters Score -263154 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -263750.281250 Penalty: 2556.435547 Iteration 1F: 3 clusters Score -263750.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -263844.562500 Penalty: 2556.435547 Iteration 2F: 3 clusters Score -263844.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -263895.562500 Penalty: 2556.435547 Iteration 3Q: 3 clusters Score -263895.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -263926.500000 Penalty: 2556.435547 Iteration 4Q: 3 clusters Score -263926.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -263948.343750 Penalty: 2556.435547 Iteration 5Q: 3 clusters Score -263948.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -263971.437500 Penalty: 2556.435547 Iteration 6Q: 3 clusters Score -263971.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -263993.437500 Penalty: 2556.435547 Iteration 7Q: 3 clusters Score -263993.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -264008.875000 Penalty: 2556.435547 Iteration 8Q: 3 clusters Score -264008.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -264023.937500 Penalty: 2556.435547 Iteration 9Q: 3 clusters Score -264023.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -264035.843750 Penalty: 2556.435547 Iteration 10Q: 3 clusters Score -264035.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -264044.781250 Penalty: 2556.435547 Iteration 11Q: 3 clusters Score -264044.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -264055.062500 Penalty: 2556.435547 Iteration 12Q: 3 clusters Score -264055.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -264066.250000 Penalty: 2556.435547 Iteration 13Q: 3 clusters Score -264066.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -264070.875000 Penalty: 2556.435547 Iteration 14Q: 3 clusters Score -264070.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -264074.781250 Penalty: 2556.435547 Iteration 15Q: 3 clusters Score -264074.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -264079.562500 Penalty: 2556.435547 Iteration 16Q: 3 clusters Score -264079.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -264083.187500 Penalty: 2556.435547 Iteration 17Q: 3 clusters Score -264083.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -264086.843750 Penalty: 2556.435547 Iteration 18Q: 3 clusters Score -264086.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -264091.156250 Penalty: 2556.435547 Iteration 19Q: 3 clusters Score -264091.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -264098.312500 Penalty: 2556.435547 Iteration 20F: 3 clusters Score -264098.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -264105.125000 Penalty: 2556.435547 Iteration 21Q: 3 clusters Score -264105.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -264108.687500 Penalty: 2556.435547 Iteration 22Q: 3 clusters Score -264108.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -264113.125000 Penalty: 2556.435547 Iteration 23Q: 3 clusters Score -264113.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -264116.187500 Penalty: 2556.435547 Iteration 24Q: 3 clusters Score -264116.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -264120.843750 Penalty: 2556.435547 Iteration 25Q: 3 clusters Score -264120.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -264125.406250 Penalty: 2556.435547 Iteration 26Q: 3 clusters Score -264125.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -264129.437500 Penalty: 2556.435547 Iteration 27Q: 3 clusters Score -264129.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -264132.968750 Penalty: 2556.435547 Iteration 28Q: 3 clusters Score -264133 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -264141.250000 Penalty: 2556.435547 Iteration 29Q: 3 clusters Score -264141.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -264146.937500 Penalty: 2556.435547 Iteration 30Q: 3 clusters Score -264146.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -264153.250000 Penalty: 2556.435547 Iteration 31Q: 3 clusters Score -264153.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -264161.750000 Penalty: 2556.435547 Iteration 32Q: 3 clusters Score -264161.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -264171.906250 Penalty: 2556.435547 Iteration 33Q: 3 clusters Score -264171.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -264180.250000 Penalty: 2556.435547 Iteration 34Q: 3 clusters Score -264180.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -264185.062500 Penalty: 2556.435547 Iteration 35Q: 3 clusters Score -264185.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -264190.250000 Penalty: 2556.435547 Iteration 36Q: 3 clusters Score -264190.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -264194.093750 Penalty: 2556.435547 Iteration 37Q: 3 clusters Score -264194.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -264197.218750 Penalty: 2556.435547 Iteration 38Q: 3 clusters Score -264197.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -264201.812500 Penalty: 2556.435547 Iteration 39Q: 3 clusters Score -264201.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -264210.250000 Penalty: 2556.435547 Iteration 40F: 3 clusters Score -264210.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -264216.781250 Penalty: 2556.435547 Iteration 41Q: 3 clusters Score -264216.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -264222.656250 Penalty: 2556.435547 Iteration 42Q: 3 clusters Score -264222.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -264227.625000 Penalty: 2556.435547 Iteration 43Q: 3 clusters Score -264227.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -264233.406250 Penalty: 2556.435547 Iteration 44Q: 3 clusters Score -264233.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -264238.968750 Penalty: 2556.435547 Iteration 45Q: 3 clusters Score -264239 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -264246.250000 Penalty: 2556.435547 Iteration 46Q: 3 clusters Score -264246.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -264253.937500 Penalty: 2556.435547 Iteration 47Q: 3 clusters Score -264253.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -264259.906250 Penalty: 2556.435547 Iteration 48Q: 3 clusters Score -264259.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -264266.656250 Penalty: 2556.435547 Iteration 49Q: 3 clusters Score -264266.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -264270.437500 Penalty: 2556.435547 Iteration 50Q: 3 clusters Score -264270.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -264277.500000 Penalty: 2556.435547 Iteration 51Q: 3 clusters Score -264277.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -264283.906250 Penalty: 2556.435547 Iteration 52Q: 3 clusters Score -264283.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -264292.437500 Penalty: 2556.435547 Iteration 53Q: 3 clusters Score -264292.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -264302.375000 Penalty: 2556.435547 Iteration 54Q: 3 clusters Score -264302.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -264308.500000 Penalty: 2556.435547 Iteration 55Q: 3 clusters Score -264308.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -264312.343750 Penalty: 2556.435547 Iteration 56Q: 3 clusters Score -264312.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -264319.625000 Penalty: 2556.435547 Iteration 57Q: 3 clusters Score -264319.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -264326.562500 Penalty: 2556.435547 Iteration 58Q: 3 clusters Score -264326.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -264331.656250 Penalty: 2556.435547 Iteration 59Q: 3 clusters Score -264331.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -264335.281250 Penalty: 2556.435547 Iteration 60F: 3 clusters Score -264335.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -264340.562500 Penalty: 2556.435547 Iteration 61Q: 3 clusters Score -264340.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -264345.750000 Penalty: 2556.435547 Iteration 62Q: 3 clusters Score -264345.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -264352.843750 Penalty: 2556.435547 Iteration 63Q: 3 clusters Score -264352.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -264359.406250 Penalty: 2556.435547 Iteration 64Q: 3 clusters Score -264359.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -264366.843750 Penalty: 2556.435547 Iteration 65Q: 3 clusters Score -264366.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -264373.250000 Penalty: 2556.435547 Iteration 66Q: 3 clusters Score -264373.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -264378.843750 Penalty: 2556.435547 Iteration 67Q: 3 clusters Score -264378.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -264385.968750 Penalty: 2556.435547 Iteration 68Q: 3 clusters Score -264386 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -264390.375000 Penalty: 2556.435547 Iteration 69Q: 3 clusters Score -264390.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -264393.781250 Penalty: 2556.435547 Iteration 70Q: 3 clusters Score -264393.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -264398.218750 Penalty: 2556.435547 Iteration 71Q: 3 clusters Score -264398.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -264406.625000 Penalty: 2556.435547 Iteration 72Q: 3 clusters Score -264406.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -264415.687500 Penalty: 2556.435547 Iteration 73Q: 3 clusters Score -264415.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -264421.843750 Penalty: 2556.435547 Iteration 74Q: 3 clusters Score -264421.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -264427.218750 Penalty: 2556.435547 Iteration 75Q: 3 clusters Score -264427.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -264434.468750 Penalty: 2556.435547 Iteration 76Q: 3 clusters Score -264434.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -264439.843750 Penalty: 2556.435547 Iteration 77Q: 3 clusters Score -264439.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -264445.812500 Penalty: 2556.435547 Iteration 78Q: 3 clusters Score -264445.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -264450.281250 Penalty: 2556.435547 Iteration 79Q: 3 clusters Score -264450.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -264454.031250 Penalty: 2556.435547 Iteration 80F: 3 clusters Score -264454 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -264455.500000 Penalty: 2556.435547 Iteration 81Q: 3 clusters Score -264455.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -264458.468750 Penalty: 2556.435547 Iteration 82Q: 3 clusters Score -264458.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -264462.750000 Penalty: 2556.435547 Iteration 83Q: 3 clusters Score -264462.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -264465.687500 Penalty: 2556.435547 Iteration 84Q: 3 clusters Score -264465.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -264469.062500 Penalty: 2556.435547 Iteration 85Q: 3 clusters Score -264469.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -264471.656250 Penalty: 2556.435547 Iteration 86Q: 3 clusters Score -264471.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -264475.718750 Penalty: 2556.435547 Iteration 87Q: 3 clusters Score -264475.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -264478.906250 Penalty: 2556.435547 Iteration 88Q: 3 clusters Score -264478.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -264481.406250 Penalty: 2556.435547 Iteration 89Q: 3 clusters Score -264481.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -264482.812500 Penalty: 2556.435547 Iteration 90Q: 3 clusters Score -264482.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -264484.937500 Penalty: 2556.435547 Iteration 91Q: 3 clusters Score -264484.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -264487.250000 Penalty: 2556.435547 Iteration 92Q: 3 clusters Score -264487.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -264490.531250 Penalty: 2556.435547 Iteration 93Q: 3 clusters Score -264490.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -264492.656250 Penalty: 2556.435547 Iteration 94Q: 3 clusters Score -264492.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -264493.937500 Penalty: 2556.435547 Iteration 95Q: 3 clusters Score -264493.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -264495.750000 Penalty: 2556.435547 Iteration 96Q: 3 clusters Score -264495.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -264497.062500 Penalty: 2556.435547 Iteration 97Q: 3 clusters Score -264497.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -264497.062500 Penalty: 2556.435547 Iteration 98F: 3 clusters Score -264497.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Entering Unmasked Estep Score: -61873.984375 Penalty: 1068.223022 Iteration 0F: 2 clusters Score -61873.98 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 347 members Entering Unmasked Estep Score: -60788.062500 Penalty: 2136.446045 Iteration 0F: 3 clusters Score -60788.06 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -61131.199219 Penalty: 2136.446045 Iteration 1F: 3 clusters Score -61131.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -61304.371094 Penalty: 2136.446045 Iteration 2F: 3 clusters Score -61304.37 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -61409.488281 Penalty: 2136.446045 Iteration 3F: 3 clusters Score -61409.49 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -61484.949219 Penalty: 2136.446045 Iteration 4Q: 3 clusters Score -61484.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -61520.753906 Penalty: 2136.446045 Iteration 5Q: 3 clusters Score -61520.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -61536.859375 Penalty: 2136.446045 Iteration 6Q: 3 clusters Score -61536.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -61544.539062 Penalty: 2136.446045 Iteration 7Q: 3 clusters Score -61544.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -61550.453125 Penalty: 2136.446045 Iteration 8Q: 3 clusters Score -61550.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -61555.332031 Penalty: 2136.446045 Iteration 9Q: 3 clusters Score -61555.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -61555.925781 Penalty: 2136.446045 Iteration 10Q: 3 clusters Score -61555.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -61555.925781 Penalty: 2136.446045 Iteration 11F: 3 clusters Score -61555.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Entering Unmasked Estep Score: -161815.546875 Penalty: 1204.868042 Iteration 0F: 2 clusters Score -161815.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -159919.062500 Penalty: 2409.736084 Iteration 0F: 3 clusters Score -159919.1 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -160368.125000 Penalty: 2409.736084 Iteration 1F: 3 clusters Score -160368.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -160579.156250 Penalty: 2409.736084 Iteration 2F: 3 clusters Score -160579.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -160782.875000 Penalty: 2409.736084 Iteration 3F: 3 clusters Score -160782.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -160884.562500 Penalty: 2409.736084 Iteration 4F: 3 clusters Score -160884.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -160968.921875 Penalty: 2409.736084 Iteration 5Q: 3 clusters Score -160968.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -161045.562500 Penalty: 2409.736084 Iteration 6Q: 3 clusters Score -161045.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -161104.468750 Penalty: 2409.736084 Iteration 7Q: 3 clusters Score -161104.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -161138.703125 Penalty: 2409.736084 Iteration 8Q: 3 clusters Score -161138.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -161156.375000 Penalty: 2409.736084 Iteration 9Q: 3 clusters Score -161156.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -161169.906250 Penalty: 2409.736084 Iteration 10Q: 3 clusters Score -161169.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -161177.734375 Penalty: 2409.736084 Iteration 11Q: 3 clusters Score -161177.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -161187.078125 Penalty: 2409.736084 Iteration 12Q: 3 clusters Score -161187.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -161189.750000 Penalty: 2409.736084 Iteration 13Q: 3 clusters Score -161189.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -161190.093750 Penalty: 2409.736084 Iteration 14Q: 3 clusters Score -161190.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -161190.218750 Penalty: 2409.736084 Iteration 15Q: 3 clusters Score -161190.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -161190.843750 Penalty: 2409.736084 Iteration 16Q: 3 clusters Score -161190.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -161191.375000 Penalty: 2409.736084 Iteration 17Q: 3 clusters Score -161191.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -161191.375000 Penalty: 2409.736084 Iteration 18F: 3 clusters Score -161191.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Entering Unmasked Estep Score: -92761.437500 Penalty: 1120.054199 Iteration 0F: 2 clusters Score -92761.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -91406.289062 Penalty: 2240.108398 Iteration 0F: 3 clusters Score -91406.29 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -91756.500000 Penalty: 2240.108398 Iteration 1F: 3 clusters Score -91756.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -91845.601562 Penalty: 2240.108398 Iteration 2F: 3 clusters Score -91845.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -91894.945312 Penalty: 2240.108398 Iteration 3Q: 3 clusters Score -91894.95 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -91931.570312 Penalty: 2240.108398 Iteration 4Q: 3 clusters Score -91931.57 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -91950.656250 Penalty: 2240.108398 Iteration 5Q: 3 clusters Score -91950.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -91963.625000 Penalty: 2240.108398 Iteration 6Q: 3 clusters Score -91963.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -91980.945312 Penalty: 2240.108398 Iteration 7Q: 3 clusters Score -91980.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -92006.250000 Penalty: 2240.108398 Iteration 8Q: 3 clusters Score -92006.25 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -92027.312500 Penalty: 2240.108398 Iteration 9Q: 3 clusters Score -92027.31 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -92045.640625 Penalty: 2240.108398 Iteration 10Q: 3 clusters Score -92045.64 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -92080.203125 Penalty: 2240.108398 Iteration 11Q: 3 clusters Score -92080.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -92120.523438 Penalty: 2240.108398 Iteration 12Q: 3 clusters Score -92120.52 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -92138.882812 Penalty: 2240.108398 Iteration 13Q: 3 clusters Score -92138.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -92157.781250 Penalty: 2240.108398 Iteration 14Q: 3 clusters Score -92157.78 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -92185.367188 Penalty: 2240.108398 Iteration 15Q: 3 clusters Score -92185.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -92226.804688 Penalty: 2240.108398 Iteration 16Q: 3 clusters Score -92226.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -92305.015625 Penalty: 2240.108398 Iteration 17Q: 3 clusters Score -92305.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -92358.218750 Penalty: 2240.108398 Iteration 18Q: 3 clusters Score -92358.22 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -92379.656250 Penalty: 2240.108398 Iteration 19Q: 3 clusters Score -92379.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -92397.742188 Penalty: 2240.108398 Iteration 20F: 3 clusters Score -92397.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -92402.671875 Penalty: 2240.108398 Iteration 21Q: 3 clusters Score -92402.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -92406.054688 Penalty: 2240.108398 Iteration 22Q: 3 clusters Score -92406.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -92410.664062 Penalty: 2240.108398 Iteration 23Q: 3 clusters Score -92410.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -92415.289062 Penalty: 2240.108398 Iteration 24Q: 3 clusters Score -92415.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -92420.750000 Penalty: 2240.108398 Iteration 25Q: 3 clusters Score -92420.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -92427.406250 Penalty: 2240.108398 Iteration 26Q: 3 clusters Score -92427.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -92434.226562 Penalty: 2240.108398 Iteration 27Q: 3 clusters Score -92434.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -92449.445312 Penalty: 2240.108398 Iteration 28Q: 3 clusters Score -92449.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -92471.000000 Penalty: 2240.108398 Iteration 29Q: 3 clusters Score -92471 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -92484.679688 Penalty: 2240.108398 Iteration 30Q: 3 clusters Score -92484.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -92488.226562 Penalty: 2240.108398 Iteration 31Q: 3 clusters Score -92488.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -92491.765625 Penalty: 2240.108398 Iteration 32Q: 3 clusters Score -92491.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -92493.937500 Penalty: 2240.108398 Iteration 33Q: 3 clusters Score -92493.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -92496.757812 Penalty: 2240.108398 Iteration 34Q: 3 clusters Score -92496.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -92500.265625 Penalty: 2240.108398 Iteration 35Q: 3 clusters Score -92500.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -92500.265625 Penalty: 2240.108398 Iteration 36F: 3 clusters Score -92500.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Entering Unmasked Estep Score: -227492.500000 Penalty: 1255.652832 Iteration 0F: 2 clusters Score -227492.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -225219.265625 Penalty: 2511.305664 Iteration 0F: 3 clusters Score -225219.3 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -225709.984375 Penalty: 2511.305664 Iteration 1F: 3 clusters Score -225710 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -225843.109375 Penalty: 2511.305664 Iteration 2F: 3 clusters Score -225843.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -225933.000000 Penalty: 2511.305664 Iteration 3F: 3 clusters Score -225933 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -225996.343750 Penalty: 2511.305664 Iteration 4Q: 3 clusters Score -225996.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -226053.375000 Penalty: 2511.305664 Iteration 5Q: 3 clusters Score -226053.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -226108.828125 Penalty: 2511.305664 Iteration 6Q: 3 clusters Score -226108.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -226162.500000 Penalty: 2511.305664 Iteration 7Q: 3 clusters Score -226162.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -226219.750000 Penalty: 2511.305664 Iteration 8Q: 3 clusters Score -226219.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -226268.171875 Penalty: 2511.305664 Iteration 9Q: 3 clusters Score -226268.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -226311.359375 Penalty: 2511.305664 Iteration 10Q: 3 clusters Score -226311.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -226356.671875 Penalty: 2511.305664 Iteration 11Q: 3 clusters Score -226356.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -226385.781250 Penalty: 2511.305664 Iteration 12Q: 3 clusters Score -226385.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -226431.953125 Penalty: 2511.305664 Iteration 13Q: 3 clusters Score -226432 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -226479.953125 Penalty: 2511.305664 Iteration 14Q: 3 clusters Score -226480 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -226526.015625 Penalty: 2511.305664 Iteration 15Q: 3 clusters Score -226526 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -226555.703125 Penalty: 2511.305664 Iteration 16Q: 3 clusters Score -226555.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -226581.546875 Penalty: 2511.305664 Iteration 17Q: 3 clusters Score -226581.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -226599.859375 Penalty: 2511.305664 Iteration 18Q: 3 clusters Score -226599.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -226610.375000 Penalty: 2511.305664 Iteration 19Q: 3 clusters Score -226610.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -226616.937500 Penalty: 2511.305664 Iteration 20F: 3 clusters Score -226616.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -226620.906250 Penalty: 2511.305664 Iteration 21Q: 3 clusters Score -226620.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -226625.812500 Penalty: 2511.305664 Iteration 22Q: 3 clusters Score -226625.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -226629.359375 Penalty: 2511.305664 Iteration 23Q: 3 clusters Score -226629.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -226635.093750 Penalty: 2511.305664 Iteration 24Q: 3 clusters Score -226635.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -226639.078125 Penalty: 2511.305664 Iteration 25Q: 3 clusters Score -226639.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -226642.890625 Penalty: 2511.305664 Iteration 26Q: 3 clusters Score -226642.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -226650.312500 Penalty: 2511.305664 Iteration 27Q: 3 clusters Score -226650.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -226652.968750 Penalty: 2511.305664 Iteration 28Q: 3 clusters Score -226653 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -226654.578125 Penalty: 2511.305664 Iteration 29Q: 3 clusters Score -226654.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -226656.062500 Penalty: 2511.305664 Iteration 30Q: 3 clusters Score -226656.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -226657.671875 Penalty: 2511.305664 Iteration 31Q: 3 clusters Score -226657.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -226660.953125 Penalty: 2511.305664 Iteration 32Q: 3 clusters Score -226661 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -226662.156250 Penalty: 2511.305664 Iteration 33Q: 3 clusters Score -226662.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -226662.062500 Penalty: 2511.305664 Iteration 34Q: 3 clusters Score -226662.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -226662.062500 Penalty: 2511.305664 Iteration 35F: 3 clusters Score -226662.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Entering Unmasked Estep Score: -221795.515625 Penalty: 1248.702637 Iteration 0F: 2 clusters Score -221795.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -219541.000000 Penalty: 2497.405273 Iteration 0F: 3 clusters Score -219541 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -220039.140625 Penalty: 2497.405273 Iteration 1F: 3 clusters Score -220039.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -220151.437500 Penalty: 2497.405273 Iteration 2F: 3 clusters Score -220151.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -220215.750000 Penalty: 2497.405273 Iteration 3Q: 3 clusters Score -220215.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -220258.062500 Penalty: 2497.405273 Iteration 4Q: 3 clusters Score -220258.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -220289.718750 Penalty: 2497.405273 Iteration 5Q: 3 clusters Score -220289.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -220309.250000 Penalty: 2497.405273 Iteration 6Q: 3 clusters Score -220309.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -220323.875000 Penalty: 2497.405273 Iteration 7Q: 3 clusters Score -220323.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -220335.968750 Penalty: 2497.405273 Iteration 8Q: 3 clusters Score -220336 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -220342.656250 Penalty: 2497.405273 Iteration 9Q: 3 clusters Score -220342.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -220350.453125 Penalty: 2497.405273 Iteration 10Q: 3 clusters Score -220350.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -220355.593750 Penalty: 2497.405273 Iteration 11Q: 3 clusters Score -220355.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -220358.343750 Penalty: 2497.405273 Iteration 12Q: 3 clusters Score -220358.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -220362.734375 Penalty: 2497.405273 Iteration 13Q: 3 clusters Score -220362.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -220370.859375 Penalty: 2497.405273 Iteration 14Q: 3 clusters Score -220370.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -220378.609375 Penalty: 2497.405273 Iteration 15Q: 3 clusters Score -220378.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -220384.906250 Penalty: 2497.405273 Iteration 16Q: 3 clusters Score -220384.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -220388.296875 Penalty: 2497.405273 Iteration 17Q: 3 clusters Score -220388.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -220390.906250 Penalty: 2497.405273 Iteration 18Q: 3 clusters Score -220390.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -220391.718750 Penalty: 2497.405273 Iteration 19Q: 3 clusters Score -220391.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -220392.765625 Penalty: 2497.405273 Iteration 20F: 3 clusters Score -220392.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -220394.359375 Penalty: 2497.405273 Iteration 21Q: 3 clusters Score -220394.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -220395.812500 Penalty: 2497.405273 Iteration 22Q: 3 clusters Score -220395.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -220398.921875 Penalty: 2497.405273 Iteration 23Q: 3 clusters Score -220398.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -220402.234375 Penalty: 2497.405273 Iteration 24Q: 3 clusters Score -220402.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -220403.609375 Penalty: 2497.405273 Iteration 25Q: 3 clusters Score -220403.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -220405.203125 Penalty: 2497.405273 Iteration 26Q: 3 clusters Score -220405.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -220406.531250 Penalty: 2497.405273 Iteration 27Q: 3 clusters Score -220406.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -220406.703125 Penalty: 2497.405273 Iteration 28Q: 3 clusters Score -220406.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -220407.375000 Penalty: 2497.405273 Iteration 29Q: 3 clusters Score -220407.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -220407.796875 Penalty: 2497.405273 Iteration 30Q: 3 clusters Score -220407.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -220408.359375 Penalty: 2497.405273 Iteration 31Q: 3 clusters Score -220408.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -220409.984375 Penalty: 2497.405273 Iteration 32Q: 3 clusters Score -220410 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -220411.359375 Penalty: 2497.405273 Iteration 33Q: 3 clusters Score -220411.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -220414.703125 Penalty: 2497.405273 Iteration 34Q: 3 clusters Score -220414.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -220417.078125 Penalty: 2497.405273 Iteration 35Q: 3 clusters Score -220417.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -220418.890625 Penalty: 2497.405273 Iteration 36Q: 3 clusters Score -220418.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -220419.437500 Penalty: 2497.405273 Iteration 37Q: 3 clusters Score -220419.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -220420.093750 Penalty: 2497.405273 Iteration 38Q: 3 clusters Score -220420.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -220420.093750 Penalty: 2497.405273 Iteration 39Q: 3 clusters Score -220420.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -220421.484375 Penalty: 2497.405273 Iteration 40F: 3 clusters Score -220421.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -220422.140625 Penalty: 2497.405273 Iteration 41Q: 3 clusters Score -220422.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -220422.562500 Penalty: 2497.405273 Iteration 42Q: 3 clusters Score -220422.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -220423.375000 Penalty: 2497.405273 Iteration 43Q: 3 clusters Score -220423.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -220423.375000 Penalty: 2497.405273 Iteration 44F: 3 clusters Score -220423.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (17739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17739 members Entering Unmasked Estep Score: -1699545.500000 Penalty: 1589.822144 Iteration 0F: 2 clusters Score -1699546 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8803 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -1687237.125000 Penalty: 3179.644287 Iteration 0F: 3 clusters Score -1687237 nChanged 8011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -1691676.750000 Penalty: 3179.644287 Iteration 1F: 3 clusters Score -1691677 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -1692019.500000 Penalty: 3179.644287 Iteration 2F: 3 clusters Score -1692020 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -1692415.125000 Penalty: 3179.644287 Iteration 3Q: 3 clusters Score -1692415 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 11457 members Entering Unmasked Estep Score: -1692894.000000 Penalty: 3179.644287 Iteration 4F: 3 clusters Score -1692894 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 12370 members Entering Unmasked Estep Score: -1693477.750000 Penalty: 3179.644287 Iteration 5F: 3 clusters Score -1693478 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 13440 members Entering Unmasked Estep Score: -1694277.250000 Penalty: 3179.644287 Iteration 6F: 3 clusters Score -1694277 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 14674 members Entering Unmasked Estep Score: -1695348.000000 Penalty: 3179.644287 Iteration 7F: 3 clusters Score -1695348 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 15847 members Entering Unmasked Estep Score: -1696489.250000 Penalty: 3179.644287 Iteration 8F: 3 clusters Score -1696489 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 16688 members Entering Unmasked Estep Score: -1697312.625000 Penalty: 3179.644287 Iteration 9Q: 3 clusters Score -1697313 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 17140 members Entering Unmasked Estep Score: -1697785.000000 Penalty: 3179.644287 Iteration 10Q: 3 clusters Score -1697785 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 17339 members Entering Unmasked Estep Score: -1697986.875000 Penalty: 3179.644287 Iteration 11Q: 3 clusters Score -1697987 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 17426 members Entering Unmasked Estep Score: -1698090.250000 Penalty: 3179.644287 Iteration 12Q: 3 clusters Score -1698090 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 17466 members Entering Unmasked Estep Score: -1698129.750000 Penalty: 3179.644287 Iteration 13Q: 3 clusters Score -1698130 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 17483 members Entering Unmasked Estep Score: -1698160.125000 Penalty: 3179.644287 Iteration 14Q: 3 clusters Score -1698160 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 17502 members Entering Unmasked Estep Score: -1698192.750000 Penalty: 3179.644287 Iteration 15Q: 3 clusters Score -1698193 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 17510 members Entering Unmasked Estep Score: -1698213.000000 Penalty: 3179.644287 Iteration 16Q: 3 clusters Score -1698213 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 17513 members Entering Unmasked Estep Score: -1698218.000000 Penalty: 3179.644287 Iteration 17Q: 3 clusters Score -1698218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 17517 members Entering Unmasked Estep Score: -1698225.000000 Penalty: 3179.644287 Iteration 18Q: 3 clusters Score -1698225 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 17517 members Entering Unmasked Estep Score: -1698226.875000 Penalty: 3179.644287 Iteration 19Q: 3 clusters Score -1698227 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 17521 members Entering Unmasked Estep Score: -1698232.000000 Penalty: 3179.644287 Iteration 20F: 3 clusters Score -1698232 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 17520 members Entering Unmasked Estep Score: -1698235.125000 Penalty: 3179.644287 Iteration 21Q: 3 clusters Score -1698235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 17520 members Entering Unmasked Estep Score: -1698236.750000 Penalty: 3179.644287 Iteration 22Q: 3 clusters Score -1698237 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 17519 members Entering Unmasked Estep Score: -1698240.250000 Penalty: 3179.644287 Iteration 23Q: 3 clusters Score -1698240 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 17519 members Entering Unmasked Estep Score: -1698240.250000 Penalty: 3179.644287 Iteration 24F: 3 clusters Score -1698240 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Entering Unmasked Estep Score: -361446.281250 Penalty: 1338.890991 Iteration 0F: 2 clusters Score -361446.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -358249.750000 Penalty: 2677.781982 Iteration 0F: 3 clusters Score -358249.8 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -359164.093750 Penalty: 2677.781982 Iteration 1F: 3 clusters Score -359164.1 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -359608.468750 Penalty: 2677.781982 Iteration 2F: 3 clusters Score -359608.5 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -360036.406250 Penalty: 2677.781982 Iteration 3F: 3 clusters Score -360036.4 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -360373.937500 Penalty: 2677.781982 Iteration 4F: 3 clusters Score -360373.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -360575.218750 Penalty: 2677.781982 Iteration 5F: 3 clusters Score -360575.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -360705.718750 Penalty: 2677.781982 Iteration 6Q: 3 clusters Score -360705.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -360802.593750 Penalty: 2677.781982 Iteration 7Q: 3 clusters Score -360802.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -360860.250000 Penalty: 2677.781982 Iteration 8Q: 3 clusters Score -360860.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -360903.468750 Penalty: 2677.781982 Iteration 9Q: 3 clusters Score -360903.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -360928.281250 Penalty: 2677.781982 Iteration 10Q: 3 clusters Score -360928.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -360944.500000 Penalty: 2677.781982 Iteration 11Q: 3 clusters Score -360944.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -360958.750000 Penalty: 2677.781982 Iteration 12Q: 3 clusters Score -360958.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -360964.500000 Penalty: 2677.781982 Iteration 13Q: 3 clusters Score -360964.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -360967.687500 Penalty: 2677.781982 Iteration 14Q: 3 clusters Score -360967.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -360968.687500 Penalty: 2677.781982 Iteration 15Q: 3 clusters Score -360968.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -360969.437500 Penalty: 2677.781982 Iteration 16Q: 3 clusters Score -360969.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -360969.437500 Penalty: 2677.781982 Iteration 17F: 3 clusters Score -360969.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Entering Unmasked Estep Score: -100802.679688 Penalty: 1129.818481 Iteration 0F: 2 clusters Score -100802.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -99328.421875 Penalty: 2259.636963 Iteration 0F: 3 clusters Score -99328.42 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -99592.546875 Penalty: 2259.636963 Iteration 1F: 3 clusters Score -99592.55 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -99661.992188 Penalty: 2259.636963 Iteration 2F: 3 clusters Score -99661.99 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -99697.164062 Penalty: 2259.636963 Iteration 3Q: 3 clusters Score -99697.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -99716.007812 Penalty: 2259.636963 Iteration 4Q: 3 clusters Score -99716.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -99730.937500 Penalty: 2259.636963 Iteration 5Q: 3 clusters Score -99730.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -99742.328125 Penalty: 2259.636963 Iteration 6Q: 3 clusters Score -99742.33 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -99749.140625 Penalty: 2259.636963 Iteration 7Q: 3 clusters Score -99749.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -99756.289062 Penalty: 2259.636963 Iteration 8Q: 3 clusters Score -99756.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -99764.132812 Penalty: 2259.636963 Iteration 9Q: 3 clusters Score -99764.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -99768.960938 Penalty: 2259.636963 Iteration 10Q: 3 clusters Score -99768.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -99773.273438 Penalty: 2259.636963 Iteration 11Q: 3 clusters Score -99773.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -99782.140625 Penalty: 2259.636963 Iteration 12Q: 3 clusters Score -99782.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -99785.875000 Penalty: 2259.636963 Iteration 13Q: 3 clusters Score -99785.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -99786.351562 Penalty: 2259.636963 Iteration 14Q: 3 clusters Score -99786.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -99787.218750 Penalty: 2259.636963 Iteration 15Q: 3 clusters Score -99787.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -99791.023438 Penalty: 2259.636963 Iteration 16Q: 3 clusters Score -99791.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -99793.101562 Penalty: 2259.636963 Iteration 17Q: 3 clusters Score -99793.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -99799.398438 Penalty: 2259.636963 Iteration 18Q: 3 clusters Score -99799.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -99804.429688 Penalty: 2259.636963 Iteration 19Q: 3 clusters Score -99804.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -99807.125000 Penalty: 2259.636963 Iteration 20F: 3 clusters Score -99807.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -99807.507812 Penalty: 2259.636963 Iteration 21Q: 3 clusters Score -99807.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -99807.507812 Penalty: 2259.636963 Iteration 22F: 3 clusters Score -99807.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Entering Unmasked Estep Score: -347694.312500 Penalty: 1329.211182 Iteration 0F: 2 clusters Score -347694.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -344626.250000 Penalty: 2658.422363 Iteration 0F: 3 clusters Score -344626.2 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -345417.250000 Penalty: 2658.422363 Iteration 1F: 3 clusters Score -345417.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -345561.468750 Penalty: 2658.422363 Iteration 2F: 3 clusters Score -345561.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -345654.375000 Penalty: 2658.422363 Iteration 3Q: 3 clusters Score -345654.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -345750.500000 Penalty: 2658.422363 Iteration 4Q: 3 clusters Score -345750.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -345829.187500 Penalty: 2658.422363 Iteration 5Q: 3 clusters Score -345829.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -345890.125000 Penalty: 2658.422363 Iteration 6Q: 3 clusters Score -345890.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -345955.000000 Penalty: 2658.422363 Iteration 7Q: 3 clusters Score -345955 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -346013.937500 Penalty: 2658.422363 Iteration 8Q: 3 clusters Score -346013.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -346059.937500 Penalty: 2658.422363 Iteration 9Q: 3 clusters Score -346059.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -346112.625000 Penalty: 2658.422363 Iteration 10Q: 3 clusters Score -346112.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -346172.687500 Penalty: 2658.422363 Iteration 11Q: 3 clusters Score -346172.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -346232.687500 Penalty: 2658.422363 Iteration 12Q: 3 clusters Score -346232.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -346292.687500 Penalty: 2658.422363 Iteration 13Q: 3 clusters Score -346292.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -346347.250000 Penalty: 2658.422363 Iteration 14Q: 3 clusters Score -346347.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -346399.218750 Penalty: 2658.422363 Iteration 15Q: 3 clusters Score -346399.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -346451.343750 Penalty: 2658.422363 Iteration 16Q: 3 clusters Score -346451.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -346494.281250 Penalty: 2658.422363 Iteration 17Q: 3 clusters Score -346494.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -346522.812500 Penalty: 2658.422363 Iteration 18Q: 3 clusters Score -346522.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -346554.968750 Penalty: 2658.422363 Iteration 19Q: 3 clusters Score -346555 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -346570.937500 Penalty: 2658.422363 Iteration 20F: 3 clusters Score -346570.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -346584.062500 Penalty: 2658.422363 Iteration 21Q: 3 clusters Score -346584.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -346591.781250 Penalty: 2658.422363 Iteration 22Q: 3 clusters Score -346591.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -346596.250000 Penalty: 2658.422363 Iteration 23Q: 3 clusters Score -346596.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -346600.156250 Penalty: 2658.422363 Iteration 24Q: 3 clusters Score -346600.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -346605.468750 Penalty: 2658.422363 Iteration 25Q: 3 clusters Score -346605.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -346611.343750 Penalty: 2658.422363 Iteration 26Q: 3 clusters Score -346611.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -346617.906250 Penalty: 2658.422363 Iteration 27Q: 3 clusters Score -346617.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -346621.750000 Penalty: 2658.422363 Iteration 28Q: 3 clusters Score -346621.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -346625.812500 Penalty: 2658.422363 Iteration 29Q: 3 clusters Score -346625.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -346632.625000 Penalty: 2658.422363 Iteration 30Q: 3 clusters Score -346632.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -346639.906250 Penalty: 2658.422363 Iteration 31Q: 3 clusters Score -346639.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -346644.125000 Penalty: 2658.422363 Iteration 32Q: 3 clusters Score -346644.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -346645.125000 Penalty: 2658.422363 Iteration 33Q: 3 clusters Score -346645.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -346652.281250 Penalty: 2658.422363 Iteration 34Q: 3 clusters Score -346652.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -346656.000000 Penalty: 2658.422363 Iteration 35Q: 3 clusters Score -346656 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -346664.468750 Penalty: 2658.422363 Iteration 36Q: 3 clusters Score -346664.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -346668.968750 Penalty: 2658.422363 Iteration 37Q: 3 clusters Score -346669 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -346672.875000 Penalty: 2658.422363 Iteration 38Q: 3 clusters Score -346672.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -346675.406250 Penalty: 2658.422363 Iteration 39Q: 3 clusters Score -346675.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -346678.187500 Penalty: 2658.422363 Iteration 40F: 3 clusters Score -346678.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -346679.812500 Penalty: 2658.422363 Iteration 41Q: 3 clusters Score -346679.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -346682.718750 Penalty: 2658.422363 Iteration 42Q: 3 clusters Score -346682.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -346684.468750 Penalty: 2658.422363 Iteration 43Q: 3 clusters Score -346684.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -346685.062500 Penalty: 2658.422363 Iteration 44Q: 3 clusters Score -346685.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -346685.062500 Penalty: 2658.422363 Iteration 45F: 3 clusters Score -346685.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Entering Unmasked Estep Score: -58996.398438 Penalty: 1053.256226 Iteration 0F: 2 clusters Score -58996.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -57866.089844 Penalty: 2106.512451 Iteration 0F: 3 clusters Score -57866.09 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -58101.328125 Penalty: 2106.512451 Iteration 1F: 3 clusters Score -58101.33 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -58194.199219 Penalty: 2106.512451 Iteration 2F: 3 clusters Score -58194.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -58237.207031 Penalty: 2106.512451 Iteration 3Q: 3 clusters Score -58237.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -58258.179688 Penalty: 2106.512451 Iteration 4Q: 3 clusters Score -58258.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -58273.687500 Penalty: 2106.512451 Iteration 5Q: 3 clusters Score -58273.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -58284.472656 Penalty: 2106.512451 Iteration 6Q: 3 clusters Score -58284.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -58291.554688 Penalty: 2106.512451 Iteration 7Q: 3 clusters Score -58291.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -58296.019531 Penalty: 2106.512451 Iteration 8Q: 3 clusters Score -58296.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -58297.496094 Penalty: 2106.512451 Iteration 9Q: 3 clusters Score -58297.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -58298.152344 Penalty: 2106.512451 Iteration 10Q: 3 clusters Score -58298.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -58298.152344 Penalty: 2106.512451 Iteration 11F: 3 clusters Score -58298.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2958 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Entering Unmasked Estep Score: -271633.093750 Penalty: 1298.743652 Iteration 0F: 2 clusters Score -271633.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -269035.312500 Penalty: 2597.487305 Iteration 0F: 3 clusters Score -269035.3 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -269989.781250 Penalty: 2597.487305 Iteration 1F: 3 clusters Score -269989.8 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -270354.500000 Penalty: 2597.487305 Iteration 2F: 3 clusters Score -270354.5 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -270630.031250 Penalty: 2597.487305 Iteration 3F: 3 clusters Score -270630 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -270851.718750 Penalty: 2597.487305 Iteration 4F: 3 clusters Score -270851.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -270979.656250 Penalty: 2597.487305 Iteration 5Q: 3 clusters Score -270979.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -271029.656250 Penalty: 2597.487305 Iteration 6Q: 3 clusters Score -271029.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -271054.531250 Penalty: 2597.487305 Iteration 7Q: 3 clusters Score -271054.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -271068.687500 Penalty: 2597.487305 Iteration 8Q: 3 clusters Score -271068.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -271077.031250 Penalty: 2597.487305 Iteration 9Q: 3 clusters Score -271077 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -271088.312500 Penalty: 2597.487305 Iteration 10Q: 3 clusters Score -271088.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -271098.531250 Penalty: 2597.487305 Iteration 11Q: 3 clusters Score -271098.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -271105.968750 Penalty: 2597.487305 Iteration 12Q: 3 clusters Score -271106 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -271109.468750 Penalty: 2597.487305 Iteration 13Q: 3 clusters Score -271109.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -271114.031250 Penalty: 2597.487305 Iteration 14Q: 3 clusters Score -271114 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -271115.187500 Penalty: 2597.487305 Iteration 15Q: 3 clusters Score -271115.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -271116.593750 Penalty: 2597.487305 Iteration 16Q: 3 clusters Score -271116.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -271116.968750 Penalty: 2597.487305 Iteration 17Q: 3 clusters Score -271117 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -271117.500000 Penalty: 2597.487305 Iteration 18Q: 3 clusters Score -271117.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -271118.093750 Penalty: 2597.487305 Iteration 19Q: 3 clusters Score -271118.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -271118.000000 Penalty: 2597.487305 Iteration 20F: 3 clusters Score -271118 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -271118.156250 Penalty: 2597.487305 Iteration 21Q: 3 clusters Score -271118.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -271118.156250 Penalty: 2597.487305 Iteration 22F: 3 clusters Score -271118.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Entering Unmasked Estep Score: -560772.187500 Penalty: 1400.533203 Iteration 0F: 2 clusters Score -560772.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -556406.750000 Penalty: 2801.066406 Iteration 0F: 3 clusters Score -556406.8 nChanged 2199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -557536.937500 Penalty: 2801.066406 Iteration 1F: 3 clusters Score -557536.9 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -557697.500000 Penalty: 2801.066406 Iteration 2F: 3 clusters Score -557697.5 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -557797.187500 Penalty: 2801.066406 Iteration 3Q: 3 clusters Score -557797.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -557884.812500 Penalty: 2801.066406 Iteration 4Q: 3 clusters Score -557884.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -557960.562500 Penalty: 2801.066406 Iteration 5Q: 3 clusters Score -557960.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -558022.250000 Penalty: 2801.066406 Iteration 6Q: 3 clusters Score -558022.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -558075.875000 Penalty: 2801.066406 Iteration 7Q: 3 clusters Score -558075.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -558130.375000 Penalty: 2801.066406 Iteration 8Q: 3 clusters Score -558130.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -558179.687500 Penalty: 2801.066406 Iteration 9Q: 3 clusters Score -558179.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -558248.125000 Penalty: 2801.066406 Iteration 10Q: 3 clusters Score -558248.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -558331.625000 Penalty: 2801.066406 Iteration 11Q: 3 clusters Score -558331.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -558414.937500 Penalty: 2801.066406 Iteration 12Q: 3 clusters Score -558414.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -558477.687500 Penalty: 2801.066406 Iteration 13Q: 3 clusters Score -558477.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -558535.125000 Penalty: 2801.066406 Iteration 14Q: 3 clusters Score -558535.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -558603.000000 Penalty: 2801.066406 Iteration 15Q: 3 clusters Score -558603 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -558675.875000 Penalty: 2801.066406 Iteration 16Q: 3 clusters Score -558675.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -558738.875000 Penalty: 2801.066406 Iteration 17Q: 3 clusters Score -558738.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -558805.750000 Penalty: 2801.066406 Iteration 18Q: 3 clusters Score -558805.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -558871.250000 Penalty: 2801.066406 Iteration 19Q: 3 clusters Score -558871.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -558932.312500 Penalty: 2801.066406 Iteration 20F: 3 clusters Score -558932.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -558986.687500 Penalty: 2801.066406 Iteration 21Q: 3 clusters Score -558986.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -559026.312500 Penalty: 2801.066406 Iteration 22Q: 3 clusters Score -559026.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -559050.187500 Penalty: 2801.066406 Iteration 23Q: 3 clusters Score -559050.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -559072.875000 Penalty: 2801.066406 Iteration 24Q: 3 clusters Score -559072.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -559097.625000 Penalty: 2801.066406 Iteration 25Q: 3 clusters Score -559097.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -559119.937500 Penalty: 2801.066406 Iteration 26Q: 3 clusters Score -559119.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -559141.375000 Penalty: 2801.066406 Iteration 27Q: 3 clusters Score -559141.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -559164.125000 Penalty: 2801.066406 Iteration 28Q: 3 clusters Score -559164.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -559180.250000 Penalty: 2801.066406 Iteration 29Q: 3 clusters Score -559180.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -559192.312500 Penalty: 2801.066406 Iteration 30Q: 3 clusters Score -559192.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -559199.375000 Penalty: 2801.066406 Iteration 31Q: 3 clusters Score -559199.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -559208.312500 Penalty: 2801.066406 Iteration 32Q: 3 clusters Score -559208.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -559218.125000 Penalty: 2801.066406 Iteration 33Q: 3 clusters Score -559218.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -559230.437500 Penalty: 2801.066406 Iteration 34Q: 3 clusters Score -559230.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -559243.625000 Penalty: 2801.066406 Iteration 35Q: 3 clusters Score -559243.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -559252.500000 Penalty: 2801.066406 Iteration 36Q: 3 clusters Score -559252.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -559263.250000 Penalty: 2801.066406 Iteration 37Q: 3 clusters Score -559263.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -559277.187500 Penalty: 2801.066406 Iteration 38Q: 3 clusters Score -559277.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -559286.875000 Penalty: 2801.066406 Iteration 39Q: 3 clusters Score -559286.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -559296.312500 Penalty: 2801.066406 Iteration 40F: 3 clusters Score -559296.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -559302.000000 Penalty: 2801.066406 Iteration 41Q: 3 clusters Score -559302 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -559308.187500 Penalty: 2801.066406 Iteration 42Q: 3 clusters Score -559308.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -559311.500000 Penalty: 2801.066406 Iteration 43Q: 3 clusters Score -559311.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -559317.375000 Penalty: 2801.066406 Iteration 44Q: 3 clusters Score -559317.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -559319.687500 Penalty: 2801.066406 Iteration 45Q: 3 clusters Score -559319.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -559321.750000 Penalty: 2801.066406 Iteration 46Q: 3 clusters Score -559321.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -559322.812500 Penalty: 2801.066406 Iteration 47Q: 3 clusters Score -559322.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -559322.562500 Penalty: 2801.066406 Iteration 48Q: 3 clusters Score -559322.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -559324.062500 Penalty: 2801.066406 Iteration 49Q: 3 clusters Score -559324.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -559322.812500 Penalty: 2801.066406 Iteration 50Q: 3 clusters Score -559322.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -559325.187500 Penalty: 2801.066406 Iteration 51Q: 3 clusters Score -559325.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -559326.625000 Penalty: 2801.066406 Iteration 52Q: 3 clusters Score -559326.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -559327.625000 Penalty: 2801.066406 Iteration 53Q: 3 clusters Score -559327.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -559329.375000 Penalty: 2801.066406 Iteration 54Q: 3 clusters Score -559329.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -559329.937500 Penalty: 2801.066406 Iteration 55Q: 3 clusters Score -559329.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -559331.125000 Penalty: 2801.066406 Iteration 56Q: 3 clusters Score -559331.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -559331.187500 Penalty: 2801.066406 Iteration 57Q: 3 clusters Score -559331.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -559332.187500 Penalty: 2801.066406 Iteration 58Q: 3 clusters Score -559332.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -559332.625000 Penalty: 2801.066406 Iteration 59Q: 3 clusters Score -559332.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -559333.437500 Penalty: 2801.066406 Iteration 60F: 3 clusters Score -559333.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -559334.000000 Penalty: 2801.066406 Iteration 61Q: 3 clusters Score -559334 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -559334.687500 Penalty: 2801.066406 Iteration 62Q: 3 clusters Score -559334.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -559334.687500 Penalty: 2801.066406 Iteration 63F: 3 clusters Score -559334.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (29157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29157 members Entering Unmasked Estep Score: -2879317.250000 Penalty: 1670.573120 Iteration 0F: 2 clusters Score -2879317 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14562 members Mstep: Class 2 contains 14595 members Entering Unmasked Estep Score: -2859656.250000 Penalty: 3341.146240 Iteration 0F: 3 clusters Score -2859656 nChanged 13478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14442 members Mstep: Class 2 contains 14715 members Entering Unmasked Estep Score: -2867121.000000 Penalty: 3341.146240 Iteration 1F: 3 clusters Score -2867121 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14336 members Mstep: Class 2 contains 14821 members Entering Unmasked Estep Score: -2867560.500000 Penalty: 3341.146240 Iteration 2Q: 3 clusters Score -2867560 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14184 members Mstep: Class 2 contains 14973 members Entering Unmasked Estep Score: -2868005.750000 Penalty: 3341.146240 Iteration 3Q: 3 clusters Score -2868006 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14039 members Mstep: Class 2 contains 15118 members Entering Unmasked Estep Score: -2868404.000000 Penalty: 3341.146240 Iteration 4Q: 3 clusters Score -2868404 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13857 members Mstep: Class 2 contains 15300 members Entering Unmasked Estep Score: -2868778.250000 Penalty: 3341.146240 Iteration 5Q: 3 clusters Score -2868778 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13612 members Mstep: Class 2 contains 15545 members Entering Unmasked Estep Score: -2869138.250000 Penalty: 3341.146240 Iteration 6Q: 3 clusters Score -2869138 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13324 members Mstep: Class 2 contains 15833 members Entering Unmasked Estep Score: -2869544.750000 Penalty: 3341.146240 Iteration 7Q: 3 clusters Score -2869545 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12968 members Mstep: Class 2 contains 16189 members Entering Unmasked Estep Score: -2869976.250000 Penalty: 3341.146240 Iteration 8Q: 3 clusters Score -2869976 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12589 members Mstep: Class 2 contains 16568 members Entering Unmasked Estep Score: -2870545.000000 Penalty: 3341.146240 Iteration 9Q: 3 clusters Score -2870545 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12151 members Mstep: Class 2 contains 17006 members Entering Unmasked Estep Score: -2871256.000000 Penalty: 3341.146240 Iteration 10Q: 3 clusters Score -2871256 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11632 members Mstep: Class 2 contains 17525 members Entering Unmasked Estep Score: -2872109.750000 Penalty: 3341.146240 Iteration 11Q: 3 clusters Score -2872110 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11103 members Mstep: Class 2 contains 18054 members Entering Unmasked Estep Score: -2872979.000000 Penalty: 3341.146240 Iteration 12Q: 3 clusters Score -2872979 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10632 members Mstep: Class 2 contains 18525 members Entering Unmasked Estep Score: -2873609.750000 Penalty: 3341.146240 Iteration 13Q: 3 clusters Score -2873610 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10225 members Mstep: Class 2 contains 18932 members Entering Unmasked Estep Score: -2873956.750000 Penalty: 3341.146240 Iteration 14Q: 3 clusters Score -2873957 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9868 members Mstep: Class 2 contains 19289 members Entering Unmasked Estep Score: -2874144.500000 Penalty: 3341.146240 Iteration 15Q: 3 clusters Score -2874144 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9515 members Mstep: Class 2 contains 19642 members Entering Unmasked Estep Score: -2874277.000000 Penalty: 3341.146240 Iteration 16Q: 3 clusters Score -2874277 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9112 members Mstep: Class 2 contains 20045 members Entering Unmasked Estep Score: -2874418.250000 Penalty: 3341.146240 Iteration 17Q: 3 clusters Score -2874418 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 20467 members Entering Unmasked Estep Score: -2874568.750000 Penalty: 3341.146240 Iteration 18Q: 3 clusters Score -2874569 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 20895 members Entering Unmasked Estep Score: -2874722.500000 Penalty: 3341.146240 Iteration 19Q: 3 clusters Score -2874722 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7818 members Mstep: Class 2 contains 21339 members Entering Unmasked Estep Score: -2874892.000000 Penalty: 3341.146240 Iteration 20F: 3 clusters Score -2874892 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 21802 members Entering Unmasked Estep Score: -2875085.750000 Penalty: 3341.146240 Iteration 21Q: 3 clusters Score -2875086 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 22276 members Entering Unmasked Estep Score: -2875295.750000 Penalty: 3341.146240 Iteration 22Q: 3 clusters Score -2875296 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 22740 members Entering Unmasked Estep Score: -2875501.750000 Penalty: 3341.146240 Iteration 23Q: 3 clusters Score -2875502 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 23217 members Entering Unmasked Estep Score: -2875698.750000 Penalty: 3341.146240 Iteration 24Q: 3 clusters Score -2875699 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 23660 members Entering Unmasked Estep Score: -2875903.750000 Penalty: 3341.146240 Iteration 25Q: 3 clusters Score -2875904 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 24127 members Entering Unmasked Estep Score: -2876132.250000 Penalty: 3341.146240 Iteration 26Q: 3 clusters Score -2876132 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 24592 members Entering Unmasked Estep Score: -2876363.250000 Penalty: 3341.146240 Iteration 27Q: 3 clusters Score -2876363 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 25027 members Entering Unmasked Estep Score: -2876560.250000 Penalty: 3341.146240 Iteration 28Q: 3 clusters Score -2876560 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 25423 members Entering Unmasked Estep Score: -2876768.500000 Penalty: 3341.146240 Iteration 29Q: 3 clusters Score -2876768 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 25806 members Entering Unmasked Estep Score: -2876973.500000 Penalty: 3341.146240 Iteration 30Q: 3 clusters Score -2876974 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 26163 members Entering Unmasked Estep Score: -2877147.250000 Penalty: 3341.146240 Iteration 31Q: 3 clusters Score -2877147 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 26465 members Entering Unmasked Estep Score: -2877296.500000 Penalty: 3341.146240 Iteration 32Q: 3 clusters Score -2877296 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 26721 members Entering Unmasked Estep Score: -2877418.250000 Penalty: 3341.146240 Iteration 33Q: 3 clusters Score -2877418 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 26936 members Entering Unmasked Estep Score: -2877545.000000 Penalty: 3341.146240 Iteration 34Q: 3 clusters Score -2877545 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 27136 members Entering Unmasked Estep Score: -2877673.000000 Penalty: 3341.146240 Iteration 35Q: 3 clusters Score -2877673 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 27302 members Entering Unmasked Estep Score: -2877788.250000 Penalty: 3341.146240 Iteration 36Q: 3 clusters Score -2877788 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 27454 members Entering Unmasked Estep Score: -2877887.750000 Penalty: 3341.146240 Iteration 37Q: 3 clusters Score -2877888 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 27575 members Entering Unmasked Estep Score: -2877974.750000 Penalty: 3341.146240 Iteration 38Q: 3 clusters Score -2877975 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 27671 members Entering Unmasked Estep Score: -2878034.250000 Penalty: 3341.146240 Iteration 39Q: 3 clusters Score -2878034 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 27754 members Entering Unmasked Estep Score: -2878079.000000 Penalty: 3341.146240 Iteration 40F: 3 clusters Score -2878079 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 27821 members Entering Unmasked Estep Score: -2878109.250000 Penalty: 3341.146240 Iteration 41Q: 3 clusters Score -2878109 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 27858 members Entering Unmasked Estep Score: -2878132.250000 Penalty: 3341.146240 Iteration 42Q: 3 clusters Score -2878132 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 27888 members Entering Unmasked Estep Score: -2878142.250000 Penalty: 3341.146240 Iteration 43Q: 3 clusters Score -2878142 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 27914 members Entering Unmasked Estep Score: -2878149.000000 Penalty: 3341.146240 Iteration 44Q: 3 clusters Score -2878149 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 27934 members Entering Unmasked Estep Score: -2878154.500000 Penalty: 3341.146240 Iteration 45Q: 3 clusters Score -2878154 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 27947 members Entering Unmasked Estep Score: -2878157.250000 Penalty: 3341.146240 Iteration 46Q: 3 clusters Score -2878157 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 27957 members Entering Unmasked Estep Score: -2878163.250000 Penalty: 3341.146240 Iteration 47Q: 3 clusters Score -2878163 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 27971 members Entering Unmasked Estep Score: -2878169.750000 Penalty: 3341.146240 Iteration 48Q: 3 clusters Score -2878170 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 27976 members Entering Unmasked Estep Score: -2878167.500000 Penalty: 3341.146240 Iteration 49Q: 3 clusters Score -2878168 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 27981 members Entering Unmasked Estep Score: -2878173.750000 Penalty: 3341.146240 Iteration 50Q: 3 clusters Score -2878174 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 27990 members Entering Unmasked Estep Score: -2878173.750000 Penalty: 3341.146240 Iteration 51Q: 3 clusters Score -2878174 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 28000 members Entering Unmasked Estep Score: -2878175.750000 Penalty: 3341.146240 Iteration 52Q: 3 clusters Score -2878176 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 28010 members Entering Unmasked Estep Score: -2878173.000000 Penalty: 3341.146240 Iteration 53Q: 3 clusters Score -2878173 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 28022 members Entering Unmasked Estep Score: -2878180.250000 Penalty: 3341.146240 Iteration 54Q: 3 clusters Score -2878180 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 28025 members Entering Unmasked Estep Score: -2878176.750000 Penalty: 3341.146240 Iteration 55Q: 3 clusters Score -2878177 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 28029 members Entering Unmasked Estep Score: -2878178.250000 Penalty: 3341.146240 Iteration 56Q: 3 clusters Score -2878178 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 28030 members Entering Unmasked Estep Score: -2878179.250000 Penalty: 3341.146240 Iteration 57Q: 3 clusters Score -2878179 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 28030 members Entering Unmasked Estep Score: -2878179.250000 Penalty: 3341.146240 Iteration 58F: 3 clusters Score -2878179 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (2689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Entering Unmasked Estep Score: -274183.531250 Penalty: 1283.250244 Iteration 0F: 2 clusters Score -274183.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -271656.031250 Penalty: 2566.500488 Iteration 0F: 3 clusters Score -271656 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -272260.375000 Penalty: 2566.500488 Iteration 1F: 3 clusters Score -272260.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -272412.656250 Penalty: 2566.500488 Iteration 2F: 3 clusters Score -272412.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -272493.625000 Penalty: 2566.500488 Iteration 3F: 3 clusters Score -272493.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -272545.406250 Penalty: 2566.500488 Iteration 4Q: 3 clusters Score -272545.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -272580.937500 Penalty: 2566.500488 Iteration 5Q: 3 clusters Score -272580.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -272611.562500 Penalty: 2566.500488 Iteration 6Q: 3 clusters Score -272611.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -272642.656250 Penalty: 2566.500488 Iteration 7Q: 3 clusters Score -272642.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -272670.468750 Penalty: 2566.500488 Iteration 8Q: 3 clusters Score -272670.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -272693.125000 Penalty: 2566.500488 Iteration 9Q: 3 clusters Score -272693.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -272715.218750 Penalty: 2566.500488 Iteration 10Q: 3 clusters Score -272715.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -272737.687500 Penalty: 2566.500488 Iteration 11Q: 3 clusters Score -272737.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -272760.437500 Penalty: 2566.500488 Iteration 12Q: 3 clusters Score -272760.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -272778.031250 Penalty: 2566.500488 Iteration 13Q: 3 clusters Score -272778 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -272790.406250 Penalty: 2566.500488 Iteration 14Q: 3 clusters Score -272790.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -272797.843750 Penalty: 2566.500488 Iteration 15Q: 3 clusters Score -272797.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -272806.625000 Penalty: 2566.500488 Iteration 16Q: 3 clusters Score -272806.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -272817.031250 Penalty: 2566.500488 Iteration 17Q: 3 clusters Score -272817 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -272826.937500 Penalty: 2566.500488 Iteration 18Q: 3 clusters Score -272826.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -272832.593750 Penalty: 2566.500488 Iteration 19Q: 3 clusters Score -272832.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -272837.031250 Penalty: 2566.500488 Iteration 20F: 3 clusters Score -272837 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -272844.250000 Penalty: 2566.500488 Iteration 21Q: 3 clusters Score -272844.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -272854.906250 Penalty: 2566.500488 Iteration 22Q: 3 clusters Score -272854.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -272870.656250 Penalty: 2566.500488 Iteration 23Q: 3 clusters Score -272870.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -272883.656250 Penalty: 2566.500488 Iteration 24Q: 3 clusters Score -272883.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -272898.437500 Penalty: 2566.500488 Iteration 25Q: 3 clusters Score -272898.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -272913.437500 Penalty: 2566.500488 Iteration 26Q: 3 clusters Score -272913.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -272931.468750 Penalty: 2566.500488 Iteration 27Q: 3 clusters Score -272931.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -272946.406250 Penalty: 2566.500488 Iteration 28Q: 3 clusters Score -272946.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -272960.875000 Penalty: 2566.500488 Iteration 29Q: 3 clusters Score -272960.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -272978.875000 Penalty: 2566.500488 Iteration 30Q: 3 clusters Score -272978.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -272994.093750 Penalty: 2566.500488 Iteration 31Q: 3 clusters Score -272994.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -273006.718750 Penalty: 2566.500488 Iteration 32Q: 3 clusters Score -273006.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -273014.781250 Penalty: 2566.500488 Iteration 33Q: 3 clusters Score -273014.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -273019.937500 Penalty: 2566.500488 Iteration 34Q: 3 clusters Score -273019.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -273023.312500 Penalty: 2566.500488 Iteration 35Q: 3 clusters Score -273023.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -273025.937500 Penalty: 2566.500488 Iteration 36Q: 3 clusters Score -273025.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -273029.031250 Penalty: 2566.500488 Iteration 37Q: 3 clusters Score -273029 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -273029.750000 Penalty: 2566.500488 Iteration 38Q: 3 clusters Score -273029.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -273029.750000 Penalty: 2566.500488 Iteration 39F: 3 clusters Score -273029.8 nChanged 0 --- Evaluating fit on full set of 693839 points --- Entering Unmasked Estep Score: -66851680.000000 Penalty: 63383.101562 24->30 Clusters: Score -66851680.000000, best is -66893864.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 231279 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 9684 members Mstep: Class 3 contains 9664 members Mstep: Class 4 contains 9806 members Mstep: Class 5 contains 9693 members Mstep: Class 6 contains 9446 members Mstep: Class 7 contains 9641 members Mstep: Class 8 contains 9699 members Mstep: Class 9 contains 9721 members Mstep: Class 10 contains 9596 members Mstep: Class 11 contains 9825 members Mstep: Class 12 contains 9582 members Mstep: Class 13 contains 9507 members Mstep: Class 14 contains 9671 members Mstep: Class 15 contains 9748 members Mstep: Class 16 contains 9541 members Mstep: Class 17 contains 9639 members Mstep: Class 18 contains 9566 members Mstep: Class 19 contains 9682 members Mstep: Class 20 contains 9727 members Mstep: Class 21 contains 9706 members Mstep: Class 22 contains 9478 members Mstep: Class 23 contains 9438 members Mstep: Class 24 contains 9621 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 248.595428 but Gain 2007.097656 Score: -20938088.000000 Penalty: 46163.285156 Iteration 0F: 24 clusters Score -2.093809e+07 nChanged 220424 Entering Unmasked Mstep Mstep: Class 0 contains 254 members Mstep: Class 1 contains 15813 members Mstep: Class 2 contains 6774 members Mstep: Class 3 contains 6510 members Mstep: Class 4 contains 11453 members Mstep: Class 5 contains 4646 members Mstep: Class 6 contains 12146 members Mstep: Class 7 contains 6161 members Mstep: Class 8 contains 18278 members Mstep: Class 10 contains 7344 members Mstep: Class 11 contains 11836 members Mstep: Class 12 contains 12683 members Mstep: Class 13 contains 4721 members Mstep: Class 14 contains 6712 members Mstep: Class 15 contains 4136 members Mstep: Class 16 contains 15203 members Mstep: Class 17 contains 14986 members Mstep: Class 18 contains 6380 members Mstep: Class 19 contains 15843 members Mstep: Class 20 contains 6158 members Mstep: Class 21 contains 15450 members Mstep: Class 22 contains 8307 members Mstep: Class 23 contains 13724 members Mstep: Class 24 contains 5761 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 1260.433472 but Gain 2007.101562 Score: -21615442.000000 Penalty: 44156.183594 Iteration 1F: 23 clusters Score -2.161544e+07 nChanged 100880 Entering Unmasked Mstep Mstep: Class 0 contains 223 members Mstep: Class 1 contains 19322 members Mstep: Class 2 contains 6415 members Mstep: Class 3 contains 3758 members Mstep: Class 4 contains 13371 members Mstep: Class 5 contains 3292 members Mstep: Class 6 contains 5290 members Mstep: Class 7 contains 6707 members Mstep: Class 8 contains 28462 members Mstep: Class 10 contains 6701 members Mstep: Class 11 contains 10636 members Mstep: Class 12 contains 5146 members Mstep: Class 13 contains 5412 members Mstep: Class 14 contains 4194 members Mstep: Class 16 contains 18844 members Mstep: Class 17 contains 23973 members Mstep: Class 18 contains 4711 members Mstep: Class 19 contains 13138 members Mstep: Class 20 contains 3229 members Mstep: Class 21 contains 22676 members Mstep: Class 22 contains 8445 members Mstep: Class 23 contains 11393 members Mstep: Class 24 contains 5941 members Entering Unmasked Estep ConsiderDeletion Score: -21834568.000000 Penalty: 44156.183594 Iteration 2F: 23 clusters Score -2.183457e+07 nChanged 68021 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 23517 members Mstep: Class 2 contains 5984 members Mstep: Class 3 contains 2061 members Mstep: Class 4 contains 13380 members Mstep: Class 5 contains 2307 members Mstep: Class 6 contains 2954 members Mstep: Class 7 contains 5166 members Mstep: Class 8 contains 36780 members Mstep: Class 10 contains 5805 members Mstep: Class 11 contains 7963 members Mstep: Class 12 contains 2579 members Mstep: Class 13 contains 5026 members Mstep: Class 14 contains 2888 members Mstep: Class 16 contains 22612 members Mstep: Class 17 contains 33853 members Mstep: Class 18 contains 3304 members Mstep: Class 19 contains 9931 members Mstep: Class 20 contains 3054 members Mstep: Class 21 contains 21015 members Mstep: Class 22 contains 8899 members Mstep: Class 23 contains 7226 members Mstep: Class 24 contains 4818 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1430.975708 but Gain 2007.097656 Score: -21961308.000000 Penalty: 42149.085938 Iteration 3F: 22 clusters Score -2.196131e+07 nChanged 51693 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 25485 members Mstep: Class 2 contains 4747 members Mstep: Class 4 contains 13284 members Mstep: Class 5 contains 1573 members Mstep: Class 6 contains 1666 members Mstep: Class 7 contains 3128 members Mstep: Class 8 contains 47793 members Mstep: Class 10 contains 4354 members Mstep: Class 11 contains 6094 members Mstep: Class 12 contains 1569 members Mstep: Class 13 contains 3890 members Mstep: Class 14 contains 2032 members Mstep: Class 16 contains 24642 members Mstep: Class 17 contains 43175 members Mstep: Class 18 contains 2513 members Mstep: Class 19 contains 8067 members Mstep: Class 20 contains 3424 members Mstep: Class 21 contains 16294 members Mstep: Class 22 contains 9404 members Mstep: Class 23 contains 4493 members Mstep: Class 24 contains 3551 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1337.921753 but Gain 2007.101562 Score: -22041870.000000 Penalty: 40141.984375 Iteration 4F: 21 clusters Score -2.204187e+07 nChanged 38742 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 25537 members Mstep: Class 2 contains 3080 members Mstep: Class 4 contains 12047 members Mstep: Class 6 contains 1178 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 57906 members Mstep: Class 10 contains 3095 members Mstep: Class 11 contains 5205 members Mstep: Class 12 contains 975 members Mstep: Class 13 contains 2714 members Mstep: Class 14 contains 1239 members Mstep: Class 16 contains 24114 members Mstep: Class 17 contains 51050 members Mstep: Class 18 contains 1915 members Mstep: Class 19 contains 7508 members Mstep: Class 20 contains 3909 members Mstep: Class 21 contains 12910 members Mstep: Class 22 contains 9538 members Mstep: Class 23 contains 3293 members Mstep: Class 24 contains 2394 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 1435.283203 but Gain 2007.097656 Score: -22092802.000000 Penalty: 38134.886719 Iteration 5F: 20 clusters Score -2.20928e+07 nChanged 26420 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 24335 members Mstep: Class 2 contains 1742 members Mstep: Class 4 contains 10976 members Mstep: Class 6 contains 1119 members Mstep: Class 7 contains 926 members Mstep: Class 8 contains 64217 members Mstep: Class 10 contains 2177 members Mstep: Class 11 contains 4870 members Mstep: Class 12 contains 849 members Mstep: Class 13 contains 2077 members Mstep: Class 16 contains 22284 members Mstep: Class 17 contains 56371 members Mstep: Class 18 contains 1454 members Mstep: Class 19 contains 7328 members Mstep: Class 20 contains 4864 members Mstep: Class 21 contains 11982 members Mstep: Class 22 contains 9423 members Mstep: Class 23 contains 2671 members Mstep: Class 24 contains 1574 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 951.404175 but Gain 2007.097656 Score: -22123038.000000 Penalty: 36127.789062 Iteration 6F: 19 clusters Score -2.212304e+07 nChanged 18662 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 22916 members Mstep: Class 4 contains 10622 members Mstep: Class 6 contains 1162 members Mstep: Class 7 contains 747 members Mstep: Class 8 contains 67873 members Mstep: Class 10 contains 1728 members Mstep: Class 11 contains 4756 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 1752 members Mstep: Class 16 contains 20264 members Mstep: Class 17 contains 60495 members Mstep: Class 18 contains 1171 members Mstep: Class 19 contains 7222 members Mstep: Class 20 contains 5089 members Mstep: Class 21 contains 12171 members Mstep: Class 22 contains 9003 members Mstep: Class 23 contains 2351 members Mstep: Class 24 contains 1140 members Entering Unmasked Estep ConsiderDeletion Deleting Class 24. Lose 1196.771973 but Gain 2007.101562 Score: -22144780.000000 Penalty: 34120.687500 Iteration 7F: 18 clusters Score -2.214478e+07 nChanged 13508 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 21654 members Mstep: Class 4 contains 10697 members Mstep: Class 6 contains 1228 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 69810 members Mstep: Class 10 contains 1495 members Mstep: Class 11 contains 4714 members Mstep: Class 12 contains 691 members Mstep: Class 13 contains 1579 members Mstep: Class 16 contains 19053 members Mstep: Class 17 contains 62758 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 7138 members Mstep: Class 20 contains 5339 members Mstep: Class 21 contains 12645 members Mstep: Class 22 contains 8395 members Mstep: Class 23 contains 2218 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1473.431274 but Gain 2007.097656 Score: -22163296.000000 Penalty: 32113.589844 Iteration 8F: 17 clusters Score -2.21633e+07 nChanged 10484 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 20659 members Mstep: Class 4 contains 10968 members Mstep: Class 6 contains 1283 members Mstep: Class 7 contains 933 members Mstep: Class 8 contains 71057 members Mstep: Class 10 contains 1467 members Mstep: Class 11 contains 4715 members Mstep: Class 12 contains 632 members Mstep: Class 13 contains 1516 members Mstep: Class 16 contains 18923 members Mstep: Class 17 contains 63591 members Mstep: Class 19 contains 7043 members Mstep: Class 20 contains 5402 members Mstep: Class 21 contains 13112 members Mstep: Class 22 contains 7761 members Mstep: Class 23 contains 2189 members Entering Unmasked Estep ConsiderDeletion Score: -22172118.000000 Penalty: 32113.589844 Iteration 9Q: 17 clusters Score -2.217212e+07 nChanged 8311 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 20276 members Mstep: Class 4 contains 11238 members Mstep: Class 6 contains 1319 members Mstep: Class 7 contains 1043 members Mstep: Class 8 contains 71934 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 4743 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 1477 members Mstep: Class 16 contains 18843 members Mstep: Class 17 contains 62872 members Mstep: Class 19 contains 6998 members Mstep: Class 20 contains 5409 members Mstep: Class 21 contains 13671 members Mstep: Class 22 contains 7242 members Mstep: Class 23 contains 2162 members Entering Unmasked Estep ConsiderDeletion Score: -22180374.000000 Penalty: 32113.589844 Iteration 10Q: 17 clusters Score -2.218037e+07 nChanged 7814 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 21279 members Mstep: Class 4 contains 11460 members Mstep: Class 6 contains 1342 members Mstep: Class 7 contains 1164 members Mstep: Class 8 contains 72345 members Mstep: Class 10 contains 1398 members Mstep: Class 11 contains 4790 members Mstep: Class 12 contains 562 members Mstep: Class 13 contains 1439 members Mstep: Class 16 contains 18820 members Mstep: Class 17 contains 60989 members Mstep: Class 19 contains 6974 members Mstep: Class 20 contains 5387 members Mstep: Class 21 contains 14214 members Mstep: Class 22 contains 6949 members Mstep: Class 23 contains 2140 members Entering Unmasked Estep ConsiderDeletion Score: -22189682.000000 Penalty: 32113.589844 Iteration 11Q: 17 clusters Score -2.218968e+07 nChanged 7677 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 24110 members Mstep: Class 4 contains 11593 members Mstep: Class 6 contains 1339 members Mstep: Class 7 contains 1293 members Mstep: Class 8 contains 72200 members Mstep: Class 10 contains 1322 members Mstep: Class 11 contains 4837 members Mstep: Class 12 contains 546 members Mstep: Class 13 contains 1404 members Mstep: Class 16 contains 18804 members Mstep: Class 17 contains 57636 members Mstep: Class 19 contains 6922 members Mstep: Class 20 contains 5412 members Mstep: Class 21 contains 14906 members Mstep: Class 22 contains 6823 members Mstep: Class 23 contains 2105 members Entering Unmasked Estep ConsiderDeletion Score: -22195842.000000 Penalty: 32113.589844 Iteration 12Q: 17 clusters Score -2.219584e+07 nChanged 6921 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 27487 members Mstep: Class 4 contains 11734 members Mstep: Class 6 contains 1330 members Mstep: Class 7 contains 1362 members Mstep: Class 8 contains 72154 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 4865 members Mstep: Class 12 contains 534 members Mstep: Class 13 contains 1344 members Mstep: Class 16 contains 18789 members Mstep: Class 17 contains 53598 members Mstep: Class 19 contains 6861 members Mstep: Class 20 contains 5478 members Mstep: Class 21 contains 15656 members Mstep: Class 22 contains 6725 members Mstep: Class 23 contains 2071 members Entering Unmasked Estep ConsiderDeletion Score: -22199500.000000 Penalty: 32113.589844 Iteration 13Q: 17 clusters Score -2.21995e+07 nChanged 6199 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 30717 members Mstep: Class 4 contains 11877 members Mstep: Class 6 contains 1332 members Mstep: Class 7 contains 1377 members Mstep: Class 8 contains 72336 members Mstep: Class 10 contains 1225 members Mstep: Class 11 contains 4892 members Mstep: Class 12 contains 527 members Mstep: Class 13 contains 1255 members Mstep: Class 16 contains 18775 members Mstep: Class 17 contains 49415 members Mstep: Class 19 contains 6813 members Mstep: Class 20 contains 5533 members Mstep: Class 21 contains 16508 members Mstep: Class 22 contains 6645 members Mstep: Class 23 contains 2025 members Entering Unmasked Estep ConsiderDeletion Score: -22203044.000000 Penalty: 32113.589844 Iteration 14Q: 17 clusters Score -2.220304e+07 nChanged 5823 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 33408 members Mstep: Class 4 contains 12027 members Mstep: Class 6 contains 1332 members Mstep: Class 7 contains 1402 members Mstep: Class 8 contains 72716 members Mstep: Class 10 contains 1211 members Mstep: Class 11 contains 4945 members Mstep: Class 12 contains 524 members Mstep: Class 13 contains 1148 members Mstep: Class 16 contains 18762 members Mstep: Class 17 contains 45492 members Mstep: Class 19 contains 6713 members Mstep: Class 20 contains 5566 members Mstep: Class 21 contains 17481 members Mstep: Class 22 contains 6565 members Mstep: Class 23 contains 1960 members Entering Unmasked Estep ConsiderDeletion Score: -22205968.000000 Penalty: 32113.589844 Iteration 15Q: 17 clusters Score -2.220597e+07 nChanged 5085 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 35298 members Mstep: Class 4 contains 12188 members Mstep: Class 6 contains 1332 members Mstep: Class 7 contains 1417 members Mstep: Class 8 contains 73248 members Mstep: Class 10 contains 1215 members Mstep: Class 11 contains 5008 members Mstep: Class 12 contains 520 members Mstep: Class 13 contains 1068 members Mstep: Class 16 contains 18756 members Mstep: Class 17 contains 42193 members Mstep: Class 19 contains 6605 members Mstep: Class 20 contains 5577 members Mstep: Class 21 contains 18506 members Mstep: Class 22 contains 6435 members Mstep: Class 23 contains 1886 members Entering Unmasked Estep ConsiderDeletion Score: -22208166.000000 Penalty: 32113.589844 Iteration 16Q: 17 clusters Score -2.220817e+07 nChanged 4337 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 36452 members Mstep: Class 4 contains 12346 members Mstep: Class 6 contains 1325 members Mstep: Class 7 contains 1424 members Mstep: Class 8 contains 73819 members Mstep: Class 10 contains 1216 members Mstep: Class 11 contains 5094 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 973 members Mstep: Class 16 contains 18734 members Mstep: Class 17 contains 39626 members Mstep: Class 19 contains 6488 members Mstep: Class 20 contains 5589 members Mstep: Class 21 contains 19516 members Mstep: Class 22 contains 6319 members Mstep: Class 23 contains 1809 members Entering Unmasked Estep ConsiderDeletion Score: -22209744.000000 Penalty: 32113.589844 Iteration 17Q: 17 clusters Score -2.220974e+07 nChanged 3749 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 37201 members Mstep: Class 4 contains 12466 members Mstep: Class 6 contains 1327 members Mstep: Class 7 contains 1431 members Mstep: Class 8 contains 74360 members Mstep: Class 10 contains 1229 members Mstep: Class 11 contains 5182 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 896 members Mstep: Class 16 contains 18710 members Mstep: Class 17 contains 37501 members Mstep: Class 19 contains 6365 members Mstep: Class 20 contains 5585 members Mstep: Class 21 contains 20485 members Mstep: Class 22 contains 6241 members Mstep: Class 23 contains 1751 members Entering Unmasked Estep ConsiderDeletion Score: -22210918.000000 Penalty: 32113.589844 Iteration 18Q: 17 clusters Score -2.221092e+07 nChanged 3114 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 37641 members Mstep: Class 4 contains 12545 members Mstep: Class 6 contains 1331 members Mstep: Class 7 contains 1441 members Mstep: Class 8 contains 74752 members Mstep: Class 10 contains 1220 members Mstep: Class 11 contains 5284 members Mstep: Class 12 contains 521 members Mstep: Class 13 contains 835 members Mstep: Class 16 contains 18696 members Mstep: Class 17 contains 35874 members Mstep: Class 19 contains 6256 members Mstep: Class 20 contains 5585 members Mstep: Class 21 contains 21369 members Mstep: Class 22 contains 6205 members Mstep: Class 23 contains 1697 members Entering Unmasked Estep ConsiderDeletion Score: -22211730.000000 Penalty: 32113.589844 Iteration 19Q: 17 clusters Score -2.221173e+07 nChanged 2772 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 37941 members Mstep: Class 4 contains 12582 members Mstep: Class 6 contains 1333 members Mstep: Class 7 contains 1453 members Mstep: Class 8 contains 75020 members Mstep: Class 10 contains 1226 members Mstep: Class 11 contains 5381 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 775 members Mstep: Class 16 contains 18680 members Mstep: Class 17 contains 34565 members Mstep: Class 19 contains 6133 members Mstep: Class 20 contains 5581 members Mstep: Class 21 contains 22234 members Mstep: Class 22 contains 6182 members Mstep: Class 23 contains 1644 members Entering Unmasked Estep ConsiderDeletion Score: -22212978.000000 Penalty: 32113.589844 Iteration 20F: 17 clusters Score -2.221298e+07 nChanged 3239 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 38852 members Mstep: Class 4 contains 12609 members Mstep: Class 6 contains 1278 members Mstep: Class 7 contains 1475 members Mstep: Class 8 contains 75232 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 5473 members Mstep: Class 12 contains 529 members Mstep: Class 13 contains 733 members Mstep: Class 16 contains 18663 members Mstep: Class 17 contains 32803 members Mstep: Class 19 contains 6010 members Mstep: Class 20 contains 5570 members Mstep: Class 21 contains 22994 members Mstep: Class 22 contains 6178 members Mstep: Class 23 contains 1587 members Entering Unmasked Estep ConsiderDeletion Score: -22214354.000000 Penalty: 32113.589844 Iteration 21Q: 17 clusters Score -2.221435e+07 nChanged 2670 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 39315 members Mstep: Class 4 contains 12623 members Mstep: Class 6 contains 1205 members Mstep: Class 7 contains 1495 members Mstep: Class 8 contains 75346 members Mstep: Class 10 contains 1358 members Mstep: Class 11 contains 5553 members Mstep: Class 12 contains 530 members Mstep: Class 13 contains 692 members Mstep: Class 16 contains 18646 members Mstep: Class 17 contains 31562 members Mstep: Class 19 contains 5914 members Mstep: Class 20 contains 5568 members Mstep: Class 21 contains 23743 members Mstep: Class 22 contains 6187 members Mstep: Class 23 contains 1522 members Entering Unmasked Estep ConsiderDeletion Score: -22215332.000000 Penalty: 32113.589844 Iteration 22Q: 17 clusters Score -2.221533e+07 nChanged 2329 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 39670 members Mstep: Class 4 contains 12634 members Mstep: Class 6 contains 1144 members Mstep: Class 7 contains 1510 members Mstep: Class 8 contains 75446 members Mstep: Class 10 contains 1395 members Mstep: Class 11 contains 5645 members Mstep: Class 12 contains 529 members Mstep: Class 13 contains 651 members Mstep: Class 16 contains 18624 members Mstep: Class 17 contains 30568 members Mstep: Class 19 contains 5819 members Mstep: Class 20 contains 5567 members Mstep: Class 21 contains 24391 members Mstep: Class 22 contains 6206 members Mstep: Class 23 contains 1460 members Entering Unmasked Estep ConsiderDeletion Score: -22215866.000000 Penalty: 32113.589844 Iteration 23Q: 17 clusters Score -2.221587e+07 nChanged 2049 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 39922 members Mstep: Class 4 contains 12652 members Mstep: Class 6 contains 1116 members Mstep: Class 7 contains 1517 members Mstep: Class 8 contains 75594 members Mstep: Class 10 contains 1397 members Mstep: Class 11 contains 5739 members Mstep: Class 12 contains 526 members Mstep: Class 13 contains 626 members Mstep: Class 16 contains 18597 members Mstep: Class 17 contains 29779 members Mstep: Class 19 contains 5703 members Mstep: Class 20 contains 5565 members Mstep: Class 21 contains 24914 members Mstep: Class 22 contains 6223 members Mstep: Class 23 contains 1389 members Entering Unmasked Estep ConsiderDeletion Score: -22216390.000000 Penalty: 32113.589844 Iteration 24Q: 17 clusters Score -2.221639e+07 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40125 members Mstep: Class 4 contains 12653 members Mstep: Class 6 contains 1086 members Mstep: Class 7 contains 1537 members Mstep: Class 8 contains 75708 members Mstep: Class 10 contains 1402 members Mstep: Class 11 contains 5846 members Mstep: Class 12 contains 524 members Mstep: Class 13 contains 598 members Mstep: Class 16 contains 18580 members Mstep: Class 17 contains 29110 members Mstep: Class 19 contains 5608 members Mstep: Class 20 contains 5564 members Mstep: Class 21 contains 25347 members Mstep: Class 22 contains 6239 members Mstep: Class 23 contains 1332 members Entering Unmasked Estep ConsiderDeletion Score: -22216918.000000 Penalty: 32113.589844 Iteration 25Q: 17 clusters Score -2.221692e+07 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40265 members Mstep: Class 4 contains 12649 members Mstep: Class 6 contains 1067 members Mstep: Class 7 contains 1533 members Mstep: Class 8 contains 75815 members Mstep: Class 10 contains 1420 members Mstep: Class 11 contains 5935 members Mstep: Class 12 contains 521 members Mstep: Class 13 contains 584 members Mstep: Class 16 contains 18567 members Mstep: Class 17 contains 28545 members Mstep: Class 19 contains 5512 members Mstep: Class 20 contains 5563 members Mstep: Class 21 contains 25727 members Mstep: Class 22 contains 6252 members Mstep: Class 23 contains 1304 members Entering Unmasked Estep ConsiderDeletion Score: -22217354.000000 Penalty: 32113.589844 Iteration 26Q: 17 clusters Score -2.221735e+07 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40365 members Mstep: Class 4 contains 12645 members Mstep: Class 6 contains 1027 members Mstep: Class 7 contains 1535 members Mstep: Class 8 contains 75896 members Mstep: Class 10 contains 1463 members Mstep: Class 11 contains 6030 members Mstep: Class 12 contains 520 members Mstep: Class 13 contains 575 members Mstep: Class 16 contains 18560 members Mstep: Class 17 contains 28106 members Mstep: Class 19 contains 5436 members Mstep: Class 20 contains 5561 members Mstep: Class 21 contains 26002 members Mstep: Class 22 contains 6258 members Mstep: Class 23 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -22217852.000000 Penalty: 32113.589844 Iteration 27Q: 17 clusters Score -2.221785e+07 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40472 members Mstep: Class 4 contains 12635 members Mstep: Class 6 contains 1002 members Mstep: Class 7 contains 1544 members Mstep: Class 8 contains 76019 members Mstep: Class 10 contains 1482 members Mstep: Class 11 contains 6112 members Mstep: Class 12 contains 519 members Mstep: Class 13 contains 566 members Mstep: Class 16 contains 18555 members Mstep: Class 17 contains 27736 members Mstep: Class 19 contains 5371 members Mstep: Class 20 contains 5561 members Mstep: Class 21 contains 26167 members Mstep: Class 22 contains 6268 members Mstep: Class 23 contains 1250 members Entering Unmasked Estep ConsiderDeletion Score: -22218096.000000 Penalty: 32113.589844 Iteration 28Q: 17 clusters Score -2.22181e+07 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40586 members Mstep: Class 4 contains 12632 members Mstep: Class 6 contains 985 members Mstep: Class 7 contains 1559 members Mstep: Class 8 contains 76093 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 6183 members Mstep: Class 12 contains 518 members Mstep: Class 13 contains 558 members Mstep: Class 16 contains 18550 members Mstep: Class 17 contains 27403 members Mstep: Class 19 contains 5365 members Mstep: Class 20 contains 5561 members Mstep: Class 21 contains 26287 members Mstep: Class 22 contains 6271 members Mstep: Class 23 contains 1233 members Entering Unmasked Estep ConsiderDeletion Score: -22218234.000000 Penalty: 32113.589844 Iteration 29Q: 17 clusters Score -2.221823e+07 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40682 members Mstep: Class 4 contains 12624 members Mstep: Class 6 contains 957 members Mstep: Class 7 contains 1583 members Mstep: Class 8 contains 76192 members Mstep: Class 10 contains 1467 members Mstep: Class 11 contains 6243 members Mstep: Class 12 contains 518 members Mstep: Class 13 contains 552 members Mstep: Class 16 contains 18544 members Mstep: Class 17 contains 27146 members Mstep: Class 19 contains 5384 members Mstep: Class 20 contains 5564 members Mstep: Class 21 contains 26329 members Mstep: Class 22 contains 6273 members Mstep: Class 23 contains 1201 members Entering Unmasked Estep ConsiderDeletion Score: -22218520.000000 Penalty: 32113.589844 Iteration 30Q: 17 clusters Score -2.221852e+07 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40750 members Mstep: Class 4 contains 12617 members Mstep: Class 6 contains 940 members Mstep: Class 7 contains 1612 members Mstep: Class 8 contains 76358 members Mstep: Class 10 contains 1462 members Mstep: Class 11 contains 6292 members Mstep: Class 12 contains 518 members Mstep: Class 13 contains 542 members Mstep: Class 16 contains 18545 members Mstep: Class 17 contains 26916 members Mstep: Class 19 contains 5415 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 26286 members Mstep: Class 22 contains 6276 members Mstep: Class 23 contains 1168 members Entering Unmasked Estep ConsiderDeletion Score: -22218656.000000 Penalty: 32113.589844 Iteration 31Q: 17 clusters Score -2.221866e+07 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40807 members Mstep: Class 4 contains 12613 members Mstep: Class 6 contains 928 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 76560 members Mstep: Class 10 contains 1432 members Mstep: Class 11 contains 6341 members Mstep: Class 12 contains 519 members Mstep: Class 13 contains 532 members Mstep: Class 16 contains 18540 members Mstep: Class 17 contains 26721 members Mstep: Class 19 contains 5451 members Mstep: Class 20 contains 5563 members Mstep: Class 21 contains 26198 members Mstep: Class 22 contains 6283 members Mstep: Class 23 contains 1140 members Entering Unmasked Estep ConsiderDeletion Score: -22218770.000000 Penalty: 32113.589844 Iteration 32Q: 17 clusters Score -2.221877e+07 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40848 members Mstep: Class 4 contains 12613 members Mstep: Class 6 contains 913 members Mstep: Class 7 contains 1647 members Mstep: Class 8 contains 76765 members Mstep: Class 10 contains 1422 members Mstep: Class 11 contains 6378 members Mstep: Class 12 contains 518 members Mstep: Class 13 contains 526 members Mstep: Class 16 contains 18535 members Mstep: Class 17 contains 26519 members Mstep: Class 19 contains 5485 members Mstep: Class 20 contains 5563 members Mstep: Class 21 contains 26131 members Mstep: Class 22 contains 6284 members Mstep: Class 23 contains 1112 members Entering Unmasked Estep ConsiderDeletion Score: -22218948.000000 Penalty: 32113.589844 Iteration 33Q: 17 clusters Score -2.221895e+07 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40872 members Mstep: Class 4 contains 12612 members Mstep: Class 6 contains 902 members Mstep: Class 7 contains 1662 members Mstep: Class 8 contains 77003 members Mstep: Class 10 contains 1415 members Mstep: Class 11 contains 6415 members Mstep: Class 12 contains 517 members Mstep: Class 13 contains 522 members Mstep: Class 16 contains 18524 members Mstep: Class 17 contains 26334 members Mstep: Class 19 contains 5517 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 26030 members Mstep: Class 22 contains 6286 members Mstep: Class 23 contains 1086 members Entering Unmasked Estep ConsiderDeletion Score: -22219172.000000 Penalty: 32113.589844 Iteration 34Q: 17 clusters Score -2.221917e+07 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40899 members Mstep: Class 4 contains 12616 members Mstep: Class 6 contains 899 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 77281 members Mstep: Class 10 contains 1406 members Mstep: Class 11 contains 6456 members Mstep: Class 12 contains 518 members Mstep: Class 13 contains 518 members Mstep: Class 16 contains 18521 members Mstep: Class 17 contains 26156 members Mstep: Class 19 contains 5549 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 25868 members Mstep: Class 22 contains 6281 members Mstep: Class 23 contains 1062 members Entering Unmasked Estep ConsiderDeletion Score: -22219276.000000 Penalty: 32113.589844 Iteration 35Q: 17 clusters Score -2.221928e+07 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40928 members Mstep: Class 4 contains 12621 members Mstep: Class 6 contains 897 members Mstep: Class 7 contains 1671 members Mstep: Class 8 contains 77572 members Mstep: Class 10 contains 1393 members Mstep: Class 11 contains 6505 members Mstep: Class 12 contains 518 members Mstep: Class 13 contains 518 members Mstep: Class 16 contains 18519 members Mstep: Class 17 contains 25979 members Mstep: Class 19 contains 5583 members Mstep: Class 20 contains 5563 members Mstep: Class 21 contains 25662 members Mstep: Class 22 contains 6281 members Mstep: Class 23 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -22219390.000000 Penalty: 32113.589844 Iteration 36Q: 17 clusters Score -2.221939e+07 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40955 members Mstep: Class 4 contains 12624 members Mstep: Class 6 contains 895 members Mstep: Class 7 contains 1676 members Mstep: Class 8 contains 77911 members Mstep: Class 10 contains 1377 members Mstep: Class 11 contains 6551 members Mstep: Class 12 contains 518 members Mstep: Class 13 contains 515 members Mstep: Class 16 contains 18516 members Mstep: Class 17 contains 25825 members Mstep: Class 19 contains 5623 members Mstep: Class 20 contains 5563 members Mstep: Class 21 contains 25400 members Mstep: Class 22 contains 6277 members Mstep: Class 23 contains 1033 members Entering Unmasked Estep ConsiderDeletion Score: -22219526.000000 Penalty: 32113.589844 Iteration 37Q: 17 clusters Score -2.221953e+07 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 40978 members Mstep: Class 4 contains 12624 members Mstep: Class 6 contains 895 members Mstep: Class 7 contains 1679 members Mstep: Class 8 contains 78326 members Mstep: Class 10 contains 1362 members Mstep: Class 11 contains 6595 members Mstep: Class 12 contains 518 members Mstep: Class 13 contains 510 members Mstep: Class 16 contains 18510 members Mstep: Class 17 contains 25689 members Mstep: Class 19 contains 5668 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 25046 members Mstep: Class 22 contains 6272 members Mstep: Class 23 contains 1025 members Entering Unmasked Estep ConsiderDeletion Score: -22219720.000000 Penalty: 32113.589844 Iteration 38Q: 17 clusters Score -2.221972e+07 nChanged 885 Entering ConstructFrom: Score: -22219720.000000 Penalty: 32113.589844 Entering ConstructFrom: Trying to split cluster 1 (41000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41000 members Entering Unmasked Estep Score: -4033711.500000 Penalty: 1725.965698 Iteration 0F: 2 clusters Score -4033712 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20560 members Mstep: Class 2 contains 20440 members Entering Unmasked Estep Score: -4006309.750000 Penalty: 3451.931396 Iteration 0F: 3 clusters Score -4006310 nChanged 19171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21183 members Mstep: Class 2 contains 19817 members Entering Unmasked Estep Score: -4019152.750000 Penalty: 3451.931396 Iteration 1F: 3 clusters Score -4019153 nChanged 3006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21655 members Mstep: Class 2 contains 19345 members Entering Unmasked Estep Score: -4021567.000000 Penalty: 3451.931396 Iteration 2F: 3 clusters Score -4021567 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22203 members Mstep: Class 2 contains 18797 members Entering Unmasked Estep Score: -4024057.500000 Penalty: 3451.931396 Iteration 3F: 3 clusters Score -4024058 nChanged 2995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22666 members Mstep: Class 2 contains 18334 members Entering Unmasked Estep Score: -4026200.250000 Penalty: 3451.931396 Iteration 4F: 3 clusters Score -4026200 nChanged 2688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23086 members Mstep: Class 2 contains 17914 members Entering Unmasked Estep Score: -4028156.250000 Penalty: 3451.931396 Iteration 5F: 3 clusters Score -4028156 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23388 members Mstep: Class 2 contains 17612 members Entering Unmasked Estep Score: -4029564.000000 Penalty: 3451.931396 Iteration 6F: 3 clusters Score -4029564 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23700 members Mstep: Class 2 contains 17300 members Entering Unmasked Estep Score: -4030451.250000 Penalty: 3451.931396 Iteration 7Q: 3 clusters Score -4030451 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23944 members Mstep: Class 2 contains 17056 members Entering Unmasked Estep Score: -4030960.000000 Penalty: 3451.931396 Iteration 8Q: 3 clusters Score -4030960 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24163 members Mstep: Class 2 contains 16837 members Entering Unmasked Estep Score: -4031307.000000 Penalty: 3451.931396 Iteration 9Q: 3 clusters Score -4031307 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24345 members Mstep: Class 2 contains 16655 members Entering Unmasked Estep Score: -4031549.250000 Penalty: 3451.931396 Iteration 10Q: 3 clusters Score -4031549 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24509 members Mstep: Class 2 contains 16491 members Entering Unmasked Estep Score: -4031704.750000 Penalty: 3451.931396 Iteration 11Q: 3 clusters Score -4031705 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24663 members Mstep: Class 2 contains 16337 members Entering Unmasked Estep Score: -4031817.250000 Penalty: 3451.931396 Iteration 12Q: 3 clusters Score -4031817 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24822 members Mstep: Class 2 contains 16178 members Entering Unmasked Estep Score: -4031871.250000 Penalty: 3451.931396 Iteration 13Q: 3 clusters Score -4031871 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24981 members Mstep: Class 2 contains 16019 members Entering Unmasked Estep Score: -4031899.500000 Penalty: 3451.931396 Iteration 14Q: 3 clusters Score -4031900 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25153 members Mstep: Class 2 contains 15847 members Entering Unmasked Estep Score: -4031963.750000 Penalty: 3451.931396 Iteration 15Q: 3 clusters Score -4031964 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25316 members Mstep: Class 2 contains 15684 members Entering Unmasked Estep Score: -4032012.750000 Penalty: 3451.931396 Iteration 16Q: 3 clusters Score -4032013 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25494 members Mstep: Class 2 contains 15506 members Entering Unmasked Estep Score: -4032065.750000 Penalty: 3451.931396 Iteration 17Q: 3 clusters Score -4032066 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25672 members Mstep: Class 2 contains 15328 members Entering Unmasked Estep Score: -4032117.000000 Penalty: 3451.931396 Iteration 18Q: 3 clusters Score -4032117 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25872 members Mstep: Class 2 contains 15128 members Entering Unmasked Estep Score: -4032148.500000 Penalty: 3451.931396 Iteration 19Q: 3 clusters Score -4032148 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26058 members Mstep: Class 2 contains 14942 members Entering Unmasked Estep Score: -4032169.000000 Penalty: 3451.931396 Iteration 20F: 3 clusters Score -4032169 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26247 members Mstep: Class 2 contains 14753 members Entering Unmasked Estep Score: -4032195.750000 Penalty: 3451.931396 Iteration 21Q: 3 clusters Score -4032196 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26405 members Mstep: Class 2 contains 14595 members Entering Unmasked Estep Score: -4032211.500000 Penalty: 3451.931396 Iteration 22Q: 3 clusters Score -4032212 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26556 members Mstep: Class 2 contains 14444 members Entering Unmasked Estep Score: -4032232.000000 Penalty: 3451.931396 Iteration 23Q: 3 clusters Score -4032232 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26704 members Mstep: Class 2 contains 14296 members Entering Unmasked Estep Score: -4032252.750000 Penalty: 3451.931396 Iteration 24Q: 3 clusters Score -4032253 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26858 members Mstep: Class 2 contains 14142 members Entering Unmasked Estep Score: -4032260.750000 Penalty: 3451.931396 Iteration 25Q: 3 clusters Score -4032261 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27013 members Mstep: Class 2 contains 13987 members Entering Unmasked Estep Score: -4032299.250000 Penalty: 3451.931396 Iteration 26Q: 3 clusters Score -4032299 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27148 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Class 1 contains 27684 members Mstep: Class 2 contains 13316 members Entering Unmasked Estep Score: -4032362.750000 Penalty: 3451.931396 Iteration 31Q: 3 clusters Score -4032363 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27788 members Mstep: Class 2 contains 13212 members Entering Unmasked Estep Score: -4032362.500000 Penalty: 3451.931396 Iteration 32Q: 3 clusters Score -4032362 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27915 members Mstep: Class 2 contains 13085 members Entering Unmasked Estep Score: -4032369.500000 Penalty: 3451.931396 Iteration 33Q: 3 clusters Score -4032370 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28020 members Mstep: Class 2 contains 12980 members Entering Unmasked Estep Score: -4032361.000000 Penalty: 3451.931396 Iteration 34Q: 3 clusters Score -4032361 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28120 members Mstep: Class 2 contains 12880 members Entering Unmasked Estep Score: -4032367.000000 Penalty: 3451.931396 Iteration 35Q: 3 clusters Score -4032367 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28209 members Mstep: Class 2 contains 12791 members Entering Unmasked Estep Score: -4032378.750000 Penalty: 3451.931396 Iteration 36Q: 3 clusters Score -4032379 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28293 members Mstep: Class 2 contains 12707 members Entering Unmasked Estep Score: -4032402.750000 Penalty: 3451.931396 Iteration 37Q: 3 clusters Score -4032403 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28380 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -4032407.250000 Penalty: 3451.931396 Iteration 38Q: 3 clusters Score -4032407 nChanged 96 Entering Unmasked 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64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28739 members Mstep: Class 2 contains 12261 members Entering Unmasked Estep Score: -4032437.750000 Penalty: 3451.931396 Iteration 43Q: 3 clusters Score -4032438 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28808 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -4032436.250000 Penalty: 3451.931396 Iteration 44Q: 3 clusters Score -4032436 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28879 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -4032443.750000 Penalty: 3451.931396 Iteration 45Q: 3 clusters Score -4032444 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28961 members Mstep: Class 2 contains 12039 members Entering Unmasked Estep Score: -4032458.500000 Penalty: 3451.931396 Iteration 46Q: 3 clusters 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Class 0 contains 0 members Mstep: Class 1 contains 36686 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -4034373.000000 Penalty: 3451.931396 Iteration 121Q: 3 clusters Score -4034373 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36752 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -4034434.250000 Penalty: 3451.931396 Iteration 122Q: 3 clusters Score -4034434 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36790 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -4034471.000000 Penalty: 3451.931396 Iteration 123Q: 3 clusters Score -4034471 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36822 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -4034497.500000 Penalty: 3451.931396 Iteration 124Q: 3 clusters Score -4034498 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36850 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -4034504.250000 Penalty: 3451.931396 Iteration 125Q: 3 clusters Score -4034504 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36860 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -4034506.750000 Penalty: 3451.931396 Iteration 126Q: 3 clusters Score -4034507 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36870 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -4034497.250000 Penalty: 3451.931396 Iteration 127Q: 3 clusters Score -4034497 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36872 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -4034497.500000 Penalty: 3451.931396 Iteration 128Q: 3 clusters Score -4034498 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36876 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -4034500.500000 Penalty: 3451.931396 Iteration 129Q: 3 clusters Score -4034500 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36879 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -4034499.500000 Penalty: 3451.931396 Iteration 130Q: 3 clusters Score -4034500 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36879 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -4034503.000000 Penalty: 3451.931396 Iteration 131Q: 3 clusters Score -4034503 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36879 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -4034505.750000 Penalty: 3451.931396 Iteration 132Q: 3 clusters Score -4034506 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -4034506.000000 Penalty: 3451.931396 Iteration 133Q: 3 clusters Score -4034506 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -4034506.000000 Penalty: 3451.931396 Iteration 134F: 3 clusters Score -4034506 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 4119 members Mstep: Class 4 contains 12625 members Mstep: Class 6 contains 895 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 78738 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 6646 members Mstep: Class 12 contains 517 members Mstep: Class 13 contains 509 members Mstep: Class 16 contains 18504 members Mstep: Class 17 contains 25556 members Mstep: Class 19 contains 5721 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 24683 members Mstep: Class 22 contains 6268 members Mstep: Class 23 contains 1011 members Entering Unmasked Estep Score: -22220386.000000 Penalty: 34120.687500 Splitting cluster 1 changes total score from -22219720.000000 to -22220386.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 4 (12625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12625 members Entering Unmasked Estep Score: -1264949.875000 Penalty: 1534.558105 Iteration 0F: 2 clusters Score -1264950 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -1256073.500000 Penalty: 3069.116211 Iteration 0F: 3 clusters Score -1256074 nChanged 5559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -1259496.250000 Penalty: 3069.116211 Iteration 1F: 3 clusters Score -1259496 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -1260283.125000 Penalty: 3069.116211 Iteration 2F: 3 clusters Score -1260283 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -1261119.875000 Penalty: 3069.116211 Iteration 3F: 3 clusters Score -1261120 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 8900 members Entering Unmasked Estep Score: -1261899.375000 Penalty: 3069.116211 Iteration 4F: 3 clusters Score -1261899 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 9414 members Entering Unmasked Estep Score: -1262441.625000 Penalty: 3069.116211 Iteration 5F: 3 clusters Score -1262442 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -1262801.500000 Penalty: 3069.116211 Iteration 6Q: 3 clusters Score -1262802 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -1263047.500000 Penalty: 3069.116211 Iteration 7Q: 3 clusters Score -1263048 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 10316 members Entering Unmasked Estep Score: -1263207.750000 Penalty: 3069.116211 Iteration 8Q: 3 clusters Score -1263208 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 10477 members Entering Unmasked Estep Score: -1263319.500000 Penalty: 3069.116211 Iteration 9Q: 3 clusters Score -1263320 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 10607 members Entering Unmasked Estep Score: -1263408.750000 Penalty: 3069.116211 Iteration 10Q: 3 clusters Score -1263409 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -1263491.125000 Penalty: 3069.116211 Iteration 11Q: 3 clusters Score -1263491 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 10828 members Entering Unmasked Estep Score: -1263551.250000 Penalty: 3069.116211 Iteration 12Q: 3 clusters Score -1263551 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 10901 members Entering Unmasked Estep Score: -1263600.250000 Penalty: 3069.116211 Iteration 13Q: 3 clusters Score -1263600 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 10958 members Entering Unmasked Estep Score: -1263630.875000 Penalty: 3069.116211 Iteration 14Q: 3 clusters Score -1263631 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 11008 members Entering Unmasked Estep Score: -1263665.000000 Penalty: 3069.116211 Iteration 15Q: 3 clusters Score -1263665 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 11050 members Entering Unmasked Estep Score: -1263689.375000 Penalty: 3069.116211 Iteration 16Q: 3 clusters Score -1263689 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -1263709.750000 Penalty: 3069.116211 Iteration 17Q: 3 clusters Score -1263710 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 11102 members Entering Unmasked Estep Score: -1263728.750000 Penalty: 3069.116211 Iteration 18Q: 3 clusters Score -1263729 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -1263745.750000 Penalty: 3069.116211 Iteration 19Q: 3 clusters Score -1263746 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 11147 members Entering Unmasked Estep Score: -1263753.250000 Penalty: 3069.116211 Iteration 20F: 3 clusters Score -1263753 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 11160 members Entering Unmasked Estep Score: -1263757.375000 Penalty: 3069.116211 Iteration 21Q: 3 clusters Score -1263757 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 11168 members Entering Unmasked Estep Score: -1263764.625000 Penalty: 3069.116211 Iteration 22Q: 3 clusters Score -1263765 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 11176 members Entering Unmasked Estep Score: -1263767.250000 Penalty: 3069.116211 Iteration 23Q: 3 clusters Score -1263767 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -1263769.125000 Penalty: 3069.116211 Iteration 24Q: 3 clusters Score -1263769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 11185 members Entering Unmasked Estep Score: -1263770.750000 Penalty: 3069.116211 Iteration 25Q: 3 clusters Score -1263771 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 11186 members Entering Unmasked Estep Score: -1263771.000000 Penalty: 3069.116211 Iteration 26Q: 3 clusters Score -1263771 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -1263771.875000 Penalty: 3069.116211 Iteration 27Q: 3 clusters Score -1263772 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 11197 members Entering Unmasked Estep Score: -1263773.250000 Penalty: 3069.116211 Iteration 28Q: 3 clusters Score -1263773 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -1263775.375000 Penalty: 3069.116211 Iteration 29Q: 3 clusters Score -1263775 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 11209 members Entering Unmasked Estep Score: -1263775.500000 Penalty: 3069.116211 Iteration 30Q: 3 clusters Score -1263776 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 11212 members Entering Unmasked Estep Score: -1263775.625000 Penalty: 3069.116211 Iteration 31Q: 3 clusters Score -1263776 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 11215 members Entering Unmasked Estep Score: -1263777.000000 Penalty: 3069.116211 Iteration 32Q: 3 clusters Score -1263777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 11216 members Entering Unmasked Estep Score: -1263778.500000 Penalty: 3069.116211 Iteration 33Q: 3 clusters Score -1263778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 11216 members Entering Unmasked Estep Score: -1263778.875000 Penalty: 3069.116211 Iteration 34Q: 3 clusters Score -1263779 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 11216 members Entering Unmasked Estep Score: -1263779.625000 Penalty: 3069.116211 Iteration 35Q: 3 clusters Score -1263780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 11216 members Entering Unmasked Estep Score: -1263779.625000 Penalty: 3069.116211 Iteration 36F: 3 clusters Score -1263780 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Entering Unmasked Estep Score: -79222.484375 Penalty: 1104.483765 Iteration 0F: 2 clusters Score -79222.48 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 431 members Entering Unmasked Estep Score: -77948.914062 Penalty: 2208.967529 Iteration 0F: 3 clusters Score -77948.91 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -78736.554688 Penalty: 2208.967529 Iteration 1F: 3 clusters Score -78736.55 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -79198.421875 Penalty: 2208.967529 Iteration 2F: 3 clusters Score -79198.42 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -79365.921875 Penalty: 2208.967529 Iteration 3F: 3 clusters Score -79365.92 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -79467.929688 Penalty: 2208.967529 Iteration 4Q: 3 clusters Score -79467.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -79501.296875 Penalty: 2208.967529 Iteration 5Q: 3 clusters Score -79501.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -79519.828125 Penalty: 2208.967529 Iteration 6Q: 3 clusters Score -79519.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -79530.468750 Penalty: 2208.967529 Iteration 7Q: 3 clusters Score -79530.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -79535.921875 Penalty: 2208.967529 Iteration 8Q: 3 clusters Score -79535.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -79538.007812 Penalty: 2208.967529 Iteration 9Q: 3 clusters Score -79538.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -79541.875000 Penalty: 2208.967529 Iteration 10Q: 3 clusters Score -79541.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -79544.453125 Penalty: 2208.967529 Iteration 11Q: 3 clusters Score -79544.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -79545.304688 Penalty: 2208.967529 Iteration 12F: 3 clusters Score -79545.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -79594.359375 Penalty: 2208.967529 Iteration 13Q: 3 clusters Score -79594.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -79620.296875 Penalty: 2208.967529 Iteration 14Q: 3 clusters Score -79620.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -79626.789062 Penalty: 2208.967529 Iteration 15Q: 3 clusters Score -79626.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -79631.257812 Penalty: 2208.967529 Iteration 16Q: 3 clusters Score -79631.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -79635.867188 Penalty: 2208.967529 Iteration 17Q: 3 clusters Score -79635.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -79646.515625 Penalty: 2208.967529 Iteration 18Q: 3 clusters Score -79646.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -79654.437500 Penalty: 2208.967529 Iteration 19Q: 3 clusters Score -79654.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -79668.562500 Penalty: 2208.967529 Iteration 20F: 3 clusters Score -79668.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -79671.718750 Penalty: 2208.967529 Iteration 21Q: 3 clusters Score -79671.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -79672.820312 Penalty: 2208.967529 Iteration 22Q: 3 clusters Score -79672.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -79672.820312 Penalty: 2208.967529 Iteration 23F: 3 clusters Score -79672.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 4119 members Mstep: Class 3 contains 237 members Mstep: Class 4 contains 12625 members Mstep: Class 6 contains 658 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 78738 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 6646 members Mstep: Class 12 contains 517 members Mstep: Class 13 contains 509 members Mstep: Class 16 contains 18504 members Mstep: Class 17 contains 25556 members Mstep: Class 19 contains 5721 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 24683 members Mstep: Class 22 contains 6268 members Mstep: Class 23 contains 1011 members Entering Unmasked Estep Score: -22219930.000000 Penalty: 36127.789062 Splitting cluster 6 changes total score from -22219720.000000 to -22219930.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 7 (1678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Entering Unmasked Estep Score: -161880.781250 Penalty: 1206.620605 Iteration 0F: 2 clusters Score -161880.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -160005.859375 Penalty: 2413.241211 Iteration 0F: 3 clusters Score -160005.9 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -160392.859375 Penalty: 2413.241211 Iteration 1F: 3 clusters Score -160392.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -160543.187500 Penalty: 2413.241211 Iteration 2F: 3 clusters Score -160543.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -160695.031250 Penalty: 2413.241211 Iteration 3F: 3 clusters Score -160695 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -160872.515625 Penalty: 2413.241211 Iteration 4F: 3 clusters Score -160872.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -161068.968750 Penalty: 2413.241211 Iteration 5F: 3 clusters Score -161069 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -161275.093750 Penalty: 2413.241211 Iteration 6F: 3 clusters Score -161275.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -161384.984375 Penalty: 2413.241211 Iteration 7F: 3 clusters Score -161385 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -161454.843750 Penalty: 2413.241211 Iteration 8Q: 3 clusters Score -161454.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -161510.734375 Penalty: 2413.241211 Iteration 9Q: 3 clusters Score -161510.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -161564.140625 Penalty: 2413.241211 Iteration 10Q: 3 clusters Score -161564.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -161612.406250 Penalty: 2413.241211 Iteration 11Q: 3 clusters Score -161612.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -161656.062500 Penalty: 2413.241211 Iteration 12Q: 3 clusters Score -161656.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -161685.515625 Penalty: 2413.241211 Iteration 13Q: 3 clusters Score -161685.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -161696.421875 Penalty: 2413.241211 Iteration 14Q: 3 clusters Score -161696.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -161701.750000 Penalty: 2413.241211 Iteration 15Q: 3 clusters Score -161701.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -161705.531250 Penalty: 2413.241211 Iteration 16Q: 3 clusters Score -161705.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -161707.921875 Penalty: 2413.241211 Iteration 17Q: 3 clusters Score -161707.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -161719.015625 Penalty: 2413.241211 Iteration 18Q: 3 clusters Score -161719 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -161721.906250 Penalty: 2413.241211 Iteration 19Q: 3 clusters Score -161721.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -161722.218750 Penalty: 2413.241211 Iteration 20F: 3 clusters Score -161722.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (78738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78738 members Entering Unmasked Estep Score: -7763147.500000 Penalty: 1832.005615 Iteration 0F: 2 clusters Score -7763148 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39178 members Mstep: Class 2 contains 39560 members Entering Unmasked Estep Score: -7710861.500000 Penalty: 3664.011230 Iteration 0F: 3 clusters Score -7710862 nChanged 37518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37528 members Mstep: Class 2 contains 41210 members Entering Unmasked Estep Score: -7732639.500000 Penalty: 3664.011230 Iteration 1F: 3 clusters Score -7732640 nChanged 3566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36264 members Mstep: Class 2 contains 42474 members Entering Unmasked Estep Score: -7734166.500000 Penalty: 3664.011230 Iteration 2Q: 3 clusters Score -7734166 nChanged 4184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34428 members Mstep: Class 2 contains 44310 members Entering Unmasked Estep Score: -7736346.500000 Penalty: 3664.011230 Iteration 3F: 3 clusters Score -7736346 nChanged 5043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31809 members Mstep: Class 2 contains 46929 members Entering Unmasked Estep Score: -7739727.500000 Penalty: 3664.011230 Iteration 4F: 3 clusters Score -7739728 nChanged 5773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28618 members Mstep: Class 2 contains 50120 members Entering Unmasked Estep Score: -7744638.000000 Penalty: 3664.011230 Iteration 5F: 3 clusters Score -7744638 nChanged 6028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25356 members Mstep: Class 2 contains 53382 members Entering Unmasked Estep Score: -7750894.000000 Penalty: 3664.011230 Iteration 6F: 3 clusters Score -7750894 nChanged 5362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22958 members Mstep: Class 2 contains 55780 members Entering Unmasked Estep Score: -7756574.000000 Penalty: 3664.011230 Iteration 7F: 3 clusters Score -7756574 nChanged 4011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21687 members Mstep: Class 2 contains 57051 members Entering Unmasked Estep Score: -7759972.000000 Penalty: 3664.011230 Iteration 8F: 3 clusters Score -7759972 nChanged 2733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20958 members Mstep: Class 2 contains 57780 members Entering Unmasked Estep Score: -7761666.500000 Penalty: 3664.011230 Iteration 9Q: 3 clusters Score -7761666 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20405 members Mstep: Class 2 contains 58333 members Entering Unmasked Estep Score: -7762624.500000 Penalty: 3664.011230 Iteration 10Q: 3 clusters Score -7762624 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19911 members Mstep: Class 2 contains 58827 members Entering Unmasked Estep Score: -7763400.500000 Penalty: 3664.011230 Iteration 11Q: 3 clusters Score -7763400 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19437 members Mstep: Class 2 contains 59301 members Entering Unmasked Estep Score: -7764101.000000 Penalty: 3664.011230 Iteration 12Q: 3 clusters Score -7764101 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18955 members Mstep: Class 2 contains 59783 members Entering Unmasked Estep Score: -7764747.500000 Penalty: 3664.011230 Iteration 13Q: 3 clusters Score -7764748 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18505 members Mstep: Class 2 contains 60233 members Entering Unmasked Estep Score: -7765340.000000 Penalty: 3664.011230 Iteration 14Q: 3 clusters Score -7765340 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18199 members Mstep: Class 2 contains 60539 members Entering Unmasked Estep Score: -7765983.500000 Penalty: 3664.011230 Iteration 15Q: 3 clusters Score -7765984 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17940 members Mstep: Class 2 contains 60798 members Entering Unmasked Estep Score: -7766857.000000 Penalty: 3664.011230 Iteration 16Q: 3 clusters Score -7766857 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17806 members Mstep: Class 2 contains 60932 members Entering Unmasked Estep Score: -7768013.000000 Penalty: 3664.011230 Iteration 17Q: 3 clusters Score -7768013 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17765 members Mstep: Class 2 contains 60973 members Entering Unmasked Estep Score: -7769085.500000 Penalty: 3664.011230 Iteration 18Q: 3 clusters Score -7769086 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17980 members Mstep: Class 2 contains 60758 members Entering Unmasked Estep Score: -7769747.500000 Penalty: 3664.011230 Iteration 19Q: 3 clusters Score -7769748 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18271 members Mstep: Class 2 contains 60467 members Entering Unmasked Estep Score: -7770244.000000 Penalty: 3664.011230 Iteration 20F: 3 clusters Score -7770244 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18603 members Mstep: Class 2 contains 60135 members Entering Unmasked Estep Score: -7770521.000000 Penalty: 3664.011230 Iteration 21Q: 3 clusters Score -7770521 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18983 members Mstep: Class 2 contains 59755 members Entering Unmasked Estep Score: -7770704.000000 Penalty: 3664.011230 Iteration 22Q: 3 clusters Score -7770704 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19322 members Mstep: Class 2 contains 59416 members Entering Unmasked Estep Score: -7770834.000000 Penalty: 3664.011230 Iteration 23Q: 3 clusters Score -7770834 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19653 members Mstep: Class 2 contains 59085 members Entering Unmasked Estep Score: -7770912.500000 Penalty: 3664.011230 Iteration 24Q: 3 clusters Score -7770912 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19943 members Mstep: Class 2 contains 58795 members Entering Unmasked Estep Score: -7770998.500000 Penalty: 3664.011230 Iteration 25Q: 3 clusters Score -7770998 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20188 members Mstep: Class 2 contains 58550 members Entering Unmasked Estep Score: -7771008.000000 Penalty: 3664.011230 Iteration 26Q: 3 clusters Score -7771008 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20404 members Mstep: Class 2 contains 58334 members Entering Unmasked Estep Score: -7771066.000000 Penalty: 3664.011230 Iteration 27Q: 3 clusters Score -7771066 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20609 members Mstep: Class 2 contains 58129 members Entering Unmasked Estep Score: -7771087.500000 Penalty: 3664.011230 Iteration 28Q: 3 clusters Score -7771088 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20807 members Mstep: Class 2 contains 57931 members Entering Unmasked Estep Score: -7771130.500000 Penalty: 3664.011230 Iteration 29Q: 3 clusters Score -7771130 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20949 members Mstep: Class 2 contains 57789 members Entering Unmasked Estep Score: -7771135.000000 Penalty: 3664.011230 Iteration 30Q: 3 clusters Score -7771135 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21073 members Mstep: Class 2 contains 57665 members Entering Unmasked Estep Score: -7771155.000000 Penalty: 3664.011230 Iteration 31Q: 3 clusters Score -7771155 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21171 members Mstep: Class 2 contains 57567 members Entering Unmasked Estep Score: -7771170.000000 Penalty: 3664.011230 Iteration 32Q: 3 clusters Score -7771170 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21261 members Mstep: Class 2 contains 57477 members Entering Unmasked Estep Score: -7771166.000000 Penalty: 3664.011230 Iteration 33Q: 3 clusters Score -7771166 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21331 members Mstep: Class 2 contains 57407 members Entering Unmasked Estep Score: -7771163.000000 Penalty: 3664.011230 Iteration 34Q: 3 clusters Score -7771163 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21404 members Mstep: Class 2 contains 57334 members Entering Unmasked Estep Score: -7771189.000000 Penalty: 3664.011230 Iteration 35Q: 3 clusters Score -7771189 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21463 members Mstep: Class 2 contains 57275 members Entering Unmasked Estep Score: -7771175.000000 Penalty: 3664.011230 Iteration 36Q: 3 clusters Score -7771175 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21516 members Mstep: Class 2 contains 57222 members Entering Unmasked Estep Score: -7771190.000000 Penalty: 3664.011230 Iteration 37Q: 3 clusters Score -7771190 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21569 members Mstep: Class 2 contains 57169 members Entering Unmasked Estep Score: -7771177.500000 Penalty: 3664.011230 Iteration 38Q: 3 clusters Score -7771178 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21613 members Mstep: Class 2 contains 57125 members Entering Unmasked Estep Score: -7771182.500000 Penalty: 3664.011230 Iteration 39Q: 3 clusters Score -7771182 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21640 members Mstep: Class 2 contains 57098 members Entering Unmasked Estep Score: -7771176.500000 Penalty: 3664.011230 Iteration 40F: 3 clusters Score -7771176 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21668 members Mstep: Class 2 contains 57070 members Entering Unmasked Estep Score: -7771163.500000 Penalty: 3664.011230 Iteration 41Q: 3 clusters Score -7771164 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21691 members Mstep: Class 2 contains 57047 members Entering Unmasked Estep Score: -7771161.000000 Penalty: 3664.011230 Iteration 42Q: 3 clusters Score -7771161 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21714 members Mstep: Class 2 contains 57024 members Entering Unmasked Estep Score: -7771140.500000 Penalty: 3664.011230 Iteration 43Q: 3 clusters Score -7771140 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21733 members Mstep: Class 2 contains 57005 members Entering Unmasked Estep Score: -7771141.000000 Penalty: 3664.011230 Iteration 44Q: 3 clusters Score -7771141 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21755 members Mstep: Class 2 contains 56983 members Entering Unmasked Estep Score: -7771154.000000 Penalty: 3664.011230 Iteration 45Q: 3 clusters Score -7771154 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21767 members Mstep: Class 2 contains 56971 members Entering Unmasked Estep Score: -7771163.000000 Penalty: 3664.011230 Iteration 46Q: 3 clusters Score -7771163 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21786 members Mstep: Class 2 contains 56952 members Entering Unmasked Estep Score: -7771161.500000 Penalty: 3664.011230 Iteration 47Q: 3 clusters Score -7771162 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21803 members Mstep: Class 2 contains 56935 members Entering Unmasked Estep Score: -7771170.500000 Penalty: 3664.011230 Iteration 48Q: 3 clusters Score -7771170 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21822 members Mstep: Class 2 contains 56916 members Entering Unmasked Estep Score: -7771170.500000 Penalty: 3664.011230 Iteration 49Q: 3 clusters Score -7771170 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21841 members Mstep: Class 2 contains 56897 members Entering Unmasked Estep Score: -7771164.000000 Penalty: 3664.011230 Iteration 50Q: 3 clusters Score -7771164 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21862 members Mstep: Class 2 contains 56876 members Entering Unmasked Estep Score: -7771163.500000 Penalty: 3664.011230 Iteration 51Q: 3 clusters Score -7771164 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21874 members Mstep: Class 2 contains 56864 members Entering Unmasked Estep Score: -7771165.000000 Penalty: 3664.011230 Iteration 52Q: 3 clusters Score -7771165 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21885 members Mstep: Class 2 contains 56853 members Entering Unmasked Estep Score: -7771166.500000 Penalty: 3664.011230 Iteration 53Q: 3 clusters Score -7771166 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21896 members Mstep: Class 2 contains 56842 members Entering Unmasked Estep Score: -7771165.000000 Penalty: 3664.011230 Iteration 54Q: 3 clusters Score -7771165 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21904 members Mstep: Class 2 contains 56834 members Entering Unmasked Estep Score: -7771165.000000 Penalty: 3664.011230 Iteration 55Q: 3 clusters Score -7771165 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21912 members Mstep: Class 2 contains 56826 members Entering Unmasked Estep Score: -7771157.000000 Penalty: 3664.011230 Iteration 56Q: 3 clusters Score -7771157 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21922 members Mstep: Class 2 contains 56816 members Entering Unmasked Estep Score: -7771167.500000 Penalty: 3664.011230 Iteration 57Q: 3 clusters Score -7771168 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21935 members Mstep: Class 2 contains 56803 members Entering Unmasked Estep Score: -7771177.500000 Penalty: 3664.011230 Iteration 58Q: 3 clusters Score -7771178 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21950 members Mstep: Class 2 contains 56788 members Entering Unmasked Estep Score: -7771173.500000 Penalty: 3664.011230 Iteration 59Q: 3 clusters Score -7771174 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21959 members Mstep: Class 2 contains 56779 members Entering Unmasked Estep Score: -7771190.000000 Penalty: 3664.011230 Iteration 60F: 3 clusters Score -7771190 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21963 members Mstep: Class 2 contains 56775 members Entering Unmasked Estep Score: -7771180.500000 Penalty: 3664.011230 Iteration 61Q: 3 clusters Score -7771180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21968 members Mstep: Class 2 contains 56770 members Entering Unmasked Estep Score: -7771191.000000 Penalty: 3664.011230 Iteration 62Q: 3 clusters Score -7771191 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21970 members Mstep: Class 2 contains 56768 members Entering Unmasked Estep Score: -7771187.000000 Penalty: 3664.011230 Iteration 63Q: 3 clusters Score -7771187 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21973 members Mstep: Class 2 contains 56765 members Entering Unmasked Estep Score: -7771188.000000 Penalty: 3664.011230 Iteration 64Q: 3 clusters Score -7771188 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21976 members Mstep: Class 2 contains 56762 members Entering Unmasked Estep Score: -7771184.000000 Penalty: 3664.011230 Iteration 65Q: 3 clusters Score -7771184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21978 members Mstep: Class 2 contains 56760 members Entering Unmasked Estep Score: -7771186.000000 Penalty: 3664.011230 Iteration 66Q: 3 clusters Score -7771186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21978 members Mstep: Class 2 contains 56760 members Entering Unmasked Estep Score: -7771186.000000 Penalty: 3664.011230 Iteration 67F: 3 clusters Score -7771186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 4119 members Mstep: Class 3 contains 237 members Mstep: Class 4 contains 12625 members Mstep: Class 5 contains 56760 members Mstep: Class 6 contains 658 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 21978 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 6646 members Mstep: Class 12 contains 517 members Mstep: Class 13 contains 509 members Mstep: Class 16 contains 18504 members Mstep: Class 17 contains 25556 members Mstep: Class 19 contains 5721 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 24683 members Mstep: Class 22 contains 6268 members Mstep: Class 23 contains 1011 members Entering Unmasked Estep Score: -22227922.000000 Penalty: 38134.886719 Splitting cluster 8 changes total score from -22219720.000000 to -22227922.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 10 (1346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Entering Unmasked Estep Score: -132161.093750 Penalty: 1170.795044 Iteration 0F: 2 clusters Score -132161.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -130512.093750 Penalty: 2341.590088 Iteration 0F: 3 clusters Score -130512.1 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -130854.242188 Penalty: 2341.590088 Iteration 1F: 3 clusters Score -130854.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -130949.187500 Penalty: 2341.590088 Iteration 2F: 3 clusters Score -130949.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -131005.898438 Penalty: 2341.590088 Iteration 3Q: 3 clusters Score -131005.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -131048.421875 Penalty: 2341.590088 Iteration 4Q: 3 clusters Score -131048.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -131099.015625 Penalty: 2341.590088 Iteration 5Q: 3 clusters Score -131099 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -131130.437500 Penalty: 2341.590088 Iteration 6Q: 3 clusters Score -131130.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -131162.140625 Penalty: 2341.590088 Iteration 7Q: 3 clusters Score -131162.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -131181.484375 Penalty: 2341.590088 Iteration 8Q: 3 clusters Score -131181.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -131191.156250 Penalty: 2341.590088 Iteration 9Q: 3 clusters Score -131191.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -131200.187500 Penalty: 2341.590088 Iteration 10Q: 3 clusters Score -131200.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -131209.875000 Penalty: 2341.590088 Iteration 11Q: 3 clusters Score -131209.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -131214.843750 Penalty: 2341.590088 Iteration 12Q: 3 clusters Score -131214.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -131222.046875 Penalty: 2341.590088 Iteration 13Q: 3 clusters Score -131222 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -131228.765625 Penalty: 2341.590088 Iteration 14Q: 3 clusters Score -131228.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -131233.531250 Penalty: 2341.590088 Iteration 15Q: 3 clusters Score -131233.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -131237.515625 Penalty: 2341.590088 Iteration 16Q: 3 clusters Score -131237.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -131240.156250 Penalty: 2341.590088 Iteration 17Q: 3 clusters Score -131240.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -131242.203125 Penalty: 2341.590088 Iteration 18Q: 3 clusters Score -131242.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -131244.859375 Penalty: 2341.590088 Iteration 19Q: 3 clusters Score -131244.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -131248.687500 Penalty: 2341.590088 Iteration 20F: 3 clusters Score -131248.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -131251.671875 Penalty: 2341.590088 Iteration 21Q: 3 clusters Score -131251.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -131256.031250 Penalty: 2341.590088 Iteration 22Q: 3 clusters Score -131256 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -131259.046875 Penalty: 2341.590088 Iteration 23Q: 3 clusters Score -131259 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -131262.859375 Penalty: 2341.590088 Iteration 24Q: 3 clusters Score -131262.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -131264.750000 Penalty: 2341.590088 Iteration 25Q: 3 clusters Score -131264.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -131264.906250 Penalty: 2341.590088 Iteration 26Q: 3 clusters Score -131264.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -131266.640625 Penalty: 2341.590088 Iteration 27Q: 3 clusters Score -131266.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -131269.515625 Penalty: 2341.590088 Iteration 28Q: 3 clusters Score -131269.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -131272.843750 Penalty: 2341.590088 Iteration 29Q: 3 clusters Score -131272.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -131279.625000 Penalty: 2341.590088 Iteration 30Q: 3 clusters Score -131279.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -131285.265625 Penalty: 2341.590088 Iteration 31Q: 3 clusters Score -131285.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -131290.156250 Penalty: 2341.590088 Iteration 32Q: 3 clusters Score -131290.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -131297.265625 Penalty: 2341.590088 Iteration 33Q: 3 clusters Score -131297.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -131300.250000 Penalty: 2341.590088 Iteration 34Q: 3 clusters Score -131300.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -131300.421875 Penalty: 2341.590088 Iteration 35Q: 3 clusters Score -131300.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -131300.421875 Penalty: 2341.590088 Iteration 36F: 3 clusters Score -131300.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Entering Unmasked Estep Score: -645601.687500 Penalty: 1430.287720 Iteration 0F: 2 clusters Score -645601.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -640692.875000 Penalty: 2860.575439 Iteration 0F: 3 clusters Score -640692.9 nChanged 2801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -642689.375000 Penalty: 2860.575439 Iteration 1F: 3 clusters Score -642689.4 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -643871.375000 Penalty: 2860.575439 Iteration 2F: 3 clusters Score -643871.4 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -645500.562500 Penalty: 2860.575439 Iteration 3F: 3 clusters Score -645500.6 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -646363.687500 Penalty: 2860.575439 Iteration 4F: 3 clusters Score -646363.7 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -646887.687500 Penalty: 2860.575439 Iteration 5F: 3 clusters Score -646887.7 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -647273.437500 Penalty: 2860.575439 Iteration 6Q: 3 clusters Score -647273.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -647494.312500 Penalty: 2860.575439 Iteration 7Q: 3 clusters Score -647494.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -647619.125000 Penalty: 2860.575439 Iteration 8Q: 3 clusters Score -647619.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -647667.000000 Penalty: 2860.575439 Iteration 9Q: 3 clusters Score -647667 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -647683.812500 Penalty: 2860.575439 Iteration 10Q: 3 clusters Score -647683.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -647689.250000 Penalty: 2860.575439 Iteration 11Q: 3 clusters Score -647689.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -647691.000000 Penalty: 2860.575439 Iteration 12Q: 3 clusters Score -647691 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -647691.687500 Penalty: 2860.575439 Iteration 13Q: 3 clusters Score -647691.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -647692.500000 Penalty: 2860.575439 Iteration 14Q: 3 clusters Score -647692.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -647691.875000 Penalty: 2860.575439 Iteration 15Q: 3 clusters Score -647691.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -647693.062500 Penalty: 2860.575439 Iteration 16Q: 3 clusters Score -647693.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -647691.312500 Penalty: 2860.575439 Iteration 17Q: 3 clusters Score -647691.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -647691.312500 Penalty: 2860.575439 Iteration 18F: 3 clusters Score -647691.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 4119 members Mstep: Class 3 contains 237 members Mstep: Class 4 contains 12625 members Mstep: Class 5 contains 56760 members Mstep: Class 6 contains 658 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 21978 members Mstep: Class 9 contains 2474 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 4172 members Mstep: Class 12 contains 517 members Mstep: Class 13 contains 509 members Mstep: Class 16 contains 18504 members Mstep: Class 17 contains 25556 members Mstep: Class 19 contains 5721 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 24683 members Mstep: Class 22 contains 6268 members Mstep: Class 23 contains 1011 members Entering Unmasked Estep Score: -22229454.000000 Penalty: 40141.984375 Splitting cluster 11 changes total score from -22219720.000000 to -22229454.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 12 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -43507.554688 Penalty: 1015.307007 Iteration 0F: 2 clusters Score -43507.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -42501.695312 Penalty: 2030.614014 Iteration 0F: 3 clusters Score -42501.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -42708.472656 Penalty: 2030.614014 Iteration 1F: 3 clusters Score -42708.47 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -42813.628906 Penalty: 2030.614014 Iteration 2F: 3 clusters Score -42813.63 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -42952.640625 Penalty: 2030.614014 Iteration 3F: 3 clusters Score -42952.64 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -43032.660156 Penalty: 2030.614014 Iteration 4F: 3 clusters Score -43032.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -43096.667969 Penalty: 2030.614014 Iteration 5Q: 3 clusters Score -43096.67 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -43207.464844 Penalty: 2030.614014 Iteration 6Q: 3 clusters Score -43207.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -43316.683594 Penalty: 2030.614014 Iteration 7Q: 3 clusters Score -43316.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -43392.257812 Penalty: 2030.614014 Iteration 8Q: 3 clusters Score -43392.26 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -43466.117188 Penalty: 2030.614014 Iteration 9Q: 3 clusters Score -43466.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -43503.894531 Penalty: 2030.614014 Iteration 10Q: 3 clusters Score -43503.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -43545.117188 Penalty: 2030.614014 Iteration 11Q: 3 clusters Score -43545.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -43601.648438 Penalty: 2030.614014 Iteration 12Q: 3 clusters Score -43601.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -43630.910156 Penalty: 2030.614014 Iteration 13Q: 3 clusters Score -43630.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -43634.007812 Penalty: 2030.614014 Iteration 14Q: 3 clusters Score -43634.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -43663.710938 Penalty: 2030.614014 Iteration 15F: 3 clusters Score -43663.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -43717.453125 Penalty: 2030.614014 Iteration 16Q: 3 clusters Score -43717.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -43727.964844 Penalty: 2030.614014 Iteration 17Q: 3 clusters Score -43727.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -43728.457031 Penalty: 2030.614014 Iteration 18Q: 3 clusters Score -43728.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -43728.457031 Penalty: 2030.614014 Iteration 19F: 3 clusters Score -43728.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 4119 members Mstep: Class 3 contains 237 members Mstep: Class 4 contains 12625 members Mstep: Class 5 contains 56760 members Mstep: Class 6 contains 658 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 21978 members Mstep: Class 9 contains 2474 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 4172 members Mstep: Class 12 contains 240 members Mstep: Class 13 contains 509 members Mstep: Class 14 contains 277 members Mstep: Class 16 contains 18504 members Mstep: Class 17 contains 25556 members Mstep: Class 19 contains 5721 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 24683 members Mstep: Class 22 contains 6268 members Mstep: Class 23 contains 1011 members Entering Unmasked Estep Score: -22228676.000000 Penalty: 42149.085938 Splitting cluster 12 changes total score from -22219720.000000 to -22228676.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 13 (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: -41520.066406 Penalty: 1012.772827 Iteration 0F: 2 clusters Score -41520.07 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 256 members Entering Unmasked Estep Score: -40536.292969 Penalty: 2025.545654 Iteration 0F: 3 clusters Score -40536.29 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -40730.191406 Penalty: 2025.545654 Iteration 1F: 3 clusters Score -40730.19 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -40805.628906 Penalty: 2025.545654 Iteration 2F: 3 clusters Score -40805.63 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -40857.746094 Penalty: 2025.545654 Iteration 3Q: 3 clusters Score -40857.75 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -40913.507812 Penalty: 2025.545654 Iteration 4Q: 3 clusters Score -40913.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -40937.019531 Penalty: 2025.545654 Iteration 5Q: 3 clusters Score -40937.02 nChanged 9 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: -40958.785156 Penalty: 2025.545654 Iteration 6Q: 3 clusters Score -40958.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -40968.179688 Penalty: 2025.545654 Iteration 7Q: 3 clusters Score -40968.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -40973.097656 Penalty: 2025.545654 Iteration 8Q: 3 clusters Score -40973.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -40987.433594 Penalty: 2025.545654 Iteration 9Q: 3 clusters Score -40987.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -40989.437500 Penalty: 2025.545654 Iteration 10Q: 3 clusters Score -40989.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -40990.000000 Penalty: 2025.545654 Iteration 11Q: 3 clusters Score -40990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -40994.503906 Penalty: 2025.545654 Iteration 12Q: 3 clusters Score -40994.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -41000.472656 Penalty: 2025.545654 Iteration 13Q: 3 clusters Score -41000.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -41004.332031 Penalty: 2025.545654 Iteration 14Q: 3 clusters Score -41004.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -41014.035156 Penalty: 2025.545654 Iteration 15Q: 3 clusters Score -41014.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -41023.152344 Penalty: 2025.545654 Iteration 16Q: 3 clusters Score -41023.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -41027.226562 Penalty: 2025.545654 Iteration 17Q: 3 clusters Score -41027.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -41033.871094 Penalty: 2025.545654 Iteration 18Q: 3 clusters Score -41033.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -41034.777344 Penalty: 2025.545654 Iteration 19Q: 3 clusters Score -41034.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -41034.777344 Penalty: 2025.545654 Iteration 20F: 3 clusters Score -41034.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (18504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18504 members Entering Unmasked Estep Score: -1869744.000000 Penalty: 1596.682983 Iteration 0F: 2 clusters Score -1869744 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 9192 members Entering Unmasked Estep Score: -1857141.750000 Penalty: 3193.365967 Iteration 0F: 3 clusters Score -1857142 nChanged 8305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 8671 members Entering Unmasked Estep Score: -1862187.250000 Penalty: 3193.365967 Iteration 1F: 3 clusters Score -1862187 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10256 members Mstep: Class 2 contains 8248 members Entering Unmasked Estep Score: -1863322.125000 Penalty: 3193.365967 Iteration 2F: 3 clusters Score -1863322 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10903 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -1864925.625000 Penalty: 3193.365967 Iteration 3F: 3 clusters Score -1864926 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11724 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -1866511.500000 Penalty: 3193.365967 Iteration 4F: 3 clusters Score -1866512 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12440 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -1867615.625000 Penalty: 3193.365967 Iteration 5F: 3 clusters Score -1867616 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12954 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1868260.625000 Penalty: 3193.365967 Iteration 6F: 3 clusters Score -1868261 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13276 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -1868584.875000 Penalty: 3193.365967 Iteration 7Q: 3 clusters Score -1868585 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13520 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -1868785.375000 Penalty: 3193.365967 Iteration 8Q: 3 clusters Score -1868785 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13726 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -1868913.375000 Penalty: 3193.365967 Iteration 9Q: 3 clusters Score -1868913 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13905 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -1868986.000000 Penalty: 3193.365967 Iteration 10Q: 3 clusters Score -1868986 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14065 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -1869034.500000 Penalty: 3193.365967 Iteration 11Q: 3 clusters Score -1869034 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14189 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -1869084.250000 Penalty: 3193.365967 Iteration 12Q: 3 clusters Score -1869084 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1869106.250000 Penalty: 3193.365967 Iteration 13Q: 3 clusters Score -1869106 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14403 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -1869140.750000 Penalty: 3193.365967 Iteration 14Q: 3 clusters Score -1869141 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14495 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -1869162.875000 Penalty: 3193.365967 Iteration 15Q: 3 clusters Score -1869163 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14592 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -1869188.125000 Penalty: 3193.365967 Iteration 16Q: 3 clusters Score -1869188 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14680 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -1869223.875000 Penalty: 3193.365967 Iteration 17Q: 3 clusters Score -1869224 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14758 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1869249.750000 Penalty: 3193.365967 Iteration 18Q: 3 clusters Score -1869250 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14846 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -1869277.125000 Penalty: 3193.365967 Iteration 19Q: 3 clusters Score -1869277 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14920 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -1869293.875000 Penalty: 3193.365967 Iteration 20F: 3 clusters Score -1869294 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14997 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1869326.875000 Penalty: 3193.365967 Iteration 21Q: 3 clusters Score -1869327 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15064 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1869339.125000 Penalty: 3193.365967 Iteration 22Q: 3 clusters Score -1869339 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15144 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -1869362.875000 Penalty: 3193.365967 Iteration 23Q: 3 clusters Score -1869363 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15216 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1869396.750000 Penalty: 3193.365967 Iteration 24Q: 3 clusters Score -1869397 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15278 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1869422.250000 Penalty: 3193.365967 Iteration 25Q: 3 clusters Score -1869422 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15344 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -1869440.500000 Penalty: 3193.365967 Iteration 26Q: 3 clusters Score -1869440 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15403 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -1869455.875000 Penalty: 3193.365967 Iteration 27Q: 3 clusters Score -1869456 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15455 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -1869465.500000 Penalty: 3193.365967 Iteration 28Q: 3 clusters Score -1869466 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15503 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -1869480.750000 Penalty: 3193.365967 Iteration 29Q: 3 clusters Score -1869481 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15542 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -1869484.750000 Penalty: 3193.365967 Iteration 30Q: 3 clusters Score -1869485 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15585 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -1869491.750000 Penalty: 3193.365967 Iteration 31Q: 3 clusters Score -1869492 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15624 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1869496.250000 Penalty: 3193.365967 Iteration 32Q: 3 clusters Score -1869496 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15657 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -1869505.500000 Penalty: 3193.365967 Iteration 33Q: 3 clusters Score -1869506 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15693 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -1869513.125000 Penalty: 3193.365967 Iteration 34Q: 3 clusters Score -1869513 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15725 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -1869519.750000 Penalty: 3193.365967 Iteration 35Q: 3 clusters Score -1869520 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15743 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -1869520.250000 Penalty: 3193.365967 Iteration 36Q: 3 clusters Score -1869520 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15765 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -1869521.500000 Penalty: 3193.365967 Iteration 37Q: 3 clusters Score -1869522 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15782 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1869520.375000 Penalty: 3193.365967 Iteration 38Q: 3 clusters Score -1869520 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15799 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -1869523.125000 Penalty: 3193.365967 Iteration 39Q: 3 clusters Score -1869523 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15811 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1869523.000000 Penalty: 3193.365967 Iteration 40F: 3 clusters Score -1869523 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15820 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -1869527.250000 Penalty: 3193.365967 Iteration 41Q: 3 clusters Score -1869527 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15829 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -1869531.875000 Penalty: 3193.365967 Iteration 42Q: 3 clusters Score -1869532 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15847 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -1869535.250000 Penalty: 3193.365967 Iteration 43Q: 3 clusters Score -1869535 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15861 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -1869534.000000 Penalty: 3193.365967 Iteration 44Q: 3 clusters Score -1869534 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15869 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -1869534.250000 Penalty: 3193.365967 Iteration 45Q: 3 clusters Score -1869534 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15879 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -1869534.625000 Penalty: 3193.365967 Iteration 46Q: 3 clusters Score -1869535 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15887 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -1869538.750000 Penalty: 3193.365967 Iteration 47Q: 3 clusters Score -1869539 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15901 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -1869539.000000 Penalty: 3193.365967 Iteration 48Q: 3 clusters Score -1869539 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15913 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -1869541.000000 Penalty: 3193.365967 Iteration 49Q: 3 clusters Score -1869541 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15923 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -1869543.125000 Penalty: 3193.365967 Iteration 50Q: 3 clusters Score -1869543 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15932 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1869543.125000 Penalty: 3193.365967 Iteration 51Q: 3 clusters Score -1869543 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15934 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -1869542.625000 Penalty: 3193.365967 Iteration 52Q: 3 clusters Score -1869543 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15936 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1869541.375000 Penalty: 3193.365967 Iteration 53Q: 3 clusters Score -1869541 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15936 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1869541.375000 Penalty: 3193.365967 Iteration 54F: 3 clusters Score -1869541 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (25556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25556 members Entering Unmasked Estep Score: -2404096.250000 Penalty: 1649.151978 Iteration 0F: 2 clusters Score -2404096 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12757 members Mstep: Class 2 contains 12799 members Entering Unmasked Estep Score: -2386806.250000 Penalty: 3298.303955 Iteration 0F: 3 clusters Score -2386806 nChanged 11637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12644 members Mstep: Class 2 contains 12912 members Entering Unmasked Estep Score: -2393856.000000 Penalty: 3298.303955 Iteration 1F: 3 clusters Score -2393856 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12416 members Mstep: Class 2 contains 13140 members Entering Unmasked Estep Score: -2396274.750000 Penalty: 3298.303955 Iteration 2F: 3 clusters Score -2396275 nChanged 2441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 14233 members Entering Unmasked Estep Score: -2400451.000000 Penalty: 3298.303955 Iteration 3F: 3 clusters Score -2400451 nChanged 3239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8994 members Mstep: Class 2 contains 16562 members Entering Unmasked Estep Score: -2404412.250000 Penalty: 3298.303955 Iteration 4F: 3 clusters Score -2404412 nChanged 2721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 18609 members Entering Unmasked Estep Score: -2406971.250000 Penalty: 3298.303955 Iteration 5F: 3 clusters Score -2406971 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 19720 members Entering Unmasked Estep Score: -2408019.500000 Penalty: 3298.303955 Iteration 6F: 3 clusters Score -2408020 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 20139 members Entering Unmasked Estep Score: -2408292.750000 Penalty: 3298.303955 Iteration 7Q: 3 clusters Score -2408293 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 20313 members Entering Unmasked Estep Score: -2408385.250000 Penalty: 3298.303955 Iteration 8Q: 3 clusters Score -2408385 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 20391 members Entering Unmasked Estep Score: -2408406.500000 Penalty: 3298.303955 Iteration 9Q: 3 clusters Score -2408406 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 20433 members Entering Unmasked Estep Score: -2408414.000000 Penalty: 3298.303955 Iteration 10Q: 3 clusters Score -2408414 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 20463 members Entering Unmasked Estep Score: -2408419.250000 Penalty: 3298.303955 Iteration 11Q: 3 clusters Score -2408419 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 20482 members Entering Unmasked Estep Score: -2408418.750000 Penalty: 3298.303955 Iteration 12Q: 3 clusters Score -2408419 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 20502 members Entering Unmasked Estep Score: -2408423.500000 Penalty: 3298.303955 Iteration 13Q: 3 clusters Score -2408424 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 20513 members Entering Unmasked Estep Score: -2408424.750000 Penalty: 3298.303955 Iteration 14Q: 3 clusters Score -2408425 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 20524 members Entering Unmasked Estep Score: -2408425.000000 Penalty: 3298.303955 Iteration 15Q: 3 clusters Score -2408425 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 20529 members Entering Unmasked Estep Score: -2408421.500000 Penalty: 3298.303955 Iteration 16Q: 3 clusters Score -2408422 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 20535 members Entering Unmasked Estep Score: -2408421.250000 Penalty: 3298.303955 Iteration 17Q: 3 clusters Score -2408421 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 20539 members Entering Unmasked Estep Score: -2408422.500000 Penalty: 3298.303955 Iteration 18Q: 3 clusters Score -2408422 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 20544 members Entering Unmasked Estep Score: -2408424.500000 Penalty: 3298.303955 Iteration 19Q: 3 clusters Score -2408424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 20544 members Entering Unmasked Estep Score: -2408424.000000 Penalty: 3298.303955 Iteration 20F: 3 clusters Score -2408424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 20546 members Entering Unmasked Estep Score: -2408423.750000 Penalty: 3298.303955 Iteration 21Q: 3 clusters Score -2408424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 20547 members Entering Unmasked Estep Score: -2408426.500000 Penalty: 3298.303955 Iteration 22Q: 3 clusters Score -2408426 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 20549 members Entering Unmasked Estep Score: -2408424.000000 Penalty: 3298.303955 Iteration 23Q: 3 clusters Score -2408424 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 20549 members Entering Unmasked Estep Score: -2408424.000000 Penalty: 3298.303955 Iteration 24F: 3 clusters Score -2408424 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 4119 members Mstep: Class 3 contains 237 members Mstep: Class 4 contains 12625 members Mstep: Class 5 contains 56760 members Mstep: Class 6 contains 658 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 21978 members Mstep: Class 9 contains 2474 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 4172 members Mstep: Class 12 contains 240 members Mstep: Class 13 contains 509 members Mstep: Class 14 contains 277 members Mstep: Class 15 contains 20549 members Mstep: Class 16 contains 18504 members Mstep: Class 17 contains 5007 members Mstep: Class 19 contains 5721 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 24683 members Mstep: Class 22 contains 6268 members Mstep: Class 23 contains 1011 members Entering Unmasked Estep Score: -22232628.000000 Penalty: 44156.183594 Splitting cluster 17 changes total score from -22219720.000000 to -22232628.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 19 (5721 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Entering Unmasked Estep Score: -557906.375000 Penalty: 1405.933594 Iteration 0F: 2 clusters Score -557906.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -553487.937500 Penalty: 2811.867188 Iteration 0F: 3 clusters Score -553487.9 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -555178.187500 Penalty: 2811.867188 Iteration 1F: 3 clusters Score -555178.2 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -555990.312500 Penalty: 2811.867188 Iteration 2F: 3 clusters Score -555990.3 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -556775.437500 Penalty: 2811.867188 Iteration 3F: 3 clusters Score -556775.4 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -557558.875000 Penalty: 2811.867188 Iteration 4F: 3 clusters Score -557558.9 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -558004.937500 Penalty: 2811.867188 Iteration 5F: 3 clusters Score -558004.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -558197.062500 Penalty: 2811.867188 Iteration 6Q: 3 clusters Score -558197.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -558260.187500 Penalty: 2811.867188 Iteration 7Q: 3 clusters Score -558260.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -558285.875000 Penalty: 2811.867188 Iteration 8Q: 3 clusters Score -558285.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -558301.937500 Penalty: 2811.867188 Iteration 9Q: 3 clusters Score -558301.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -558312.562500 Penalty: 2811.867188 Iteration 10Q: 3 clusters Score -558312.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -558322.437500 Penalty: 2811.867188 Iteration 11Q: 3 clusters Score -558322.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -558325.937500 Penalty: 2811.867188 Iteration 12Q: 3 clusters Score -558325.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -558330.750000 Penalty: 2811.867188 Iteration 13Q: 3 clusters Score -558330.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -558340.437500 Penalty: 2811.867188 Iteration 14Q: 3 clusters Score -558340.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -558348.187500 Penalty: 2811.867188 Iteration 15Q: 3 clusters Score -558348.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -558352.375000 Penalty: 2811.867188 Iteration 16Q: 3 clusters Score -558352.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -558357.312500 Penalty: 2811.867188 Iteration 17Q: 3 clusters Score -558357.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -558360.187500 Penalty: 2811.867188 Iteration 18Q: 3 clusters Score -558360.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -558364.125000 Penalty: 2811.867188 Iteration 19Q: 3 clusters Score -558364.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -558368.875000 Penalty: 2811.867188 Iteration 20F: 3 clusters Score -558368.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -558376.875000 Penalty: 2811.867188 Iteration 21Q: 3 clusters Score -558376.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -558384.062500 Penalty: 2811.867188 Iteration 22Q: 3 clusters Score -558384.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -558396.187500 Penalty: 2811.867188 Iteration 23Q: 3 clusters Score -558396.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -558405.875000 Penalty: 2811.867188 Iteration 24Q: 3 clusters Score -558405.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -558421.000000 Penalty: 2811.867188 Iteration 25Q: 3 clusters Score -558421 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -558435.625000 Penalty: 2811.867188 Iteration 26Q: 3 clusters Score -558435.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -558453.562500 Penalty: 2811.867188 Iteration 27Q: 3 clusters Score -558453.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -558470.250000 Penalty: 2811.867188 Iteration 28Q: 3 clusters Score -558470.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -558486.250000 Penalty: 2811.867188 Iteration 29Q: 3 clusters Score -558486.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -558496.687500 Penalty: 2811.867188 Iteration 30Q: 3 clusters Score -558496.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -558504.437500 Penalty: 2811.867188 Iteration 31Q: 3 clusters Score -558504.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -558508.375000 Penalty: 2811.867188 Iteration 32Q: 3 clusters Score -558508.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -558514.000000 Penalty: 2811.867188 Iteration 33Q: 3 clusters Score -558514 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -558517.750000 Penalty: 2811.867188 Iteration 34Q: 3 clusters Score -558517.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -558522.000000 Penalty: 2811.867188 Iteration 35Q: 3 clusters Score -558522 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -558525.125000 Penalty: 2811.867188 Iteration 36Q: 3 clusters Score -558525.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -558527.625000 Penalty: 2811.867188 Iteration 37Q: 3 clusters Score -558527.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -558531.125000 Penalty: 2811.867188 Iteration 38Q: 3 clusters Score -558531.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -558532.187500 Penalty: 2811.867188 Iteration 39Q: 3 clusters Score -558532.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -558532.625000 Penalty: 2811.867188 Iteration 40F: 3 clusters Score -558532.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -558533.750000 Penalty: 2811.867188 Iteration 41Q: 3 clusters Score -558533.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -558535.312500 Penalty: 2811.867188 Iteration 42Q: 3 clusters Score -558535.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -558538.937500 Penalty: 2811.867188 Iteration 43Q: 3 clusters Score -558538.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -558539.687500 Penalty: 2811.867188 Iteration 44Q: 3 clusters Score -558539.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -558543.000000 Penalty: 2811.867188 Iteration 45Q: 3 clusters Score -558543 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -558543.250000 Penalty: 2811.867188 Iteration 46Q: 3 clusters Score -558543.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -558545.125000 Penalty: 2811.867188 Iteration 47Q: 3 clusters Score -558545.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -558546.125000 Penalty: 2811.867188 Iteration 48Q: 3 clusters Score -558546.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -558547.687500 Penalty: 2811.867188 Iteration 49Q: 3 clusters Score -558547.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -558549.500000 Penalty: 2811.867188 Iteration 50Q: 3 clusters Score -558549.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -558549.250000 Penalty: 2811.867188 Iteration 51Q: 3 clusters Score -558549.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -558549.375000 Penalty: 2811.867188 Iteration 52Q: 3 clusters Score -558549.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -558549.562500 Penalty: 2811.867188 Iteration 53Q: 3 clusters Score -558549.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -558550.125000 Penalty: 2811.867188 Iteration 54Q: 3 clusters Score -558550.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -558550.125000 Penalty: 2811.867188 Iteration 55F: 3 clusters Score -558550.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 4119 members Mstep: Class 3 contains 237 members Mstep: Class 4 contains 12625 members Mstep: Class 5 contains 56760 members Mstep: Class 6 contains 658 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 21978 members Mstep: Class 9 contains 2474 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 4172 members Mstep: Class 12 contains 240 members Mstep: Class 13 contains 509 members Mstep: Class 14 contains 277 members Mstep: Class 15 contains 20549 members Mstep: Class 16 contains 18504 members Mstep: Class 17 contains 5007 members Mstep: Class 18 contains 4485 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 5562 members Mstep: Class 21 contains 24683 members Mstep: Class 22 contains 6268 members Mstep: Class 23 contains 1011 members Entering Unmasked Estep Score: -22232764.000000 Penalty: 46163.285156 Splitting cluster 19 changes total score from -22219720.000000 to -22232764.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 20 (5562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Entering Unmasked Estep Score: -537645.750000 Penalty: 1401.353394 Iteration 0F: 2 clusters Score -537645.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -533351.312500 Penalty: 2802.706787 Iteration 0F: 3 clusters Score -533351.3 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -534661.375000 Penalty: 2802.706787 Iteration 1F: 3 clusters Score -534661.4 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -534894.500000 Penalty: 2802.706787 Iteration 2F: 3 clusters Score -534894.5 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -535119.375000 Penalty: 2802.706787 Iteration 3F: 3 clusters Score -535119.4 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -535324.250000 Penalty: 2802.706787 Iteration 4F: 3 clusters Score -535324.2 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -535527.062500 Penalty: 2802.706787 Iteration 5Q: 3 clusters Score -535527.1 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -535714.625000 Penalty: 2802.706787 Iteration 6Q: 3 clusters Score -535714.6 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -535882.125000 Penalty: 2802.706787 Iteration 7Q: 3 clusters Score -535882.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -536007.125000 Penalty: 2802.706787 Iteration 8Q: 3 clusters Score -536007.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -536144.437500 Penalty: 2802.706787 Iteration 9Q: 3 clusters Score -536144.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -536299.500000 Penalty: 2802.706787 Iteration 10Q: 3 clusters Score -536299.5 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -536478.375000 Penalty: 2802.706787 Iteration 11Q: 3 clusters Score -536478.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -536676.500000 Penalty: 2802.706787 Iteration 12Q: 3 clusters Score -536676.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -536939.812500 Penalty: 2802.706787 Iteration 13Q: 3 clusters Score -536939.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -537215.812500 Penalty: 2802.706787 Iteration 14Q: 3 clusters Score -537215.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -537436.437500 Penalty: 2802.706787 Iteration 15Q: 3 clusters Score -537436.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -537542.375000 Penalty: 2802.706787 Iteration 16Q: 3 clusters Score -537542.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -537600.625000 Penalty: 2802.706787 Iteration 17Q: 3 clusters Score -537600.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -537638.937500 Penalty: 2802.706787 Iteration 18Q: 3 clusters Score -537638.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -537664.937500 Penalty: 2802.706787 Iteration 19Q: 3 clusters Score -537664.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -537686.437500 Penalty: 2802.706787 Iteration 20F: 3 clusters Score -537686.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -537704.625000 Penalty: 2802.706787 Iteration 21Q: 3 clusters Score -537704.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -537718.187500 Penalty: 2802.706787 Iteration 22Q: 3 clusters Score -537718.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -537730.562500 Penalty: 2802.706787 Iteration 23Q: 3 clusters Score -537730.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -537740.937500 Penalty: 2802.706787 Iteration 24Q: 3 clusters Score -537740.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -537751.937500 Penalty: 2802.706787 Iteration 25Q: 3 clusters Score -537751.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -537766.375000 Penalty: 2802.706787 Iteration 26Q: 3 clusters Score -537766.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -537787.875000 Penalty: 2802.706787 Iteration 27Q: 3 clusters Score -537787.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -537823.937500 Penalty: 2802.706787 Iteration 28Q: 3 clusters Score -537823.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -537880.687500 Penalty: 2802.706787 Iteration 29Q: 3 clusters Score -537880.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -537997.812500 Penalty: 2802.706787 Iteration 30Q: 3 clusters Score -537997.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -538157.312500 Penalty: 2802.706787 Iteration 31Q: 3 clusters Score -538157.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -538349.437500 Penalty: 2802.706787 Iteration 32Q: 3 clusters Score -538349.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -538633.687500 Penalty: 2802.706787 Iteration 33Q: 3 clusters Score -538633.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -539065.375000 Penalty: 2802.706787 Iteration 34Q: 3 clusters Score -539065.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -539507.000000 Penalty: 2802.706787 Iteration 35Q: 3 clusters Score -539507 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -539635.062500 Penalty: 2802.706787 Iteration 36Q: 3 clusters Score -539635.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -539653.625000 Penalty: 2802.706787 Iteration 37Q: 3 clusters Score -539653.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -539660.125000 Penalty: 2802.706787 Iteration 38Q: 3 clusters Score -539660.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -539662.687500 Penalty: 2802.706787 Iteration 39Q: 3 clusters Score -539662.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -539663.250000 Penalty: 2802.706787 Iteration 40F: 3 clusters Score -539663.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -539663.000000 Penalty: 2802.706787 Iteration 41Q: 3 clusters Score -539663 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -539663.000000 Penalty: 2802.706787 Iteration 42F: 3 clusters Score -539663 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 4119 members Mstep: Class 3 contains 237 members Mstep: Class 4 contains 12625 members Mstep: Class 5 contains 56760 members Mstep: Class 6 contains 658 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 21978 members Mstep: Class 9 contains 2474 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 4172 members Mstep: Class 12 contains 240 members Mstep: Class 13 contains 509 members Mstep: Class 14 contains 277 members Mstep: Class 15 contains 20549 members Mstep: Class 16 contains 18504 members Mstep: Class 17 contains 5007 members Mstep: Class 18 contains 4485 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 2031 members Mstep: Class 21 contains 24683 members Mstep: Class 22 contains 6268 members Mstep: Class 23 contains 1011 members Mstep: Class 24 contains 3531 members Entering Unmasked Estep Score: -22234124.000000 Penalty: 48170.382812 Splitting cluster 20 changes total score from -22219720.000000 to -22234124.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 21 (24683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24683 members Entering Unmasked Estep Score: -2449394.250000 Penalty: 1643.503784 Iteration 0F: 2 clusters Score -2449394 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12442 members Mstep: Class 2 contains 12241 members Entering Unmasked Estep Score: -2432699.750000 Penalty: 3287.007568 Iteration 0F: 3 clusters Score -2432700 nChanged 11293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13333 members Mstep: Class 2 contains 11350 members Entering Unmasked Estep Score: -2439038.750000 Penalty: 3287.007568 Iteration 1F: 3 clusters Score -2439039 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13878 members Mstep: Class 2 contains 10805 members Entering Unmasked Estep Score: -2439513.500000 Penalty: 3287.007568 Iteration 2Q: 3 clusters Score -2439514 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14589 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -2440064.250000 Penalty: 3287.007568 Iteration 3Q: 3 clusters Score -2440064 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15536 members Mstep: Class 2 contains 9147 members Entering Unmasked Estep Score: -2440808.250000 Penalty: 3287.007568 Iteration 4F: 3 clusters Score -2440808 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16667 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -2441807.250000 Penalty: 3287.007568 Iteration 5F: 3 clusters Score -2441807 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17924 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -2443086.500000 Penalty: 3287.007568 Iteration 6F: 3 clusters Score -2443086 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19143 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -2444406.750000 Penalty: 3287.007568 Iteration 7F: 3 clusters Score -2444407 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20152 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -2445503.750000 Penalty: 3287.007568 Iteration 8F: 3 clusters Score -2445504 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20876 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -2446426.750000 Penalty: 3287.007568 Iteration 9Q: 3 clusters Score -2446427 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21367 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -2447197.500000 Penalty: 3287.007568 Iteration 10Q: 3 clusters Score -2447198 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21696 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -2447872.000000 Penalty: 3287.007568 Iteration 11Q: 3 clusters Score -2447872 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21877 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -2448444.500000 Penalty: 3287.007568 Iteration 12Q: 3 clusters Score -2448444 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21950 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -2448775.750000 Penalty: 3287.007568 Iteration 13Q: 3 clusters Score -2448776 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21971 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -2448978.750000 Penalty: 3287.007568 Iteration 14Q: 3 clusters Score -2448979 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21953 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -2449102.250000 Penalty: 3287.007568 Iteration 15Q: 3 clusters Score -2449102 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21912 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -2449149.250000 Penalty: 3287.007568 Iteration 16Q: 3 clusters Score -2449149 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21871 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -2449186.250000 Penalty: 3287.007568 Iteration 17Q: 3 clusters Score -2449186 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21833 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -2449201.750000 Penalty: 3287.007568 Iteration 18Q: 3 clusters Score -2449202 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21803 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -2449221.750000 Penalty: 3287.007568 Iteration 19Q: 3 clusters Score -2449222 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21790 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -2449238.250000 Penalty: 3287.007568 Iteration 20F: 3 clusters Score -2449238 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21772 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -2449254.250000 Penalty: 3287.007568 Iteration 21Q: 3 clusters Score -2449254 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21753 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -2449261.750000 Penalty: 3287.007568 Iteration 22Q: 3 clusters Score -2449262 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21735 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -2449262.750000 Penalty: 3287.007568 Iteration 23Q: 3 clusters Score -2449263 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21714 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -2449265.500000 Penalty: 3287.007568 Iteration 24Q: 3 clusters Score -2449266 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21700 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -2449273.250000 Penalty: 3287.007568 Iteration 25Q: 3 clusters Score -2449273 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21691 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -2449277.000000 Penalty: 3287.007568 Iteration 26Q: 3 clusters Score -2449277 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21677 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -2449274.250000 Penalty: 3287.007568 Iteration 27Q: 3 clusters Score -2449274 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21663 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -2449271.250000 Penalty: 3287.007568 Iteration 28Q: 3 clusters Score -2449271 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21653 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -2449278.250000 Penalty: 3287.007568 Iteration 29Q: 3 clusters Score -2449278 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21650 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -2449276.500000 Penalty: 3287.007568 Iteration 30Q: 3 clusters Score -2449276 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21648 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -2449275.750000 Penalty: 3287.007568 Iteration 31Q: 3 clusters Score -2449276 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21648 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -2449275.750000 Penalty: 3287.007568 Iteration 32F: 3 clusters Score -2449276 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (6268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Entering Unmasked Estep Score: -625267.750000 Penalty: 1420.772095 Iteration 0F: 2 clusters Score -625267.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -620501.500000 Penalty: 2841.544189 Iteration 0F: 3 clusters Score -620501.5 nChanged 2636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -621940.625000 Penalty: 2841.544189 Iteration 1F: 3 clusters Score -621940.6 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -622190.687500 Penalty: 2841.544189 Iteration 2F: 3 clusters Score -622190.7 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -622374.750000 Penalty: 2841.544189 Iteration 3F: 3 clusters Score -622374.8 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -622506.437500 Penalty: 2841.544189 Iteration 4Q: 3 clusters Score -622506.4 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -622625.000000 Penalty: 2841.544189 Iteration 5Q: 3 clusters Score -622625 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -622726.625000 Penalty: 2841.544189 Iteration 6Q: 3 clusters Score -622726.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -622846.437500 Penalty: 2841.544189 Iteration 7Q: 3 clusters Score -622846.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -622974.937500 Penalty: 2841.544189 Iteration 8Q: 3 clusters Score -622974.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -623098.125000 Penalty: 2841.544189 Iteration 9Q: 3 clusters Score -623098.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -623197.750000 Penalty: 2841.544189 Iteration 10Q: 3 clusters Score -623197.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -623306.125000 Penalty: 2841.544189 Iteration 11Q: 3 clusters Score -623306.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -623441.625000 Penalty: 2841.544189 Iteration 12Q: 3 clusters Score -623441.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -623588.875000 Penalty: 2841.544189 Iteration 13Q: 3 clusters Score -623588.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -623746.125000 Penalty: 2841.544189 Iteration 14Q: 3 clusters Score -623746.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -623906.687500 Penalty: 2841.544189 Iteration 15Q: 3 clusters Score -623906.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -624022.250000 Penalty: 2841.544189 Iteration 16Q: 3 clusters Score -624022.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -624097.750000 Penalty: 2841.544189 Iteration 17Q: 3 clusters Score -624097.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -624156.625000 Penalty: 2841.544189 Iteration 18Q: 3 clusters Score -624156.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -624205.750000 Penalty: 2841.544189 Iteration 19Q: 3 clusters Score -624205.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -624245.187500 Penalty: 2841.544189 Iteration 20F: 3 clusters Score -624245.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -624269.250000 Penalty: 2841.544189 Iteration 21Q: 3 clusters Score -624269.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -624285.437500 Penalty: 2841.544189 Iteration 22Q: 3 clusters Score -624285.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -624296.125000 Penalty: 2841.544189 Iteration 23Q: 3 clusters Score -624296.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -624308.812500 Penalty: 2841.544189 Iteration 24Q: 3 clusters Score -624308.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -624317.312500 Penalty: 2841.544189 Iteration 25Q: 3 clusters Score -624317.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -624328.937500 Penalty: 2841.544189 Iteration 26Q: 3 clusters Score -624328.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -624341.312500 Penalty: 2841.544189 Iteration 27Q: 3 clusters Score -624341.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -624348.937500 Penalty: 2841.544189 Iteration 28Q: 3 clusters Score -624348.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -624361.187500 Penalty: 2841.544189 Iteration 29Q: 3 clusters Score -624361.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -624371.062500 Penalty: 2841.544189 Iteration 30Q: 3 clusters Score -624371.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -624380.812500 Penalty: 2841.544189 Iteration 31Q: 3 clusters Score -624380.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -624390.625000 Penalty: 2841.544189 Iteration 32Q: 3 clusters Score -624390.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -624396.125000 Penalty: 2841.544189 Iteration 33Q: 3 clusters Score -624396.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -624402.937500 Penalty: 2841.544189 Iteration 34Q: 3 clusters Score -624402.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -624407.375000 Penalty: 2841.544189 Iteration 35Q: 3 clusters Score -624407.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -624410.187500 Penalty: 2841.544189 Iteration 36Q: 3 clusters Score -624410.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -624411.687500 Penalty: 2841.544189 Iteration 37Q: 3 clusters Score -624411.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -624412.937500 Penalty: 2841.544189 Iteration 38Q: 3 clusters Score -624412.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -624415.125000 Penalty: 2841.544189 Iteration 39Q: 3 clusters Score -624415.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -624416.187500 Penalty: 2841.544189 Iteration 40F: 3 clusters Score -624416.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -624417.625000 Penalty: 2841.544189 Iteration 41Q: 3 clusters Score -624417.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -624418.687500 Penalty: 2841.544189 Iteration 42Q: 3 clusters Score -624418.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -624418.937500 Penalty: 2841.544189 Iteration 43Q: 3 clusters Score -624418.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -624418.187500 Penalty: 2841.544189 Iteration 44Q: 3 clusters Score -624418.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -624419.312500 Penalty: 2841.544189 Iteration 45Q: 3 clusters Score -624419.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -624421.375000 Penalty: 2841.544189 Iteration 46Q: 3 clusters Score -624421.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -624421.687500 Penalty: 2841.544189 Iteration 47Q: 3 clusters Score -624421.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -624424.625000 Penalty: 2841.544189 Iteration 48Q: 3 clusters Score -624424.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -624423.875000 Penalty: 2841.544189 Iteration 49Q: 3 clusters Score -624423.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -624423.687500 Penalty: 2841.544189 Iteration 50Q: 3 clusters Score -624423.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -624423.687500 Penalty: 2841.544189 Iteration 51F: 3 clusters Score -624423.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Entering Unmasked Estep Score: -90857.343750 Penalty: 1124.287964 Iteration 0F: 2 clusters Score -90857.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -89505.406250 Penalty: 2248.575928 Iteration 0F: 3 clusters Score -89505.41 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -89793.382812 Penalty: 2248.575928 Iteration 1F: 3 clusters Score -89793.38 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -89885.781250 Penalty: 2248.575928 Iteration 2F: 3 clusters Score -89885.78 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -89933.875000 Penalty: 2248.575928 Iteration 3Q: 3 clusters Score -89933.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -89966.367188 Penalty: 2248.575928 Iteration 4Q: 3 clusters Score -89966.37 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -89999.476562 Penalty: 2248.575928 Iteration 5Q: 3 clusters Score -89999.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -90017.984375 Penalty: 2248.575928 Iteration 6Q: 3 clusters Score -90017.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -90029.734375 Penalty: 2248.575928 Iteration 7Q: 3 clusters Score -90029.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -90038.656250 Penalty: 2248.575928 Iteration 8Q: 3 clusters Score -90038.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -90050.562500 Penalty: 2248.575928 Iteration 9Q: 3 clusters Score -90050.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -90059.289062 Penalty: 2248.575928 Iteration 10Q: 3 clusters Score -90059.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -90063.687500 Penalty: 2248.575928 Iteration 11Q: 3 clusters Score -90063.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -90069.640625 Penalty: 2248.575928 Iteration 12Q: 3 clusters Score -90069.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -90075.773438 Penalty: 2248.575928 Iteration 13Q: 3 clusters Score -90075.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -90083.468750 Penalty: 2248.575928 Iteration 14Q: 3 clusters Score -90083.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -90092.484375 Penalty: 2248.575928 Iteration 15Q: 3 clusters Score -90092.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -90096.242188 Penalty: 2248.575928 Iteration 16Q: 3 clusters Score -90096.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -90103.046875 Penalty: 2248.575928 Iteration 17Q: 3 clusters Score -90103.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -90108.968750 Penalty: 2248.575928 Iteration 18Q: 3 clusters Score -90108.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -90109.812500 Penalty: 2248.575928 Iteration 19Q: 3 clusters Score -90109.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -90109.812500 Penalty: 2248.575928 Iteration 20F: 3 clusters Score -90109.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 36881 members Mstep: Class 4 contains 12625 members Mstep: Class 6 contains 658 members Mstep: Class 7 contains 1678 members Mstep: Class 8 contains 21978 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 4172 members Mstep: Class 12 contains 240 members Mstep: Class 13 contains 509 members Mstep: Class 16 contains 18504 members Mstep: Class 17 contains 5007 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 2031 members Mstep: Class 21 contains 24683 members Mstep: Class 22 contains 6268 members Mstep: Class 23 contains 1011 members Entering Unmasked Estep ConsiderDeletion Score: -22238582.000000 Penalty: 48170.382812 Iteration 39Q: 25 clusters Score -2.223858e+07 nChanged 6329 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 37273 members Mstep: Class 2 contains 4134 members Mstep: Class 3 contains 196 members Mstep: Class 4 contains 12647 members Mstep: Class 5 contains 57419 members Mstep: Class 6 contains 714 members Mstep: Class 7 contains 1704 members Mstep: Class 8 contains 22727 members Mstep: Class 9 contains 2430 members Mstep: Class 10 contains 1344 members Mstep: Class 11 contains 3618 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 450 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 19912 members Mstep: Class 16 contains 18451 members Mstep: Class 17 contains 4593 members Mstep: Class 18 contains 4518 members Mstep: Class 19 contains 1253 members Mstep: Class 20 contains 2088 members Mstep: Class 21 contains 24447 members Mstep: Class 22 contains 6247 members Mstep: Class 23 contains 1021 members Mstep: Class 24 contains 3503 members Entering Unmasked Estep ConsiderDeletion Score: -22242644.000000 Penalty: 48170.382812 Iteration 40F: 25 clusters Score -2.224264e+07 nChanged 4832 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 37465 members Mstep: Class 2 contains 4236 members Mstep: Class 3 contains 188 members Mstep: Class 4 contains 12639 members Mstep: Class 5 contains 59025 members Mstep: Class 6 contains 638 members Mstep: Class 7 contains 1687 members Mstep: Class 8 contains 23247 members Mstep: Class 9 contains 2430 members Mstep: Class 10 contains 1428 members Mstep: Class 11 contains 3203 members Mstep: Class 12 contains 311 members Mstep: Class 13 contains 402 members Mstep: Class 14 contains 288 members Mstep: Class 15 contains 19636 members Mstep: Class 16 contains 18416 members Mstep: Class 17 contains 4495 members Mstep: Class 18 contains 4705 members Mstep: Class 19 contains 1269 members Mstep: Class 20 contains 2029 members Mstep: Class 21 contains 23069 members Mstep: Class 22 contains 5979 members Mstep: Class 23 contains 981 members Mstep: Class 24 contains 3496 members Entering Unmasked Estep ConsiderDeletion Score: -22244796.000000 Penalty: 48170.382812 Iteration 41Q: 25 clusters Score -2.22448e+07 nChanged 3486 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 37575 members Mstep: Class 2 contains 4303 members Mstep: Class 3 contains 190 members Mstep: Class 4 contains 12639 members Mstep: Class 5 contains 60426 members Mstep: Class 6 contains 634 members Mstep: Class 7 contains 1672 members Mstep: Class 8 contains 23782 members Mstep: Class 9 contains 2426 members Mstep: Class 10 contains 1408 members Mstep: Class 11 contains 2858 members Mstep: Class 12 contains 333 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 283 members Mstep: Class 15 contains 19374 members Mstep: Class 16 contains 18385 members Mstep: Class 17 contains 4529 members Mstep: Class 18 contains 4848 members Mstep: Class 19 contains 1281 members Mstep: Class 20 contains 1983 members Mstep: Class 21 contains 21741 members Mstep: Class 22 contains 5774 members Mstep: Class 23 contains 964 members Mstep: Class 24 contains 3487 members Entering Unmasked Estep ConsiderDeletion Score: -22246014.000000 Penalty: 48170.382812 Iteration 42Q: 25 clusters Score -2.224601e+07 nChanged 2879 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37669 members Mstep: Class 2 contains 4345 members Mstep: Class 3 contains 192 members Mstep: Class 4 contains 12633 members Mstep: Class 5 contains 61666 members Mstep: Class 6 contains 639 members Mstep: Class 7 contains 1666 members Mstep: Class 8 contains 24224 members Mstep: Class 9 contains 2431 members Mstep: Class 10 contains 1381 members Mstep: Class 11 contains 2585 members Mstep: Class 12 contains 349 members Mstep: Class 13 contains 328 members Mstep: Class 14 contains 281 members Mstep: Class 15 contains 19105 members Mstep: Class 16 contains 18356 members Mstep: Class 17 contains 4592 members Mstep: Class 18 contains 4986 members Mstep: Class 19 contains 1290 members Mstep: Class 20 contains 1951 members Mstep: Class 21 contains 20514 members Mstep: Class 22 contains 5636 members Mstep: Class 23 contains 960 members Mstep: Class 24 contains 3485 members Entering Unmasked Estep ConsiderDeletion Score: -22247160.000000 Penalty: 48170.382812 Iteration 43Q: 25 clusters Score -2.224716e+07 nChanged 2532 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37741 members Mstep: Class 2 contains 4371 members Mstep: Class 3 contains 193 members Mstep: Class 4 contains 12623 members Mstep: Class 5 contains 62864 members Mstep: Class 6 contains 642 members Mstep: Class 7 contains 1653 members Mstep: Class 8 contains 24611 members Mstep: Class 9 contains 2443 members Mstep: Class 10 contains 1366 members Mstep: Class 11 contains 2355 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 305 members Mstep: Class 14 contains 280 members Mstep: Class 15 contains 18873 members Mstep: Class 16 contains 18329 members Mstep: Class 17 contains 4637 members Mstep: Class 18 contains 5076 members Mstep: Class 19 contains 1282 members Mstep: Class 20 contains 1933 members Mstep: Class 21 contains 19329 members Mstep: Class 22 contains 5551 members Mstep: Class 23 contains 962 members Mstep: Class 24 contains 3482 members Entering Unmasked Estep ConsiderDeletion Score: -22247948.000000 Penalty: 48170.382812 Iteration 44Q: 25 clusters Score -2.224795e+07 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37779 members Mstep: Class 2 contains 4387 members Mstep: Class 3 contains 196 members Mstep: Class 4 contains 12621 members Mstep: Class 5 contains 64030 members Mstep: Class 6 contains 641 members Mstep: Class 7 contains 1654 members Mstep: Class 8 contains 24946 members Mstep: Class 9 contains 2458 members Mstep: Class 10 contains 1352 members Mstep: Class 11 contains 2145 members Mstep: Class 12 contains 374 members Mstep: Class 13 contains 278 members Mstep: Class 14 contains 278 members Mstep: Class 15 contains 18606 members Mstep: Class 16 contains 18309 members Mstep: Class 17 contains 4699 members Mstep: Class 18 contains 5153 members Mstep: Class 19 contains 1281 members Mstep: Class 20 contains 1924 members Mstep: Class 21 contains 18210 members Mstep: Class 22 contains 5494 members Mstep: Class 23 contains 973 members Mstep: Class 24 contains 3476 members Entering Unmasked Estep ConsiderDeletion Score: -22248732.000000 Penalty: 48170.382812 Iteration 45Q: 25 clusters Score -2.224873e+07 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37806 members Mstep: Class 2 contains 4396 members Mstep: Class 3 contains 198 members Mstep: Class 4 contains 12618 members Mstep: Class 5 contains 65169 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1650 members Mstep: Class 8 contains 25195 members Mstep: Class 9 contains 2472 members Mstep: Class 10 contains 1337 members Mstep: Class 11 contains 2020 members Mstep: Class 12 contains 382 members Mstep: Class 13 contains 264 members Mstep: Class 14 contains 275 members Mstep: Class 15 contains 18341 members Mstep: Class 16 contains 18292 members Mstep: Class 17 contains 4755 members Mstep: Class 18 contains 5196 members Mstep: Class 19 contains 1280 members Mstep: Class 20 contains 1929 members Mstep: Class 21 contains 17145 members Mstep: Class 22 contains 5441 members Mstep: Class 23 contains 986 members Mstep: Class 24 contains 3474 members Entering Unmasked Estep ConsiderDeletion Score: -22249372.000000 Penalty: 48170.382812 Iteration 46Q: 25 clusters Score -2.224937e+07 nChanged 1895 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37825 members Mstep: Class 2 contains 4403 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12614 members Mstep: Class 5 contains 66247 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1651 members Mstep: Class 8 contains 25404 members Mstep: Class 9 contains 2479 members Mstep: Class 10 contains 1330 members Mstep: Class 11 contains 1915 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 253 members Mstep: Class 14 contains 272 members Mstep: Class 15 contains 18116 members Mstep: Class 16 contains 18263 members Mstep: Class 17 contains 4803 members Mstep: Class 18 contains 5239 members Mstep: Class 19 contains 1281 members Mstep: Class 20 contains 1928 members Mstep: Class 21 contains 16139 members Mstep: Class 22 contains 5392 members Mstep: Class 23 contains 1000 members Mstep: Class 24 contains 3471 members Entering Unmasked Estep ConsiderDeletion Score: -22249926.000000 Penalty: 48170.382812 Iteration 47Q: 25 clusters Score -2.224993e+07 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37828 members Mstep: Class 2 contains 4414 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12610 members Mstep: Class 5 contains 67217 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 1650 members Mstep: Class 8 contains 25603 members Mstep: Class 9 contains 2481 members Mstep: Class 10 contains 1325 members Mstep: Class 11 contains 1842 members Mstep: Class 12 contains 404 members Mstep: Class 13 contains 248 members Mstep: Class 14 contains 270 members Mstep: Class 15 contains 17902 members Mstep: Class 16 contains 18238 members Mstep: Class 17 contains 4846 members Mstep: Class 18 contains 5279 members Mstep: Class 19 contains 1284 members Mstep: Class 20 contains 1928 members Mstep: Class 21 contains 15216 members Mstep: Class 22 contains 5345 members Mstep: Class 23 contains 1018 members Mstep: Class 24 contains 3469 members Entering Unmasked Estep ConsiderDeletion Score: -22250460.000000 Penalty: 48170.382812 Iteration 48Q: 25 clusters Score -2.225046e+07 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37835 members Mstep: Class 2 contains 4420 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12611 members Mstep: Class 5 contains 68166 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1650 members Mstep: Class 8 contains 25777 members Mstep: Class 9 contains 2483 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 1768 members Mstep: Class 12 contains 408 members Mstep: Class 13 contains 245 members Mstep: Class 14 contains 270 members Mstep: Class 15 contains 17704 members Mstep: Class 16 contains 18214 members Mstep: Class 17 contains 4891 members Mstep: Class 18 contains 5325 members Mstep: Class 19 contains 1293 members Mstep: Class 20 contains 1928 members Mstep: Class 21 contains 14303 members Mstep: Class 22 contains 5301 members Mstep: Class 23 contains 1036 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22250890.000000 Penalty: 48170.382812 Iteration 49Q: 25 clusters Score -2.225089e+07 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37836 members Mstep: Class 2 contains 4423 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12606 members Mstep: Class 5 contains 68970 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1652 members Mstep: Class 8 contains 25918 members Mstep: Class 9 contains 2491 members Mstep: Class 10 contains 1312 members Mstep: Class 11 contains 1714 members Mstep: Class 12 contains 412 members Mstep: Class 13 contains 239 members Mstep: Class 14 contains 268 members Mstep: Class 15 contains 17554 members Mstep: Class 16 contains 18196 members Mstep: Class 17 contains 4945 members Mstep: Class 18 contains 5369 members Mstep: Class 19 contains 1301 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 13511 members Mstep: Class 22 contains 5252 members Mstep: Class 23 contains 1052 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22251206.000000 Penalty: 48170.382812 Iteration 50Q: 25 clusters Score -2.225121e+07 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37835 members Mstep: Class 2 contains 4426 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12599 members Mstep: Class 5 contains 69704 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1649 members Mstep: Class 8 contains 26035 members Mstep: Class 9 contains 2495 members Mstep: Class 10 contains 1303 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 413 members Mstep: Class 13 contains 239 members Mstep: Class 14 contains 267 members Mstep: Class 15 contains 17426 members Mstep: Class 16 contains 18174 members Mstep: Class 17 contains 4993 members Mstep: Class 18 contains 5411 members Mstep: Class 19 contains 1310 members Mstep: Class 20 contains 1929 members Mstep: Class 21 contains 12783 members Mstep: Class 22 contains 5214 members Mstep: Class 23 contains 1068 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22251608.000000 Penalty: 48170.382812 Iteration 51Q: 25 clusters Score -2.225161e+07 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37837 members Mstep: Class 2 contains 4426 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12592 members Mstep: Class 5 contains 70330 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1647 members Mstep: Class 8 contains 26147 members Mstep: Class 9 contains 2500 members Mstep: Class 10 contains 1293 members Mstep: Class 11 contains 1630 members Mstep: Class 12 contains 414 members Mstep: Class 13 contains 235 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 17323 members Mstep: Class 16 contains 18161 members Mstep: Class 17 contains 5043 members Mstep: Class 18 contains 5455 members Mstep: Class 19 contains 1323 members Mstep: Class 20 contains 1931 members Mstep: Class 21 contains 12133 members Mstep: Class 22 contains 5174 members Mstep: Class 23 contains 1087 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22251794.000000 Penalty: 48170.382812 Iteration 52Q: 25 clusters Score -2.225179e+07 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37838 members Mstep: Class 2 contains 4428 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12579 members Mstep: Class 5 contains 70893 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1647 members Mstep: Class 8 contains 26258 members Mstep: Class 9 contains 2502 members Mstep: Class 10 contains 1284 members Mstep: Class 11 contains 1593 members Mstep: Class 12 contains 415 members Mstep: Class 13 contains 233 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 17235 members Mstep: Class 16 contains 18164 members Mstep: Class 17 contains 5094 members Mstep: Class 18 contains 5478 members Mstep: Class 19 contains 1333 members Mstep: Class 20 contains 1928 members Mstep: Class 21 contains 11529 members Mstep: Class 22 contains 5144 members Mstep: Class 23 contains 1106 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22251972.000000 Penalty: 48170.382812 Iteration 53Q: 25 clusters Score -2.225197e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37840 members Mstep: Class 2 contains 4428 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12572 members Mstep: Class 5 contains 71396 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1644 members Mstep: Class 8 contains 26374 members Mstep: Class 9 contains 2506 members Mstep: Class 10 contains 1278 members Mstep: Class 11 contains 1555 members Mstep: Class 12 contains 415 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17168 members Mstep: Class 16 contains 18167 members Mstep: Class 17 contains 5128 members Mstep: Class 18 contains 5491 members Mstep: Class 19 contains 1345 members Mstep: Class 20 contains 1927 members Mstep: Class 21 contains 10980 members Mstep: Class 22 contains 5119 members Mstep: Class 23 contains 1117 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22252230.000000 Penalty: 48170.382812 Iteration 54Q: 25 clusters Score -2.225223e+07 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37837 members Mstep: Class 2 contains 4430 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12567 members Mstep: Class 5 contains 71833 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1639 members Mstep: Class 8 contains 26475 members Mstep: Class 9 contains 2513 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1528 members Mstep: Class 12 contains 418 members Mstep: Class 13 contains 231 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17134 members Mstep: Class 16 contains 18187 members Mstep: Class 17 contains 5165 members Mstep: Class 18 contains 5500 members Mstep: Class 19 contains 1357 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 10464 members Mstep: Class 22 contains 5089 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22252498.000000 Penalty: 48170.382812 Iteration 55Q: 25 clusters Score -2.22525e+07 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37834 members Mstep: Class 2 contains 4433 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12552 members Mstep: Class 5 contains 72232 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 1635 members Mstep: Class 8 contains 26566 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 1256 members Mstep: Class 11 contains 1508 members Mstep: Class 12 contains 418 members Mstep: Class 13 contains 231 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17114 members Mstep: Class 16 contains 18200 members Mstep: Class 17 contains 5197 members Mstep: Class 18 contains 5515 members Mstep: Class 19 contains 1365 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 9981 members Mstep: Class 22 contains 5063 members Mstep: Class 23 contains 1142 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22252654.000000 Penalty: 48170.382812 Iteration 56Q: 25 clusters Score -2.225265e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37835 members Mstep: Class 2 contains 4431 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12540 members Mstep: Class 5 contains 72626 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 1628 members Mstep: Class 8 contains 26643 members Mstep: Class 9 contains 2516 members Mstep: Class 10 contains 1239 members Mstep: Class 11 contains 1494 members Mstep: Class 12 contains 418 members Mstep: Class 13 contains 231 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17094 members Mstep: Class 16 contains 18223 members Mstep: Class 17 contains 5234 members Mstep: Class 18 contains 5541 members Mstep: Class 19 contains 1379 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 9495 members Mstep: Class 22 contains 5038 members Mstep: Class 23 contains 1153 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22252804.000000 Penalty: 48170.382812 Iteration 57Q: 25 clusters Score -2.22528e+07 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37836 members Mstep: Class 2 contains 4430 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12537 members Mstep: Class 5 contains 73005 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1624 members Mstep: Class 8 contains 26714 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 1226 members Mstep: Class 11 contains 1487 members Mstep: Class 12 contains 419 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17094 members Mstep: Class 16 contains 18258 members Mstep: Class 17 contains 5258 members Mstep: Class 18 contains 5567 members Mstep: Class 19 contains 1382 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 8990 members Mstep: Class 22 contains 5023 members Mstep: Class 23 contains 1160 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22252968.000000 Penalty: 48170.382812 Iteration 58Q: 25 clusters Score -2.225297e+07 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37838 members Mstep: Class 2 contains 4431 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12533 members Mstep: Class 5 contains 73315 members Mstep: Class 6 contains 642 members Mstep: Class 7 contains 1623 members Mstep: Class 8 contains 26775 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 1208 members Mstep: Class 11 contains 1484 members Mstep: Class 12 contains 418 members Mstep: Class 13 contains 233 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17084 members Mstep: Class 16 contains 18286 members Mstep: Class 17 contains 5277 members Mstep: Class 18 contains 5596 members Mstep: Class 19 contains 1383 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 8589 members Mstep: Class 22 contains 5006 members Mstep: Class 23 contains 1163 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22253148.000000 Penalty: 48170.382812 Iteration 59Q: 25 clusters Score -2.225315e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37841 members Mstep: Class 2 contains 4432 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12529 members Mstep: Class 5 contains 73623 members Mstep: Class 6 contains 642 members Mstep: Class 7 contains 1624 members Mstep: Class 8 contains 26819 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 1479 members Mstep: Class 12 contains 419 members Mstep: Class 13 contains 233 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17076 members Mstep: Class 16 contains 18333 members Mstep: Class 17 contains 5301 members Mstep: Class 18 contains 5611 members Mstep: Class 19 contains 1388 members Mstep: Class 20 contains 1927 members Mstep: Class 21 contains 8198 members Mstep: Class 22 contains 4985 members Mstep: Class 23 contains 1166 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22253274.000000 Penalty: 48170.382812 Iteration 60F: 25 clusters Score -2.225327e+07 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37845 members Mstep: Class 2 contains 4433 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12521 members Mstep: Class 5 contains 73910 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1620 members Mstep: Class 8 contains 26858 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 1164 members Mstep: Class 11 contains 1479 members Mstep: Class 12 contains 421 members Mstep: Class 13 contains 233 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17061 members Mstep: Class 16 contains 18380 members Mstep: Class 17 contains 5320 members Mstep: Class 18 contains 5619 members Mstep: Class 19 contains 1401 members Mstep: Class 20 contains 1928 members Mstep: Class 21 contains 7849 members Mstep: Class 22 contains 4960 members Mstep: Class 23 contains 1165 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22253424.000000 Penalty: 48170.382812 Iteration 61Q: 25 clusters Score -2.225342e+07 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37846 members Mstep: Class 2 contains 4435 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12513 members Mstep: Class 5 contains 74180 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 26899 members Mstep: Class 9 contains 2520 members Mstep: Class 10 contains 1152 members Mstep: Class 11 contains 1478 members Mstep: Class 12 contains 421 members Mstep: Class 13 contains 234 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17049 members Mstep: Class 16 contains 18433 members Mstep: Class 17 contains 5337 members Mstep: Class 18 contains 5618 members Mstep: Class 19 contains 1409 members Mstep: Class 20 contains 1928 members Mstep: Class 21 contains 7511 members Mstep: Class 22 contains 4936 members Mstep: Class 23 contains 1169 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22253538.000000 Penalty: 48170.382812 Iteration 62Q: 25 clusters Score -2.225354e+07 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37843 members Mstep: Class 2 contains 4439 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12510 members Mstep: Class 5 contains 74433 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1618 members Mstep: Class 8 contains 26945 members Mstep: Class 9 contains 2523 members Mstep: Class 10 contains 1141 members Mstep: Class 11 contains 1473 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17028 members Mstep: Class 16 contains 18480 members Mstep: Class 17 contains 5355 members Mstep: Class 18 contains 5615 members Mstep: Class 19 contains 1421 members Mstep: Class 20 contains 1929 members Mstep: Class 21 contains 7188 members Mstep: Class 22 contains 4913 members Mstep: Class 23 contains 1179 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22253712.000000 Penalty: 48170.382812 Iteration 63Q: 25 clusters Score -2.225371e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37843 members Mstep: Class 2 contains 4439 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12509 members Mstep: Class 5 contains 74686 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 26987 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1135 members Mstep: Class 11 contains 1466 members Mstep: Class 12 contains 421 members Mstep: Class 13 contains 230 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17027 members Mstep: Class 16 contains 18521 members Mstep: Class 17 contains 5374 members Mstep: Class 18 contains 5619 members Mstep: Class 19 contains 1430 members Mstep: Class 20 contains 1928 members Mstep: Class 21 contains 6871 members Mstep: Class 22 contains 4883 members Mstep: Class 23 contains 1175 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22253948.000000 Penalty: 48170.382812 Iteration 64Q: 25 clusters Score -2.225395e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37842 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12507 members Mstep: Class 5 contains 74934 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1615 members Mstep: Class 8 contains 27026 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1129 members Mstep: Class 11 contains 1461 members Mstep: Class 12 contains 421 members Mstep: Class 13 contains 230 members Mstep: Class 14 contains 265 members Mstep: Class 15 contains 17027 members Mstep: Class 16 contains 18545 members Mstep: Class 17 contains 5392 members Mstep: Class 18 contains 5612 members Mstep: Class 19 contains 1446 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 6583 members Mstep: Class 22 contains 4850 members Mstep: Class 23 contains 1175 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22254152.000000 Penalty: 48170.382812 Iteration 65Q: 25 clusters Score -2.225415e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37840 members Mstep: Class 2 contains 4441 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12504 members Mstep: Class 5 contains 75137 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1613 members Mstep: Class 8 contains 27069 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1115 members Mstep: Class 11 contains 1459 members Mstep: Class 12 contains 423 members Mstep: Class 13 contains 230 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17027 members Mstep: Class 16 contains 18556 members Mstep: Class 17 contains 5407 members Mstep: Class 18 contains 5602 members Mstep: Class 19 contains 1458 members Mstep: Class 20 contains 1924 members Mstep: Class 21 contains 6347 members Mstep: Class 22 contains 4830 members Mstep: Class 23 contains 1181 members Mstep: Class 24 contains 3468 members Entering Unmasked Estep ConsiderDeletion Score: -22254302.000000 Penalty: 48170.382812 Iteration 66Q: 25 clusters Score -2.22543e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37841 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12496 members Mstep: Class 5 contains 75307 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1613 members Mstep: Class 8 contains 27101 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1104 members Mstep: Class 11 contains 1460 members Mstep: Class 12 contains 423 members Mstep: Class 13 contains 230 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17039 members Mstep: Class 16 contains 18554 members Mstep: Class 17 contains 5418 members Mstep: Class 18 contains 5589 members Mstep: Class 19 contains 1471 members Mstep: Class 20 contains 1923 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 4804 members Mstep: Class 23 contains 1188 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254418.000000 Penalty: 48170.382812 Iteration 67Q: 25 clusters Score -2.225442e+07 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37840 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12493 members Mstep: Class 5 contains 75389 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 1612 members Mstep: Class 8 contains 27137 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1093 members Mstep: Class 11 contains 1456 members Mstep: Class 12 contains 423 members Mstep: Class 13 contains 230 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17059 members Mstep: Class 16 contains 18552 members Mstep: Class 17 contains 5431 members Mstep: Class 18 contains 5575 members Mstep: Class 19 contains 1484 members Mstep: Class 20 contains 1923 members Mstep: Class 21 contains 6058 members Mstep: Class 22 contains 4779 members Mstep: Class 23 contains 1190 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254516.000000 Penalty: 48170.382812 Iteration 68Q: 25 clusters Score -2.225452e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37839 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12491 members Mstep: Class 5 contains 75445 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 1611 members Mstep: Class 8 contains 27169 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1081 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 423 members Mstep: Class 13 contains 230 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17080 members Mstep: Class 16 contains 18538 members Mstep: Class 17 contains 5442 members Mstep: Class 18 contains 5568 members Mstep: Class 19 contains 1498 members Mstep: Class 20 contains 1923 members Mstep: Class 21 contains 5972 members Mstep: Class 22 contains 4764 members Mstep: Class 23 contains 1194 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254554.000000 Penalty: 48170.382812 Iteration 69Q: 25 clusters Score -2.225455e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37837 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12489 members Mstep: Class 5 contains 75509 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 1607 members Mstep: Class 8 contains 27212 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1073 members Mstep: Class 11 contains 1451 members Mstep: Class 12 contains 423 members Mstep: Class 13 contains 231 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17090 members Mstep: Class 16 contains 18521 members Mstep: Class 17 contains 5457 members Mstep: Class 18 contains 5554 members Mstep: Class 19 contains 1508 members Mstep: Class 20 contains 1923 members Mstep: Class 21 contains 5890 members Mstep: Class 22 contains 4756 members Mstep: Class 23 contains 1192 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254640.000000 Penalty: 48170.382812 Iteration 70Q: 25 clusters Score -2.225464e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37838 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12489 members Mstep: Class 5 contains 75557 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1604 members Mstep: Class 8 contains 27243 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1065 members Mstep: Class 11 contains 1451 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 231 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17099 members Mstep: Class 16 contains 18510 members Mstep: Class 17 contains 5470 members Mstep: Class 18 contains 5543 members Mstep: Class 19 contains 1518 members Mstep: Class 20 contains 1923 members Mstep: Class 21 contains 5814 members Mstep: Class 22 contains 4750 members Mstep: Class 23 contains 1195 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254700.000000 Penalty: 48170.382812 Iteration 71Q: 25 clusters Score -2.22547e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37837 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12489 members Mstep: Class 5 contains 75589 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1603 members Mstep: Class 8 contains 27273 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1055 members Mstep: Class 11 contains 1448 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 231 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17115 members Mstep: Class 16 contains 18494 members Mstep: Class 17 contains 5477 members Mstep: Class 18 contains 5538 members Mstep: Class 19 contains 1525 members Mstep: Class 20 contains 1923 members Mstep: Class 21 contains 5759 members Mstep: Class 22 contains 4743 members Mstep: Class 23 contains 1200 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254750.000000 Penalty: 48170.382812 Iteration 72Q: 25 clusters Score -2.225475e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37838 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12489 members Mstep: Class 5 contains 75583 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1602 members Mstep: Class 8 contains 27306 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1445 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17144 members Mstep: Class 16 contains 18482 members Mstep: Class 17 contains 5486 members Mstep: Class 18 contains 5535 members Mstep: Class 19 contains 1536 members Mstep: Class 20 contains 1923 members Mstep: Class 21 contains 5705 members Mstep: Class 22 contains 4743 members Mstep: Class 23 contains 1203 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254712.000000 Penalty: 48170.382812 Iteration 73Q: 25 clusters Score -2.225471e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37840 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12490 members Mstep: Class 5 contains 75610 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1601 members Mstep: Class 8 contains 27329 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1038 members Mstep: Class 11 contains 1445 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17156 members Mstep: Class 16 contains 18475 members Mstep: Class 17 contains 5496 members Mstep: Class 18 contains 5537 members Mstep: Class 19 contains 1545 members Mstep: Class 20 contains 1923 members Mstep: Class 21 contains 5637 members Mstep: Class 22 contains 4738 members Mstep: Class 23 contains 1207 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254746.000000 Penalty: 48170.382812 Iteration 74Q: 25 clusters Score -2.225475e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37837 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12490 members Mstep: Class 5 contains 75612 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1601 members Mstep: Class 8 contains 27350 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1030 members Mstep: Class 11 contains 1445 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17179 members Mstep: Class 16 contains 18468 members Mstep: Class 17 contains 5508 members Mstep: Class 18 contains 5533 members Mstep: Class 19 contains 1553 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 5597 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1209 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254782.000000 Penalty: 48170.382812 Iteration 75Q: 25 clusters Score -2.225478e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37834 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12490 members Mstep: Class 5 contains 75607 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1601 members Mstep: Class 8 contains 27382 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1023 members Mstep: Class 11 contains 1445 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17202 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 5518 members Mstep: Class 18 contains 5527 members Mstep: Class 19 contains 1556 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 5557 members Mstep: Class 22 contains 4729 members Mstep: Class 23 contains 1215 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254784.000000 Penalty: 48170.382812 Iteration 76Q: 25 clusters Score -2.225478e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37833 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12492 members Mstep: Class 5 contains 75601 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1601 members Mstep: Class 8 contains 27406 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1020 members Mstep: Class 11 contains 1445 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17219 members Mstep: Class 16 contains 18449 members Mstep: Class 17 contains 5533 members Mstep: Class 18 contains 5527 members Mstep: Class 19 contains 1556 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 5518 members Mstep: Class 22 contains 4726 members Mstep: Class 23 contains 1219 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254832.000000 Penalty: 48170.382812 Iteration 77Q: 25 clusters Score -2.225483e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37834 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12491 members Mstep: Class 5 contains 75599 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1600 members Mstep: Class 8 contains 27427 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1017 members Mstep: Class 11 contains 1445 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17241 members Mstep: Class 16 contains 18442 members Mstep: Class 17 contains 5536 members Mstep: Class 18 contains 5526 members Mstep: Class 19 contains 1559 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 5486 members Mstep: Class 22 contains 4721 members Mstep: Class 23 contains 1221 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22254794.000000 Penalty: 48170.382812 Iteration 78Q: 25 clusters Score -2.225479e+07 nChanged 113 Entering ConstructFrom: Score: -22254794.000000 Penalty: 48170.382812 Entering ConstructFrom: Trying to split cluster 1 (37833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37833 members Entering Unmasked Estep Score: -3721278.500000 Penalty: 1712.902344 Iteration 0F: 2 clusters Score -3721278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18850 members Mstep: Class 2 contains 18983 members Entering Unmasked Estep Score: -3695872.250000 Penalty: 3425.804688 Iteration 0F: 3 clusters Score -3695872 nChanged 17504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18410 members Mstep: Class 2 contains 19423 members Entering Unmasked Estep Score: -3706175.750000 Penalty: 3425.804688 Iteration 1F: 3 clusters Score -3706176 nChanged 2103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18133 members Mstep: Class 2 contains 19700 members Entering Unmasked Estep Score: -3707207.000000 Penalty: 3425.804688 Iteration 2F: 3 clusters Score -3707207 nChanged 2146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17787 members Mstep: Class 2 contains 20046 members Entering Unmasked Estep Score: -3708333.000000 Penalty: 3425.804688 Iteration 3F: 3 clusters Score -3708333 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17449 members Mstep: Class 2 contains 20384 members Entering Unmasked Estep Score: -3709527.000000 Penalty: 3425.804688 Iteration 4F: 3 clusters Score -3709527 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17117 members Mstep: Class 2 contains 20716 members Entering Unmasked Estep Score: -3710854.250000 Penalty: 3425.804688 Iteration 5F: 3 clusters Score -3710854 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16737 members Mstep: Class 2 contains 21096 members Entering Unmasked Estep Score: -3712640.750000 Penalty: 3425.804688 Iteration 6F: 3 clusters Score -3712641 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16383 members Mstep: Class 2 contains 21450 members Entering Unmasked Estep Score: -3714986.000000 Penalty: 3425.804688 Iteration 7F: 3 clusters Score -3714986 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16256 members Mstep: Class 2 contains 21577 members Entering Unmasked Estep Score: -3716907.500000 Penalty: 3425.804688 Iteration 8F: 3 clusters Score -3716908 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16265 members Mstep: Class 2 contains 21568 members Entering Unmasked Estep Score: -3717831.750000 Penalty: 3425.804688 Iteration 9Q: 3 clusters Score -3717832 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16321 members Mstep: Class 2 contains 21512 members Entering Unmasked Estep Score: -3718271.000000 Penalty: 3425.804688 Iteration 10Q: 3 clusters Score -3718271 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16380 members Mstep: Class 2 contains 21453 members Entering Unmasked Estep Score: -3718499.500000 Penalty: 3425.804688 Iteration 11Q: 3 clusters Score -3718500 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16431 members Mstep: Class 2 contains 21402 members Entering Unmasked Estep Score: -3718652.250000 Penalty: 3425.804688 Iteration 12Q: 3 clusters Score -3718652 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16480 members Mstep: Class 2 contains 21353 members Entering Unmasked Estep Score: -3718742.500000 Penalty: 3425.804688 Iteration 13Q: 3 clusters Score -3718742 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16539 members Mstep: Class 2 contains 21294 members Entering Unmasked Estep Score: -3718824.250000 Penalty: 3425.804688 Iteration 14Q: 3 clusters Score -3718824 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16605 members Mstep: Class 2 contains 21228 members Entering Unmasked Estep Score: -3718887.500000 Penalty: 3425.804688 Iteration 15Q: 3 clusters Score -3718888 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16654 members Mstep: Class 2 contains 21179 members Entering Unmasked Estep Score: -3718920.500000 Penalty: 3425.804688 Iteration 16Q: 3 clusters Score -3718920 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16712 members Mstep: Class 2 contains 21121 members Entering Unmasked Estep Score: -3718954.250000 Penalty: 3425.804688 Iteration 17Q: 3 clusters Score -3718954 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16787 members Mstep: Class 2 contains 21046 members Entering Unmasked Estep Score: -3718982.750000 Penalty: 3425.804688 Iteration 18Q: 3 clusters Score -3718983 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16844 members Mstep: Class 2 contains 20989 members Entering Unmasked Estep Score: -3718989.500000 Penalty: 3425.804688 Iteration 19Q: 3 clusters Score -3718990 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16878 members Mstep: Class 2 contains 20955 members Entering Unmasked Estep Score: -3719016.250000 Penalty: 3425.804688 Iteration 20F: 3 clusters Score -3719016 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16923 members Mstep: Class 2 contains 20910 members Entering Unmasked Estep Score: -3719031.000000 Penalty: 3425.804688 Iteration 21Q: 3 clusters Score -3719031 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16978 members Mstep: Class 2 contains 20855 members Entering Unmasked Estep Score: -3719048.250000 Penalty: 3425.804688 Iteration 22Q: 3 clusters Score -3719048 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17057 members Mstep: Class 2 contains 20776 members Entering Unmasked Estep Score: -3719062.000000 Penalty: 3425.804688 Iteration 23Q: 3 clusters Score -3719062 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17126 members Mstep: Class 2 contains 20707 members Entering Unmasked Estep Score: -3719069.000000 Penalty: 3425.804688 Iteration 24Q: 3 clusters Score -3719069 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17194 members Mstep: Class 2 contains 20639 members Entering Unmasked Estep Score: -3719067.750000 Penalty: 3425.804688 Iteration 25Q: 3 clusters Score -3719068 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17253 members Mstep: Class 2 contains 20580 members Entering Unmasked Estep Score: -3719081.250000 Penalty: 3425.804688 Iteration 26Q: 3 clusters Score -3719081 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17316 members Mstep: Class 2 contains 20517 members Entering Unmasked Estep Score: -3719086.500000 Penalty: 3425.804688 Iteration 27Q: 3 clusters Score -3719086 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17368 members Mstep: Class 2 contains 20465 members Entering Unmasked Estep Score: -3719100.250000 Penalty: 3425.804688 Iteration 28Q: 3 clusters Score -3719100 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17417 members Mstep: Class 2 contains 20416 members Entering Unmasked Estep Score: -3719109.750000 Penalty: 3425.804688 Iteration 29Q: 3 clusters Score -3719110 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17464 members Mstep: Class 2 contains 20369 members Entering Unmasked Estep Score: -3719108.000000 Penalty: 3425.804688 Iteration 30Q: 3 clusters Score -3719108 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17516 members Mstep: Class 2 contains 20317 members Entering Unmasked Estep Score: -3719113.500000 Penalty: 3425.804688 Iteration 31Q: 3 clusters Score -3719114 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17569 members Mstep: Class 2 contains 20264 members Entering Unmasked Estep Score: -3719114.750000 Penalty: 3425.804688 Iteration 32Q: 3 clusters Score -3719115 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17617 members Mstep: Class 2 contains 20216 members Entering Unmasked Estep Score: -3719117.000000 Penalty: 3425.804688 Iteration 33Q: 3 clusters Score -3719117 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17657 members Mstep: Class 2 contains 20176 members Entering Unmasked Estep Score: -3719122.750000 Penalty: 3425.804688 Iteration 34Q: 3 clusters Score -3719123 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17692 members Mstep: Class 2 contains 20141 members Entering Unmasked Estep Score: -3719129.500000 Penalty: 3425.804688 Iteration 35Q: 3 clusters Score -3719130 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17757 members Mstep: Class 2 contains 20076 members Entering Unmasked Estep Score: -3719136.250000 Penalty: 3425.804688 Iteration 36Q: 3 clusters Score -3719136 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17805 members Mstep: Class 2 contains 20028 members Entering Unmasked Estep Score: -3719138.250000 Penalty: 3425.804688 Iteration 37Q: 3 clusters Score -3719138 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17855 members Mstep: Class 2 contains 19978 members Entering Unmasked Estep Score: -3719144.750000 Penalty: 3425.804688 Iteration 38Q: 3 clusters Score -3719145 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17913 members Mstep: Class 2 contains 19920 members Entering Unmasked Estep Score: -3719151.500000 Penalty: 3425.804688 Iteration 39Q: 3 clusters Score -3719152 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17982 members Mstep: Class 2 contains 19851 members Entering Unmasked Estep Score: -3719163.000000 Penalty: 3425.804688 Iteration 40F: 3 clusters Score -3719163 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18039 members Mstep: Class 2 contains 19794 members Entering Unmasked Estep Score: -3719179.500000 Penalty: 3425.804688 Iteration 41Q: 3 clusters Score -3719180 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18101 members Mstep: Class 2 contains 19732 members Entering Unmasked Estep Score: -3719185.750000 Penalty: 3425.804688 Iteration 42Q: 3 clusters Score -3719186 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18156 members Mstep: Class 2 contains 19677 members Entering Unmasked Estep Score: -3719183.000000 Penalty: 3425.804688 Iteration 43Q: 3 clusters Score -3719183 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18231 members Mstep: Class 2 contains 19602 members Entering Unmasked Estep Score: -3719183.250000 Penalty: 3425.804688 Iteration 44Q: 3 clusters Score -3719183 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18297 members Mstep: Class 2 contains 19536 members Entering Unmasked Estep Score: -3719180.250000 Penalty: 3425.804688 Iteration 45Q: 3 clusters Score -3719180 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18357 members Mstep: Class 2 contains 19476 members Entering Unmasked Estep Score: -3719192.250000 Penalty: 3425.804688 Iteration 46Q: 3 clusters Score -3719192 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18406 members Mstep: Class 2 contains 19427 members Entering Unmasked Estep Score: -3719191.500000 Penalty: 3425.804688 Iteration 47Q: 3 clusters Score -3719192 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18471 members Mstep: Class 2 contains 19362 members Entering Unmasked Estep Score: -3719195.000000 Penalty: 3425.804688 Iteration 48Q: 3 clusters Score -3719195 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18537 members Mstep: Class 2 contains 19296 members Entering Unmasked Estep Score: -3719199.750000 Penalty: 3425.804688 Iteration 49Q: 3 clusters Score -3719200 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18593 members Mstep: Class 2 contains 19240 members Entering Unmasked Estep Score: -3719207.000000 Penalty: 3425.804688 Iteration 50Q: 3 clusters Score -3719207 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18648 members Mstep: Class 2 contains 19185 members Entering Unmasked Estep Score: -3719218.750000 Penalty: 3425.804688 Iteration 51Q: 3 clusters Score -3719219 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18708 members Mstep: Class 2 contains 19125 members Entering Unmasked Estep Score: -3719223.250000 Penalty: 3425.804688 Iteration 52Q: 3 clusters Score -3719223 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18765 members Mstep: Class 2 contains 19068 members Entering Unmasked Estep Score: -3719220.500000 Penalty: 3425.804688 Iteration 53Q: 3 clusters Score -3719220 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18829 members Mstep: Class 2 contains 19004 members Entering Unmasked Estep Score: -3719230.000000 Penalty: 3425.804688 Iteration 54Q: 3 clusters Score -3719230 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18901 members Mstep: Class 2 contains 18932 members Entering Unmasked Estep Score: -3719233.250000 Penalty: 3425.804688 Iteration 55Q: 3 clusters Score -3719233 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18969 members Mstep: Class 2 contains 18864 members Entering Unmasked Estep Score: -3719234.250000 Penalty: 3425.804688 Iteration 56Q: 3 clusters Score -3719234 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19022 members Mstep: Class 2 contains 18811 members Entering Unmasked Estep Score: -3719241.000000 Penalty: 3425.804688 Iteration 57Q: 3 clusters Score -3719241 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19077 members Mstep: Class 2 contains 18756 members Entering Unmasked Estep Score: -3719234.250000 Penalty: 3425.804688 Iteration 58Q: 3 clusters Score -3719234 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19122 members Mstep: Class 2 contains 18711 members Entering Unmasked Estep Score: -3719234.500000 Penalty: 3425.804688 Iteration 59Q: 3 clusters Score -3719234 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19163 members Mstep: Class 2 contains 18670 members Entering Unmasked Estep Score: -3719241.000000 Penalty: 3425.804688 Iteration 60F: 3 clusters Score -3719241 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19216 members Mstep: Class 2 contains 18617 members Entering Unmasked Estep Score: -3719240.750000 Penalty: 3425.804688 Iteration 61Q: 3 clusters Score -3719241 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19266 members Mstep: Class 2 contains 18567 members Entering Unmasked Estep Score: -3719241.000000 Penalty: 3425.804688 Iteration 62Q: 3 clusters Score -3719241 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19321 members Mstep: Class 2 contains 18512 members Entering Unmasked Estep Score: -3719242.250000 Penalty: 3425.804688 Iteration 63Q: 3 clusters Score -3719242 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19361 members Mstep: Class 2 contains 18472 members Entering Unmasked Estep Score: -3719242.750000 Penalty: 3425.804688 Iteration 64Q: 3 clusters Score -3719243 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19408 members Mstep: Class 2 contains 18425 members Entering Unmasked Estep Score: -3719246.250000 Penalty: 3425.804688 Iteration 65Q: 3 clusters Score -3719246 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19469 members Mstep: Class 2 contains 18364 members Entering Unmasked Estep Score: -3719247.750000 Penalty: 3425.804688 Iteration 66Q: 3 clusters Score -3719248 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19524 members Mstep: Class 2 contains 18309 members Entering Unmasked Estep Score: -3719251.000000 Penalty: 3425.804688 Iteration 67Q: 3 clusters Score -3719251 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19579 members Mstep: Class 2 contains 18254 members Entering Unmasked Estep Score: -3719250.250000 Penalty: 3425.804688 Iteration 68Q: 3 clusters Score -3719250 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19632 members Mstep: Class 2 contains 18201 members Entering Unmasked Estep Score: -3719253.250000 Penalty: 3425.804688 Iteration 69Q: 3 clusters Score -3719253 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19698 members Mstep: Class 2 contains 18135 members Entering Unmasked Estep Score: -3719261.250000 Penalty: 3425.804688 Iteration 70Q: 3 clusters Score -3719261 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19768 members Mstep: Class 2 contains 18065 members Entering Unmasked Estep Score: -3719264.750000 Penalty: 3425.804688 Iteration 71Q: 3 clusters Score -3719265 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19851 members Mstep: Class 2 contains 17982 members Entering Unmasked Estep Score: -3719280.000000 Penalty: 3425.804688 Iteration 72Q: 3 clusters Score -3719280 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19945 members Mstep: Class 2 contains 17888 members Entering Unmasked Estep Score: -3719284.500000 Penalty: 3425.804688 Iteration 73Q: 3 clusters Score -3719284 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20046 members Mstep: Class 2 contains 17787 members Entering Unmasked Estep Score: -3719292.250000 Penalty: 3425.804688 Iteration 74Q: 3 clusters Score -3719292 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20148 members Mstep: Class 2 contains 17685 members Entering Unmasked Estep Score: -3719308.250000 Penalty: 3425.804688 Iteration 75Q: 3 clusters Score -3719308 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20237 members Mstep: Class 2 contains 17596 members Entering Unmasked Estep Score: -3719310.000000 Penalty: 3425.804688 Iteration 76Q: 3 clusters Score -3719310 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20320 members Mstep: Class 2 contains 17513 members Entering Unmasked Estep Score: -3719312.500000 Penalty: 3425.804688 Iteration 77Q: 3 clusters Score -3719312 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20400 members Mstep: Class 2 contains 17433 members Entering Unmasked Estep Score: -3719320.000000 Penalty: 3425.804688 Iteration 78Q: 3 clusters Score -3719320 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20488 members Mstep: Class 2 contains 17345 members Entering Unmasked Estep Score: -3719322.750000 Penalty: 3425.804688 Iteration 79Q: 3 clusters Score -3719323 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20599 members Mstep: Class 2 contains 17234 members Entering Unmasked Estep Score: -3719323.250000 Penalty: 3425.804688 Iteration 80F: 3 clusters Score -3719323 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20704 members Mstep: Class 2 contains 17129 members Entering Unmasked Estep Score: -3719335.000000 Penalty: 3425.804688 Iteration 81Q: 3 clusters Score -3719335 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20810 members Mstep: Class 2 contains 17023 members Entering Unmasked Estep Score: -3719353.000000 Penalty: 3425.804688 Iteration 82Q: 3 clusters Score -3719353 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20925 members Mstep: Class 2 contains 16908 members Entering Unmasked Estep Score: -3719364.750000 Penalty: 3425.804688 Iteration 83Q: 3 clusters Score -3719365 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21056 members Mstep: Class 2 contains 16777 members Entering Unmasked Estep Score: -3719370.250000 Penalty: 3425.804688 Iteration 84Q: 3 clusters Score -3719370 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21205 members Mstep: Class 2 contains 16628 members Entering Unmasked Estep Score: -3719377.000000 Penalty: 3425.804688 Iteration 85Q: 3 clusters Score -3719377 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21355 members Mstep: Class 2 contains 16478 members Entering Unmasked Estep Score: -3719398.500000 Penalty: 3425.804688 Iteration 86Q: 3 clusters Score -3719398 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21479 members Mstep: Class 2 contains 16354 members Entering Unmasked Estep Score: -3719420.500000 Penalty: 3425.804688 Iteration 87Q: 3 clusters Score -3719420 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21618 members Mstep: Class 2 contains 16215 members Entering Unmasked Estep Score: -3719429.750000 Penalty: 3425.804688 Iteration 88Q: 3 clusters Score -3719430 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21775 members Mstep: Class 2 contains 16058 members Entering Unmasked Estep Score: -3719457.500000 Penalty: 3425.804688 Iteration 89Q: 3 clusters Score -3719458 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21956 members Mstep: Class 2 contains 15877 members Entering Unmasked Estep Score: -3719469.750000 Penalty: 3425.804688 Iteration 90Q: 3 clusters Score -3719470 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22138 members Mstep: Class 2 contains 15695 members Entering Unmasked Estep Score: -3719478.750000 Penalty: 3425.804688 Iteration 91Q: 3 clusters Score -3719479 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22299 members Mstep: Class 2 contains 15534 members Entering Unmasked Estep Score: -3719501.250000 Penalty: 3425.804688 Iteration 92Q: 3 clusters Score -3719501 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22472 members Mstep: Class 2 contains 15361 members Entering Unmasked Estep Score: -3719539.000000 Penalty: 3425.804688 Iteration 93Q: 3 clusters Score -3719539 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22663 members Mstep: Class 2 contains 15170 members Entering Unmasked Estep Score: -3719576.250000 Penalty: 3425.804688 Iteration 94Q: 3 clusters Score -3719576 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22840 members Mstep: Class 2 contains 14993 members Entering Unmasked Estep Score: -3719589.750000 Penalty: 3425.804688 Iteration 95Q: 3 clusters Score -3719590 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23001 members Mstep: Class 2 contains 14832 members Entering Unmasked Estep Score: -3719607.000000 Penalty: 3425.804688 Iteration 96Q: 3 clusters Score -3719607 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23152 members Mstep: Class 2 contains 14681 members Entering Unmasked Estep Score: -3719621.500000 Penalty: 3425.804688 Iteration 97Q: 3 clusters Score -3719622 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23322 members Mstep: Class 2 contains 14511 members Entering Unmasked Estep Score: -3719645.000000 Penalty: 3425.804688 Iteration 98Q: 3 clusters Score -3719645 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23489 members Mstep: Class 2 contains 14344 members Entering Unmasked Estep Score: -3719665.500000 Penalty: 3425.804688 Iteration 99Q: 3 clusters Score -3719666 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23659 members Mstep: Class 2 contains 14174 members Entering Unmasked Estep Score: -3719693.000000 Penalty: 3425.804688 Iteration 100F: 3 clusters Score -3719693 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23809 members Mstep: Class 2 contains 14024 members Entering Unmasked Estep Score: -3719711.250000 Penalty: 3425.804688 Iteration 101Q: 3 clusters Score -3719711 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23948 members Mstep: Class 2 contains 13885 members Entering Unmasked Estep Score: -3719718.250000 Penalty: 3425.804688 Iteration 102Q: 3 clusters Score -3719718 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24091 members Mstep: Class 2 contains 13742 members Entering Unmasked Estep Score: -3719719.000000 Penalty: 3425.804688 Iteration 103Q: 3 clusters Score -3719719 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24241 members Mstep: Class 2 contains 13592 members Entering Unmasked Estep Score: -3719737.000000 Penalty: 3425.804688 Iteration 104Q: 3 clusters Score -3719737 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24392 members Mstep: Class 2 contains 13441 members Entering Unmasked Estep Score: -3719748.500000 Penalty: 3425.804688 Iteration 105Q: 3 clusters Score -3719748 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24532 members Mstep: Class 2 contains 13301 members Entering Unmasked Estep Score: -3719752.250000 Penalty: 3425.804688 Iteration 106Q: 3 clusters Score -3719752 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24654 members Mstep: Class 2 contains 13179 members Entering Unmasked Estep Score: -3719773.000000 Penalty: 3425.804688 Iteration 107Q: 3 clusters Score -3719773 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24776 members Mstep: Class 2 contains 13057 members Entering Unmasked Estep Score: -3719783.000000 Penalty: 3425.804688 Iteration 108Q: 3 clusters Score -3719783 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24887 members Mstep: Class 2 contains 12946 members Entering Unmasked Estep Score: -3719803.750000 Penalty: 3425.804688 Iteration 109Q: 3 clusters Score -3719804 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24994 members Mstep: Class 2 contains 12839 members Entering Unmasked Estep Score: -3719813.750000 Penalty: 3425.804688 Iteration 110Q: 3 clusters Score -3719814 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25081 members Mstep: Class 2 contains 12752 members Entering Unmasked Estep Score: -3719819.250000 Penalty: 3425.804688 Iteration 111Q: 3 clusters Score -3719819 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25170 members Mstep: Class 2 contains 12663 members Entering Unmasked Estep Score: -3719819.500000 Penalty: 3425.804688 Iteration 112Q: 3 clusters Score -3719820 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25253 members Mstep: Class 2 contains 12580 members Entering Unmasked Estep Score: -3719830.250000 Penalty: 3425.804688 Iteration 113Q: 3 clusters Score -3719830 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25343 members Mstep: Class 2 contains 12490 members Entering Unmasked Estep Score: -3719848.750000 Penalty: 3425.804688 Iteration 114Q: 3 clusters Score -3719849 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25422 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -3719850.500000 Penalty: 3425.804688 Iteration 115Q: 3 clusters Score -3719850 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25497 members Mstep: Class 2 contains 12336 members Entering Unmasked Estep Score: -3719839.250000 Penalty: 3425.804688 Iteration 116Q: 3 clusters Score -3719839 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25580 members Mstep: Class 2 contains 12253 members Entering Unmasked Estep Score: -3719851.000000 Penalty: 3425.804688 Iteration 117Q: 3 clusters Score -3719851 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25672 members Mstep: Class 2 contains 12161 members Entering Unmasked Estep Score: -3719862.000000 Penalty: 3425.804688 Iteration 118Q: 3 clusters Score -3719862 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25779 members Mstep: Class 2 contains 12054 members Entering Unmasked Estep Score: -3719861.000000 Penalty: 3425.804688 Iteration 119Q: 3 clusters Score -3719861 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25869 members Mstep: Class 2 contains 11964 members Entering Unmasked Estep Score: -3719878.250000 Penalty: 3425.804688 Iteration 120F: 3 clusters Score -3719878 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25959 members Mstep: Class 2 contains 11874 members Entering Unmasked Estep Score: -3719889.750000 Penalty: 3425.804688 Iteration 121Q: 3 clusters Score -3719890 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26053 members Mstep: Class 2 contains 11780 members Entering Unmasked Estep Score: -3719905.250000 Penalty: 3425.804688 Iteration 122Q: 3 clusters Score -3719905 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26153 members Mstep: Class 2 contains 11680 members Entering Unmasked Estep Score: -3719923.500000 Penalty: 3425.804688 Iteration 123Q: 3 clusters Score -3719924 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26239 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -3719917.000000 Penalty: 3425.804688 Iteration 124Q: 3 clusters Score -3719917 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26314 members Mstep: Class 2 contains 11519 members Entering Unmasked Estep Score: -3719926.250000 Penalty: 3425.804688 Iteration 125Q: 3 clusters Score -3719926 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26400 members Mstep: Class 2 contains 11433 members Entering Unmasked Estep Score: -3719930.000000 Penalty: 3425.804688 Iteration 126Q: 3 clusters Score -3719930 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26485 members Mstep: Class 2 contains 11348 members Entering Unmasked Estep Score: -3719939.750000 Penalty: 3425.804688 Iteration 127Q: 3 clusters Score -3719940 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26568 members Mstep: Class 2 contains 11265 members Entering Unmasked Estep Score: -3719946.250000 Penalty: 3425.804688 Iteration 128Q: 3 clusters Score -3719946 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26647 members Mstep: Class 2 contains 11186 members Entering Unmasked Estep Score: -3719954.250000 Penalty: 3425.804688 Iteration 129Q: 3 clusters Score -3719954 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26713 members Mstep: Class 2 contains 11120 members Entering Unmasked Estep Score: -3719968.000000 Penalty: 3425.804688 Iteration 130Q: 3 clusters Score -3719968 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26776 members Mstep: Class 2 contains 11057 members Entering Unmasked Estep Score: -3719950.500000 Penalty: 3425.804688 Iteration 131Q: 3 clusters Score -3719950 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26853 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -3719965.000000 Penalty: 3425.804688 Iteration 132Q: 3 clusters Score -3719965 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26920 members Mstep: Class 2 contains 10913 members Entering Unmasked Estep Score: -3719972.500000 Penalty: 3425.804688 Iteration 133Q: 3 clusters Score -3719972 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26977 members Mstep: Class 2 contains 10856 members Entering Unmasked Estep Score: -3719978.250000 Penalty: 3425.804688 Iteration 134Q: 3 clusters Score -3719978 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27028 members Mstep: Class 2 contains 10805 members Entering Unmasked Estep Score: -3719982.500000 Penalty: 3425.804688 Iteration 135Q: 3 clusters Score -3719982 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27078 members Mstep: Class 2 contains 10755 members Entering Unmasked Estep Score: -3719978.250000 Penalty: 3425.804688 Iteration 136Q: 3 clusters Score -3719978 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27120 members Mstep: Class 2 contains 10713 members Entering Unmasked Estep Score: -3719979.250000 Penalty: 3425.804688 Iteration 137Q: 3 clusters Score -3719979 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27162 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -3719976.000000 Penalty: 3425.804688 Iteration 138Q: 3 clusters Score -3719976 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27196 members Mstep: Class 2 contains 10637 members Entering Unmasked Estep Score: -3719980.250000 Penalty: 3425.804688 Iteration 139Q: 3 clusters Score -3719980 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27227 members Mstep: Class 2 contains 10606 members Entering Unmasked Estep Score: -3719981.750000 Penalty: 3425.804688 Iteration 140F: 3 clusters Score -3719982 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27257 members Mstep: Class 2 contains 10576 members Entering Unmasked Estep Score: -3719974.250000 Penalty: 3425.804688 Iteration 141Q: 3 clusters Score -3719974 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27296 members Mstep: Class 2 contains 10537 members Entering Unmasked Estep Score: -3719987.750000 Penalty: 3425.804688 Iteration 142Q: 3 clusters Score -3719988 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27338 members Mstep: Class 2 contains 10495 members Entering Unmasked Estep Score: -3719994.750000 Penalty: 3425.804688 Iteration 143Q: 3 clusters Score -3719995 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27372 members Mstep: Class 2 contains 10461 members Entering Unmasked Estep Score: -3720004.500000 Penalty: 3425.804688 Iteration 144Q: 3 clusters Score -3720004 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27401 members Mstep: Class 2 contains 10432 members Entering Unmasked Estep Score: -3720000.500000 Penalty: 3425.804688 Iteration 145Q: 3 clusters Score -3720000 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27429 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -3720006.750000 Penalty: 3425.804688 Iteration 146Q: 3 clusters Score -3720007 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27457 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: -3720008.000000 Penalty: 3425.804688 Iteration 147Q: 3 clusters Score -3720008 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27496 members Mstep: Class 2 contains 10337 members Entering Unmasked Estep Score: -3720009.500000 Penalty: 3425.804688 Iteration 148Q: 3 clusters Score -3720010 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27535 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -3720010.000000 Penalty: 3425.804688 Iteration 149Q: 3 clusters Score -3720010 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27578 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -3720026.750000 Penalty: 3425.804688 Iteration 150Q: 3 clusters Score -3720027 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27609 members Mstep: Class 2 contains 10224 members Entering Unmasked Estep Score: -3720027.500000 Penalty: 3425.804688 Iteration 151Q: 3 clusters Score -3720028 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27636 members Mstep: Class 2 contains 10197 members Entering Unmasked Estep Score: -3720034.750000 Penalty: 3425.804688 Iteration 152Q: 3 clusters Score -3720035 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27664 members Mstep: Class 2 contains 10169 members Entering Unmasked Estep Score: -3720040.750000 Penalty: 3425.804688 Iteration 153Q: 3 clusters Score -3720041 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27691 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -3720047.750000 Penalty: 3425.804688 Iteration 154Q: 3 clusters Score -3720048 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27715 members Mstep: Class 2 contains 10118 members Entering Unmasked Estep Score: -3720047.500000 Penalty: 3425.804688 Iteration 155Q: 3 clusters Score -3720048 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27733 members Mstep: Class 2 contains 10100 members Entering Unmasked Estep Score: -3720038.250000 Penalty: 3425.804688 Iteration 156Q: 3 clusters Score -3720038 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27750 members Mstep: Class 2 contains 10083 members Entering Unmasked Estep Score: -3720037.750000 Penalty: 3425.804688 Iteration 157Q: 3 clusters Score -3720038 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27775 members Mstep: Class 2 contains 10058 members Entering Unmasked Estep Score: -3720034.000000 Penalty: 3425.804688 Iteration 158Q: 3 clusters Score -3720034 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27798 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -3720033.500000 Penalty: 3425.804688 Iteration 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3425.804688 Iteration 163Q: 3 clusters Score -3720039 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27884 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -3720033.250000 Penalty: 3425.804688 Iteration 164Q: 3 clusters Score -3720033 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27900 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -3720035.750000 Penalty: 3425.804688 Iteration 165Q: 3 clusters Score -3720036 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27916 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -3720040.250000 Penalty: 3425.804688 Iteration 166Q: 3 clusters Score -3720040 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27925 members Mstep: Class 2 contains 9908 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -3720037.750000 Penalty: 3425.804688 Iteration 171Q: 3 clusters Score -3720038 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27970 members Mstep: Class 2 contains 9863 members Entering Unmasked Estep Score: -3720043.750000 Penalty: 3425.804688 Iteration 172Q: 3 clusters Score -3720044 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27982 members Mstep: Class 2 contains 9851 members Entering Unmasked Estep Score: -3720045.000000 Penalty: 3425.804688 Iteration 173Q: 3 clusters Score -3720045 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27989 members Mstep: Class 2 contains 9844 members Entering Unmasked Estep Score: -3720044.500000 Penalty: 3425.804688 Iteration 174Q: 3 clusters Score -3720044 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27996 members Mstep: Class 2 contains 9837 members Entering Unmasked Estep Score: -3720042.250000 Penalty: 3425.804688 Iteration 175Q: 3 clusters Score -3720042 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28006 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -3720046.000000 Penalty: 3425.804688 Iteration 176Q: 3 clusters Score -3720046 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28014 members Mstep: Class 2 contains 9819 members Entering Unmasked Estep Score: -3720043.250000 Penalty: 3425.804688 Iteration 177Q: 3 clusters Score -3720043 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28024 members Mstep: Class 2 contains 9809 members Entering Unmasked Estep Score: -3720047.250000 Penalty: 3425.804688 Iteration 178Q: 3 clusters Score -3720047 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28035 members Mstep: Class 2 contains 9798 members Entering Unmasked Estep Score: -3720044.000000 Penalty: 3425.804688 Iteration 179Q: 3 clusters Score -3720044 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28043 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -3720044.000000 Penalty: 3425.804688 Iteration 180F: 3 clusters Score -3720044 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28052 members Mstep: Class 2 contains 9781 members Entering Unmasked Estep Score: -3720041.000000 Penalty: 3425.804688 Iteration 181Q: 3 clusters Score -3720041 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28062 members Mstep: Class 2 contains 9771 members Entering Unmasked Estep Score: -3720041.000000 Penalty: 3425.804688 Iteration 182Q: 3 clusters Score -3720041 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28069 members Mstep: Class 2 contains 9764 members Entering Unmasked Estep Score: -3720040.250000 Penalty: 3425.804688 Iteration 183Q: 3 clusters Score -3720040 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28081 members Mstep: Class 2 contains 9752 members Entering Unmasked Estep Score: -3720043.500000 Penalty: 3425.804688 Iteration 184Q: 3 clusters Score -3720044 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28085 members Mstep: Class 2 contains 9748 members Entering Unmasked Estep Score: -3720045.750000 Penalty: 3425.804688 Iteration 185Q: 3 clusters Score -3720046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28089 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -3720047.000000 Penalty: 3425.804688 Iteration 186Q: 3 clusters Score -3720047 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28100 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -3720046.250000 Penalty: 3425.804688 Iteration 187Q: 3 clusters Score -3720046 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28112 members Mstep: Class 2 contains 9721 members Entering Unmasked Estep Score: -3720044.000000 Penalty: 3425.804688 Iteration 188Q: 3 clusters Score -3720044 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28119 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -3720042.000000 Penalty: 3425.804688 Iteration 189Q: 3 clusters Score -3720042 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28130 members Mstep: Class 2 contains 9703 members Entering Unmasked Estep Score: -3720044.000000 Penalty: 3425.804688 Iteration 190Q: 3 clusters Score -3720044 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28137 members Mstep: Class 2 contains 9696 members Entering Unmasked Estep Score: -3720042.000000 Penalty: 3425.804688 Iteration 191Q: 3 clusters Score -3720042 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28150 members Mstep: Class 2 contains 9683 members Entering Unmasked Estep Score: -3720049.000000 Penalty: 3425.804688 Iteration 192Q: 3 clusters Score -3720049 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28157 members Mstep: Class 2 contains 9676 members Entering Unmasked Estep Score: -3720049.500000 Penalty: 3425.804688 Iteration 193Q: 3 clusters Score -3720050 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28167 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -3720053.250000 Penalty: 3425.804688 Iteration 194Q: 3 clusters Score -3720053 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28171 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -3720052.500000 Penalty: 3425.804688 Iteration 195Q: 3 clusters Score -3720052 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28175 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -3720054.250000 Penalty: 3425.804688 Iteration 196Q: 3 clusters Score -3720054 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28178 members Mstep: Class 2 contains 9655 members Entering Unmasked Estep Score: -3720057.250000 Penalty: 3425.804688 Iteration 197Q: 3 clusters Score -3720057 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28183 members Mstep: Class 2 contains 9650 members Entering Unmasked Estep Score: -3720053.500000 Penalty: 3425.804688 Iteration 198Q: 3 clusters Score -3720054 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28190 members Mstep: Class 2 contains 9643 members Entering Unmasked Estep Score: -3720051.250000 Penalty: 3425.804688 Iteration 199Q: 3 clusters Score -3720051 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28197 members Mstep: Class 2 contains 9636 members Entering Unmasked Estep Score: -3720050.750000 Penalty: 3425.804688 Iteration 200F: 3 clusters Score -3720051 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28203 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -3720048.250000 Penalty: 3425.804688 Iteration 201Q: 3 clusters Score -3720048 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28211 members Mstep: Class 2 contains 9622 members Entering Unmasked Estep Score: -3720053.500000 Penalty: 3425.804688 Iteration 202Q: 3 clusters Score -3720054 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28222 members Mstep: Class 2 contains 9611 members Entering Unmasked Estep Score: -3720046.750000 Penalty: 3425.804688 Iteration 203Q: 3 clusters Score -3720047 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28230 members Mstep: Class 2 contains 9603 members Entering Unmasked Estep Score: -3720047.250000 Penalty: 3425.804688 Iteration 204Q: 3 clusters Score -3720047 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28237 members Mstep: Class 2 contains 9596 members Entering Unmasked Estep Score: -3720049.250000 Penalty: 3425.804688 Iteration 205Q: 3 clusters Score -3720049 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28240 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -3720048.250000 Penalty: 3425.804688 Iteration 206Q: 3 clusters Score -3720048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28245 members Mstep: Class 2 contains 9588 members Entering Unmasked Estep Score: -3720052.000000 Penalty: 3425.804688 Iteration 207Q: 3 clusters Score -3720052 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28249 members Mstep: Class 2 contains 9584 members Entering Unmasked Estep Score: -3720051.750000 Penalty: 3425.804688 Iteration 208Q: 3 clusters Score -3720052 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28256 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -3720056.000000 Penalty: 3425.804688 Iteration 209Q: 3 clusters Score -3720056 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28264 members Mstep: Class 2 contains 9569 members Entering Unmasked Estep Score: -3720057.250000 Penalty: 3425.804688 Iteration 210Q: 3 clusters Score -3720057 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28270 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -3720061.500000 Penalty: 3425.804688 Iteration 211Q: 3 clusters Score -3720062 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28278 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -3720065.000000 Penalty: 3425.804688 Iteration 212Q: 3 clusters Score -3720065 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28287 members Mstep: Class 2 contains 9546 members Entering Unmasked Estep Score: -3720064.500000 Penalty: 3425.804688 Iteration 213Q: 3 clusters Score -3720064 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28300 members Mstep: Class 2 contains 9533 members Entering Unmasked Estep Score: -3720058.750000 Penalty: 3425.804688 Iteration 214Q: 3 clusters Score -3720059 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28316 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -3720061.500000 Penalty: 3425.804688 Iteration 215Q: 3 clusters Score -3720062 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28327 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -3720060.500000 Penalty: 3425.804688 Iteration 216Q: 3 clusters Score -3720060 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28340 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -3720063.500000 Penalty: 3425.804688 Iteration 217Q: 3 clusters Score -3720064 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28356 members Mstep: Class 2 contains 9477 members Entering Unmasked Estep Score: -3720065.750000 Penalty: 3425.804688 Iteration 218Q: 3 clusters Score -3720066 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28371 members Mstep: Class 2 contains 9462 members Entering Unmasked Estep Score: -3720059.500000 Penalty: 3425.804688 Iteration 219Q: 3 clusters Score -3720060 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28381 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -3720065.750000 Penalty: 3425.804688 Iteration 220F: 3 clusters Score -3720066 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28388 members Mstep: Class 2 contains 9445 members Entering Unmasked Estep Score: -3720068.250000 Penalty: 3425.804688 Iteration 221Q: 3 clusters Score -3720068 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28393 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -3720064.500000 Penalty: 3425.804688 Iteration 222Q: 3 clusters Score -3720064 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28397 members Mstep: Class 2 contains 9436 members Entering Unmasked Estep Score: -3720070.000000 Penalty: 3425.804688 Iteration 223Q: 3 clusters Score -3720070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28400 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -3720070.500000 Penalty: 3425.804688 Iteration 224Q: 3 clusters Score -3720070 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28404 members Mstep: Class 2 contains 9429 members Entering Unmasked Estep Score: -3720070.250000 Penalty: 3425.804688 Iteration 225Q: 3 clusters Score -3720070 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28405 members Mstep: Class 2 contains 9428 members Entering Unmasked Estep Score: -3720069.250000 Penalty: 3425.804688 Iteration 226Q: 3 clusters Score -3720069 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28406 members Mstep: Class 2 contains 9427 members Entering Unmasked Estep Score: -3720069.750000 Penalty: 3425.804688 Iteration 227Q: 3 clusters Score -3720070 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28406 members Mstep: Class 2 contains 9427 members Entering Unmasked Estep Score: -3720069.750000 Penalty: 3425.804688 Iteration 228F: 3 clusters Score -3720070 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Entering Unmasked Estep Score: -447113.875000 Penalty: 1364.741577 Iteration 0F: 2 clusters Score -447113.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -443399.000000 Penalty: 2729.483154 Iteration 0F: 3 clusters Score -443399 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -444427.156250 Penalty: 2729.483154 Iteration 1F: 3 clusters Score -444427.2 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -444605.687500 Penalty: 2729.483154 Iteration 2F: 3 clusters Score -444605.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -444726.625000 Penalty: 2729.483154 Iteration 3F: 3 clusters Score -444726.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -444804.468750 Penalty: 2729.483154 Iteration 4Q: 3 clusters Score -444804.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -444865.718750 Penalty: 2729.483154 Iteration 5Q: 3 clusters Score -444865.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -444916.343750 Penalty: 2729.483154 Iteration 6Q: 3 clusters Score -444916.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -444961.500000 Penalty: 2729.483154 Iteration 7Q: 3 clusters Score -444961.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -445008.656250 Penalty: 2729.483154 Iteration 8Q: 3 clusters Score -445008.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -445054.062500 Penalty: 2729.483154 Iteration 9Q: 3 clusters Score -445054.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -445116.000000 Penalty: 2729.483154 Iteration 10Q: 3 clusters Score -445116 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -445171.437500 Penalty: 2729.483154 Iteration 11Q: 3 clusters Score -445171.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -445236.593750 Penalty: 2729.483154 Iteration 12Q: 3 clusters Score -445236.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -445298.875000 Penalty: 2729.483154 Iteration 13Q: 3 clusters Score -445298.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -445370.343750 Penalty: 2729.483154 Iteration 14Q: 3 clusters Score -445370.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -445448.031250 Penalty: 2729.483154 Iteration 15Q: 3 clusters Score -445448 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -445534.093750 Penalty: 2729.483154 Iteration 16Q: 3 clusters Score -445534.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -445608.281250 Penalty: 2729.483154 Iteration 17Q: 3 clusters Score -445608.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -445678.437500 Penalty: 2729.483154 Iteration 18Q: 3 clusters Score -445678.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -445741.187500 Penalty: 2729.483154 Iteration 19Q: 3 clusters Score -445741.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -445791.156250 Penalty: 2729.483154 Iteration 20F: 3 clusters Score -445791.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -445831.937500 Penalty: 2729.483154 Iteration 21Q: 3 clusters Score -445831.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -445871.656250 Penalty: 2729.483154 Iteration 22Q: 3 clusters Score -445871.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -445899.812500 Penalty: 2729.483154 Iteration 23Q: 3 clusters Score -445899.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -445923.531250 Penalty: 2729.483154 Iteration 24Q: 3 clusters Score -445923.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -445957.375000 Penalty: 2729.483154 Iteration 25Q: 3 clusters Score -445957.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -446008.000000 Penalty: 2729.483154 Iteration 26Q: 3 clusters Score -446008 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -446059.531250 Penalty: 2729.483154 Iteration 27Q: 3 clusters Score -446059.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -446096.468750 Penalty: 2729.483154 Iteration 28Q: 3 clusters Score -446096.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -446109.031250 Penalty: 2729.483154 Iteration 29Q: 3 clusters Score -446109 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -446113.875000 Penalty: 2729.483154 Iteration 30Q: 3 clusters Score -446113.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -446120.218750 Penalty: 2729.483154 Iteration 31Q: 3 clusters Score -446120.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -446126.875000 Penalty: 2729.483154 Iteration 32Q: 3 clusters Score -446126.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -446131.062500 Penalty: 2729.483154 Iteration 33Q: 3 clusters Score -446131.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -446133.656250 Penalty: 2729.483154 Iteration 34Q: 3 clusters Score -446133.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -446137.531250 Penalty: 2729.483154 Iteration 35Q: 3 clusters Score -446137.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -446139.062500 Penalty: 2729.483154 Iteration 36Q: 3 clusters Score -446139.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -446143.718750 Penalty: 2729.483154 Iteration 37Q: 3 clusters Score -446143.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -446144.062500 Penalty: 2729.483154 Iteration 38Q: 3 clusters Score -446144.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -446145.500000 Penalty: 2729.483154 Iteration 39Q: 3 clusters Score -446145.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -446146.406250 Penalty: 2729.483154 Iteration 40F: 3 clusters Score -446146.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -446146.593750 Penalty: 2729.483154 Iteration 41Q: 3 clusters Score -446146.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -446147.906250 Penalty: 2729.483154 Iteration 42Q: 3 clusters Score -446147.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -446148.187500 Penalty: 2729.483154 Iteration 43Q: 3 clusters Score -446148.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -446148.687500 Penalty: 2729.483154 Iteration 44Q: 3 clusters Score -446148.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -446150.437500 Penalty: 2729.483154 Iteration 45Q: 3 clusters Score -446150.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -446153.312500 Penalty: 2729.483154 Iteration 46Q: 3 clusters Score -446153.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -446158.375000 Penalty: 2729.483154 Iteration 47Q: 3 clusters Score -446158.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -446161.343750 Penalty: 2729.483154 Iteration 48Q: 3 clusters Score -446161.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -446162.718750 Penalty: 2729.483154 Iteration 49Q: 3 clusters Score -446162.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -446163.218750 Penalty: 2729.483154 Iteration 50Q: 3 clusters Score -446163.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -446163.218750 Penalty: 2729.483154 Iteration 51F: 3 clusters Score -446163.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Entering Unmasked Estep Score: -16438.703125 Penalty: 862.593506 Iteration 0F: 2 clusters Score -16438.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -15720.246094 Penalty: 1725.187012 Iteration 0F: 3 clusters Score -15720.25 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -15811.037109 Penalty: 1725.187012 Iteration 1F: 3 clusters Score -15811.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -15848.398438 Penalty: 1725.187012 Iteration 2Q: 3 clusters Score -15848.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -15861.550781 Penalty: 1725.187012 Iteration 3Q: 3 clusters Score -15861.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -15862.372070 Penalty: 1725.187012 Iteration 4Q: 3 clusters Score -15862.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -15862.372070 Penalty: 1725.187012 Iteration 5F: 3 clusters Score -15862.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (12487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12487 members Entering Unmasked Estep Score: -1251589.625000 Penalty: 1532.772095 Iteration 0F: 2 clusters Score -1251590 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -1242777.125000 Penalty: 3065.544189 Iteration 0F: 3 clusters Score -1242777 nChanged 5512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -1245818.750000 Penalty: 3065.544189 Iteration 1F: 3 clusters Score -1245819 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -1246203.875000 Penalty: 3065.544189 Iteration 2F: 3 clusters Score -1246204 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -1246635.875000 Penalty: 3065.544189 Iteration 3F: 3 clusters Score -1246636 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -1247099.375000 Penalty: 3065.544189 Iteration 4F: 3 clusters Score -1247099 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -1247610.625000 Penalty: 3065.544189 Iteration 5F: 3 clusters Score -1247611 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -1248142.125000 Penalty: 3065.544189 Iteration 6F: 3 clusters Score -1248142 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -1248609.000000 Penalty: 3065.544189 Iteration 7F: 3 clusters Score -1248609 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -1248925.000000 Penalty: 3065.544189 Iteration 8Q: 3 clusters Score -1248925 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 7482 members Entering Unmasked Estep Score: -1249100.500000 Penalty: 3065.544189 Iteration 9Q: 3 clusters Score -1249100 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -1249210.750000 Penalty: 3065.544189 Iteration 10Q: 3 clusters Score -1249211 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -1249293.625000 Penalty: 3065.544189 Iteration 11Q: 3 clusters Score -1249294 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -1249368.625000 Penalty: 3065.544189 Iteration 12Q: 3 clusters Score -1249369 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -1249433.750000 Penalty: 3065.544189 Iteration 13Q: 3 clusters Score -1249434 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 7825 members Entering Unmasked Estep Score: -1249512.250000 Penalty: 3065.544189 Iteration 14Q: 3 clusters Score -1249512 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -1249603.250000 Penalty: 3065.544189 Iteration 15Q: 3 clusters Score -1249603 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -1249684.125000 Penalty: 3065.544189 Iteration 16Q: 3 clusters Score -1249684 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -1249768.500000 Penalty: 3065.544189 Iteration 17Q: 3 clusters Score -1249768 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -1249880.375000 Penalty: 3065.544189 Iteration 18Q: 3 clusters Score -1249880 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 8312 members Entering Unmasked Estep Score: -1250026.000000 Penalty: 3065.544189 Iteration 19Q: 3 clusters Score -1250026 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -1250171.750000 Penalty: 3065.544189 Iteration 20F: 3 clusters Score -1250172 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 8444 members Entering Unmasked Estep Score: -1250308.500000 Penalty: 3065.544189 Iteration 21Q: 3 clusters Score -1250308 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -1250433.500000 Penalty: 3065.544189 Iteration 22Q: 3 clusters Score -1250434 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -1250546.250000 Penalty: 3065.544189 Iteration 23Q: 3 clusters Score -1250546 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -1250636.750000 Penalty: 3065.544189 Iteration 24Q: 3 clusters Score -1250637 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -1250695.375000 Penalty: 3065.544189 Iteration 25Q: 3 clusters Score -1250695 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 8414 members Entering Unmasked Estep Score: -1250729.125000 Penalty: 3065.544189 Iteration 26Q: 3 clusters Score -1250729 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 8366 members Entering Unmasked Estep Score: -1250750.750000 Penalty: 3065.544189 Iteration 27Q: 3 clusters Score -1250751 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 8322 members Entering Unmasked Estep Score: -1250768.500000 Penalty: 3065.544189 Iteration 28Q: 3 clusters Score -1250768 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -1250776.875000 Penalty: 3065.544189 Iteration 29Q: 3 clusters Score -1250777 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -1250788.875000 Penalty: 3065.544189 Iteration 30Q: 3 clusters Score -1250789 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -1250799.625000 Penalty: 3065.544189 Iteration 31Q: 3 clusters Score -1250800 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 8200 members Entering Unmasked Estep Score: -1250801.500000 Penalty: 3065.544189 Iteration 32Q: 3 clusters Score -1250802 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -1250802.500000 Penalty: 3065.544189 Iteration 33Q: 3 clusters Score -1250802 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -1250806.750000 Penalty: 3065.544189 Iteration 34Q: 3 clusters Score -1250807 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 8164 members Entering Unmasked Estep Score: -1250806.375000 Penalty: 3065.544189 Iteration 35Q: 3 clusters Score -1250806 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 8151 members Entering Unmasked Estep Score: -1250808.250000 Penalty: 3065.544189 Iteration 36Q: 3 clusters Score -1250808 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -1250811.750000 Penalty: 3065.544189 Iteration 37Q: 3 clusters Score -1250812 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -1250811.750000 Penalty: 3065.544189 Iteration 38Q: 3 clusters Score -1250812 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 8113 members Entering Unmasked Estep Score: -1250810.000000 Penalty: 3065.544189 Iteration 39Q: 3 clusters Score -1250810 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -1250813.375000 Penalty: 3065.544189 Iteration 40F: 3 clusters Score -1250813 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -1250814.000000 Penalty: 3065.544189 Iteration 41Q: 3 clusters Score -1250814 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 8083 members Entering Unmasked Estep Score: -1250815.625000 Penalty: 3065.544189 Iteration 42Q: 3 clusters Score -1250816 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -1250814.750000 Penalty: 3065.544189 Iteration 43Q: 3 clusters Score -1250815 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -1250818.500000 Penalty: 3065.544189 Iteration 44Q: 3 clusters Score -1250818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -1250819.625000 Penalty: 3065.544189 Iteration 45Q: 3 clusters Score -1250820 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -1250819.000000 Penalty: 3065.544189 Iteration 46Q: 3 clusters Score -1250819 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -1250819.250000 Penalty: 3065.544189 Iteration 47Q: 3 clusters Score -1250819 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -1250819.875000 Penalty: 3065.544189 Iteration 48Q: 3 clusters Score -1250820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 8050 members Entering Unmasked Estep Score: -1250820.750000 Penalty: 3065.544189 Iteration 49Q: 3 clusters Score -1250821 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -1250825.250000 Penalty: 3065.544189 Iteration 50Q: 3 clusters Score -1250825 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -1250822.750000 Penalty: 3065.544189 Iteration 51Q: 3 clusters Score -1250823 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -1250822.500000 Penalty: 3065.544189 Iteration 52Q: 3 clusters Score -1250822 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -1250822.500000 Penalty: 3065.544189 Iteration 53F: 3 clusters Score -1250822 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (75604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75604 members Entering Unmasked Estep Score: -7437399.500000 Penalty: 1825.405518 Iteration 0F: 2 clusters Score -7437400 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38091 members Mstep: Class 2 contains 37513 members Entering Unmasked Estep Score: -7386928.500000 Penalty: 3650.811035 Iteration 0F: 3 clusters Score -7386928 nChanged 35875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42044 members Mstep: Class 2 contains 33560 members Entering Unmasked Estep Score: -7407747.000000 Penalty: 3650.811035 Iteration 1F: 3 clusters Score -7407747 nChanged 3177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44325 members Mstep: Class 2 contains 31279 members Entering Unmasked Estep Score: -7408922.000000 Penalty: 3650.811035 Iteration 2Q: 3 clusters Score -7408922 nChanged 3870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47685 members Mstep: Class 2 contains 27919 members Entering Unmasked Estep Score: -7410817.500000 Penalty: 3650.811035 Iteration 3F: 3 clusters Score -7410818 nChanged 4990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52491 members Mstep: Class 2 contains 23113 members Entering Unmasked Estep Score: -7414144.500000 Penalty: 3650.811035 Iteration 4F: 3 clusters Score -7414144 nChanged 6238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58667 members Mstep: Class 2 contains 16937 members Entering Unmasked Estep Score: -7419412.500000 Penalty: 3650.811035 Iteration 5F: 3 clusters Score -7419412 nChanged 6530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65181 members Mstep: Class 2 contains 10423 members Entering Unmasked Estep Score: -7425605.000000 Penalty: 3650.811035 Iteration 6F: 3 clusters Score -7425605 nChanged 5323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70500 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -7430923.000000 Penalty: 3650.811035 Iteration 7F: 3 clusters Score -7430923 nChanged 3094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73592 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -7433981.500000 Penalty: 3650.811035 Iteration 8Q: 3 clusters Score -7433982 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74872 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -7435169.500000 Penalty: 3650.811035 Iteration 9Q: 3 clusters Score -7435170 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75250 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -7435522.500000 Penalty: 3650.811035 Iteration 10Q: 3 clusters Score -7435522 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75364 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -7435658.000000 Penalty: 3650.811035 Iteration 11Q: 3 clusters Score -7435658 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75397 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -7435703.000000 Penalty: 3650.811035 Iteration 12Q: 3 clusters Score -7435703 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75404 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -7435726.500000 Penalty: 3650.811035 Iteration 13Q: 3 clusters Score -7435726 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75411 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -7435752.500000 Penalty: 3650.811035 Iteration 14Q: 3 clusters Score -7435752 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75419 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -7435761.500000 Penalty: 3650.811035 Iteration 15Q: 3 clusters Score -7435762 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75424 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -7435761.000000 Penalty: 3650.811035 Iteration 16Q: 3 clusters Score -7435761 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75427 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -7435765.000000 Penalty: 3650.811035 Iteration 17Q: 3 clusters Score -7435765 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75430 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -7435771.000000 Penalty: 3650.811035 Iteration 18Q: 3 clusters Score -7435771 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75430 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -7435777.500000 Penalty: 3650.811035 Iteration 19Q: 3 clusters Score -7435778 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75431 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -7435778.500000 Penalty: 3650.811035 Iteration 20F: 3 clusters Score -7435778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75433 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -7435785.000000 Penalty: 3650.811035 Iteration 21Q: 3 clusters Score -7435785 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75434 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -7435780.500000 Penalty: 3650.811035 Iteration 22Q: 3 clusters Score -7435780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75434 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -7435780.500000 Penalty: 3650.811035 Iteration 23F: 3 clusters Score -7435780 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Entering Unmasked Estep Score: -60885.003906 Penalty: 1051.504883 Iteration 0F: 2 clusters Score -60885 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 338 members Entering Unmasked Estep Score: -59707.238281 Penalty: 2103.009766 Iteration 0F: 3 clusters Score -59707.24 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -59963.277344 Penalty: 2103.009766 Iteration 1F: 3 clusters Score -59963.28 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -60051.367188 Penalty: 2103.009766 Iteration 2F: 3 clusters Score -60051.37 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -60075.023438 Penalty: 2103.009766 Iteration 3Q: 3 clusters Score -60075.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -60082.847656 Penalty: 2103.009766 Iteration 4Q: 3 clusters Score -60082.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -60087.660156 Penalty: 2103.009766 Iteration 5Q: 3 clusters Score -60087.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -60089.941406 Penalty: 2103.009766 Iteration 6Q: 3 clusters Score -60089.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -60093.093750 Penalty: 2103.009766 Iteration 7Q: 3 clusters Score -60093.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -60095.023438 Penalty: 2103.009766 Iteration 8Q: 3 clusters Score -60095.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -60098.835938 Penalty: 2103.009766 Iteration 9Q: 3 clusters Score -60098.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -60100.472656 Penalty: 2103.009766 Iteration 10Q: 3 clusters Score -60100.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -60100.808594 Penalty: 2103.009766 Iteration 11Q: 3 clusters Score -60100.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -60100.808594 Penalty: 2103.009766 Iteration 12F: 3 clusters Score -60100.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Entering Unmasked Estep Score: -154290.125000 Penalty: 1198.784302 Iteration 0F: 2 clusters Score -154290.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -152485.203125 Penalty: 2397.568604 Iteration 0F: 3 clusters Score -152485.2 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -152923.734375 Penalty: 2397.568604 Iteration 1F: 3 clusters Score -152923.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -153126.703125 Penalty: 2397.568604 Iteration 2F: 3 clusters Score -153126.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -153333.781250 Penalty: 2397.568604 Iteration 3F: 3 clusters Score -153333.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -153587.125000 Penalty: 2397.568604 Iteration 4F: 3 clusters Score -153587.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -153859.531250 Penalty: 2397.568604 Iteration 5F: 3 clusters Score -153859.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -154088.531250 Penalty: 2397.568604 Iteration 6F: 3 clusters Score -154088.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -154282.671875 Penalty: 2397.568604 Iteration 7F: 3 clusters Score -154282.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -154473.703125 Penalty: 2397.568604 Iteration 8F: 3 clusters Score -154473.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -154608.921875 Penalty: 2397.568604 Iteration 9Q: 3 clusters Score -154608.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -154721.812500 Penalty: 2397.568604 Iteration 10Q: 3 clusters Score -154721.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -154809.593750 Penalty: 2397.568604 Iteration 11Q: 3 clusters Score -154809.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -154849.406250 Penalty: 2397.568604 Iteration 12Q: 3 clusters Score -154849.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -154875.312500 Penalty: 2397.568604 Iteration 13Q: 3 clusters Score -154875.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -154899.750000 Penalty: 2397.568604 Iteration 14Q: 3 clusters Score -154899.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -154931.687500 Penalty: 2397.568604 Iteration 15Q: 3 clusters Score -154931.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -154968.468750 Penalty: 2397.568604 Iteration 16Q: 3 clusters Score -154968.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -154996.515625 Penalty: 2397.568604 Iteration 17Q: 3 clusters Score -154996.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -155020.609375 Penalty: 2397.568604 Iteration 18Q: 3 clusters Score -155020.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -155024.578125 Penalty: 2397.568604 Iteration 19Q: 3 clusters Score -155024.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -155032.046875 Penalty: 2397.568604 Iteration 20F: 3 clusters Score -155032 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -155035.031250 Penalty: 2397.568604 Iteration 21Q: 3 clusters Score -155035 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -155036.265625 Penalty: 2397.568604 Iteration 22Q: 3 clusters Score -155036.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -155038.562500 Penalty: 2397.568604 Iteration 23Q: 3 clusters Score -155038.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -155039.578125 Penalty: 2397.568604 Iteration 24Q: 3 clusters Score -155039.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -155040.312500 Penalty: 2397.568604 Iteration 25Q: 3 clusters Score -155040.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -155040.312500 Penalty: 2397.568604 Iteration 26F: 3 clusters Score -155040.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37833 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12487 members Mstep: Class 5 contains 75604 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 27446 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1016 members Mstep: Class 11 contains 1444 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17247 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 5542 members Mstep: Class 18 contains 5526 members Mstep: Class 19 contains 1562 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 5458 members Mstep: Class 22 contains 4721 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 365 members Entering Unmasked Estep Score: -22254714.000000 Penalty: 50177.484375 Splitting cluster 7 changes total score from -22254794.000000 to -22254714.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (27446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27446 members Entering Unmasked Estep Score: -2750223.750000 Penalty: 1660.745972 Iteration 0F: 2 clusters Score -2750224 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13645 members Mstep: Class 2 contains 13801 members Entering Unmasked Estep Score: -2731708.000000 Penalty: 3321.491943 Iteration 0F: 3 clusters Score -2731708 nChanged 12588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13429 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -2738532.250000 Penalty: 3321.491943 Iteration 1F: 3 clusters Score -2738532 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13240 members Mstep: Class 2 contains 14206 members Entering Unmasked Estep Score: -2739000.750000 Penalty: 3321.491943 Iteration 2Q: 3 clusters Score -2739001 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12896 members Mstep: Class 2 contains 14550 members Entering Unmasked Estep Score: -2739543.250000 Penalty: 3321.491943 Iteration 3Q: 3 clusters Score -2739543 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12337 members Mstep: Class 2 contains 15109 members Entering Unmasked Estep Score: -2740242.750000 Penalty: 3321.491943 Iteration 4F: 3 clusters Score -2740243 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 15838 members Entering Unmasked Estep Score: -2741282.000000 Penalty: 3321.491943 Iteration 5F: 3 clusters Score -2741282 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10711 members Mstep: Class 2 contains 16735 members Entering Unmasked Estep Score: -2742909.750000 Penalty: 3321.491943 Iteration 6F: 3 clusters Score -2742910 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 17725 members Entering Unmasked Estep Score: -2745123.250000 Penalty: 3321.491943 Iteration 7F: 3 clusters Score -2745123 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 18413 members Entering Unmasked Estep Score: -2747062.250000 Penalty: 3321.491943 Iteration 8F: 3 clusters Score -2747062 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8711 members Mstep: Class 2 contains 18735 members Entering Unmasked Estep Score: -2748406.500000 Penalty: 3321.491943 Iteration 9F: 3 clusters Score -2748406 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 18759 members Entering Unmasked Estep Score: -2749293.250000 Penalty: 3321.491943 Iteration 10Q: 3 clusters Score -2749293 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8830 members Mstep: Class 2 contains 18616 members Entering Unmasked Estep Score: -2749965.500000 Penalty: 3321.491943 Iteration 11Q: 3 clusters Score -2749966 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9079 members Mstep: Class 2 contains 18367 members Entering Unmasked Estep Score: -2750589.750000 Penalty: 3321.491943 Iteration 12Q: 3 clusters Score -2750590 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9437 members Mstep: Class 2 contains 18009 members Entering Unmasked Estep Score: -2751180.000000 Penalty: 3321.491943 Iteration 13Q: 3 clusters Score -2751180 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 17601 members Entering Unmasked Estep Score: -2751726.750000 Penalty: 3321.491943 Iteration 14Q: 3 clusters Score -2751727 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10284 members Mstep: Class 2 contains 17162 members Entering Unmasked Estep Score: -2752169.750000 Penalty: 3321.491943 Iteration 15Q: 3 clusters Score -2752170 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10702 members Mstep: Class 2 contains 16744 members Entering Unmasked Estep Score: -2752475.250000 Penalty: 3321.491943 Iteration 16Q: 3 clusters Score -2752475 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11093 members Mstep: Class 2 contains 16353 members Entering Unmasked Estep Score: -2752706.250000 Penalty: 3321.491943 Iteration 17Q: 3 clusters Score -2752706 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -2752892.250000 Penalty: 3321.491943 Iteration 18Q: 3 clusters Score -2752892 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11856 members Mstep: Class 2 contains 15590 members Entering Unmasked Estep Score: -2753062.000000 Penalty: 3321.491943 Iteration 19Q: 3 clusters Score -2753062 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12249 members Mstep: Class 2 contains 15197 members Entering Unmasked Estep Score: -2753260.750000 Penalty: 3321.491943 Iteration 20F: 3 clusters Score -2753261 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12615 members Mstep: Class 2 contains 14831 members Entering Unmasked Estep Score: -2753424.750000 Penalty: 3321.491943 Iteration 21Q: 3 clusters Score -2753425 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12943 members Mstep: Class 2 contains 14503 members Entering Unmasked Estep Score: -2753541.500000 Penalty: 3321.491943 Iteration 22Q: 3 clusters Score -2753542 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13235 members Mstep: Class 2 contains 14211 members Entering Unmasked Estep Score: -2753653.250000 Penalty: 3321.491943 Iteration 23Q: 3 clusters Score -2753653 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13500 members Mstep: Class 2 contains 13946 members Entering Unmasked Estep Score: -2753744.500000 Penalty: 3321.491943 Iteration 24Q: 3 clusters Score -2753744 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13752 members Mstep: Class 2 contains 13694 members Entering Unmasked Estep Score: -2753829.750000 Penalty: 3321.491943 Iteration 25Q: 3 clusters Score -2753830 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13999 members Mstep: Class 2 contains 13447 members Entering Unmasked Estep Score: -2753903.500000 Penalty: 3321.491943 Iteration 26Q: 3 clusters Score -2753904 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14235 members Mstep: Class 2 contains 13211 members Entering Unmasked Estep Score: -2753973.000000 Penalty: 3321.491943 Iteration 27Q: 3 clusters Score -2753973 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 12988 members Entering Unmasked Estep Score: -2754033.000000 Penalty: 3321.491943 Iteration 28Q: 3 clusters Score -2754033 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14647 members Mstep: Class 2 contains 12799 members Entering Unmasked Estep Score: -2754088.500000 Penalty: 3321.491943 Iteration 29Q: 3 clusters Score -2754088 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14824 members Mstep: Class 2 contains 12622 members Entering Unmasked Estep Score: -2754142.250000 Penalty: 3321.491943 Iteration 30Q: 3 clusters Score -2754142 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14990 members Mstep: Class 2 contains 12456 members Entering Unmasked Estep Score: -2754177.250000 Penalty: 3321.491943 Iteration 31Q: 3 clusters Score -2754177 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15120 members Mstep: Class 2 contains 12326 members Entering Unmasked Estep Score: -2754206.250000 Penalty: 3321.491943 Iteration 32Q: 3 clusters Score -2754206 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15235 members Mstep: Class 2 contains 12211 members Entering Unmasked Estep Score: -2754227.000000 Penalty: 3321.491943 Iteration 33Q: 3 clusters Score -2754227 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15327 members Mstep: Class 2 contains 12119 members Entering Unmasked Estep Score: -2754245.500000 Penalty: 3321.491943 Iteration 34Q: 3 clusters Score -2754246 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15398 members Mstep: Class 2 contains 12048 members Entering Unmasked Estep Score: -2754257.500000 Penalty: 3321.491943 Iteration 35Q: 3 clusters Score -2754258 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15466 members Mstep: Class 2 contains 11980 members Entering Unmasked Estep Score: -2754258.750000 Penalty: 3321.491943 Iteration 36Q: 3 clusters Score -2754259 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15534 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -2754267.250000 Penalty: 3321.491943 Iteration 37Q: 3 clusters Score -2754267 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15590 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -2754279.500000 Penalty: 3321.491943 Iteration 38Q: 3 clusters Score -2754280 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15639 members Mstep: Class 2 contains 11807 members Entering Unmasked Estep Score: -2754282.250000 Penalty: 3321.491943 Iteration 39Q: 3 clusters Score -2754282 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15681 members Mstep: Class 2 contains 11765 members Entering Unmasked Estep Score: -2754283.500000 Penalty: 3321.491943 Iteration 40F: 3 clusters Score -2754284 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15713 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -2754293.500000 Penalty: 3321.491943 Iteration 41Q: 3 clusters Score -2754294 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15754 members Mstep: Class 2 contains 11692 members Entering Unmasked Estep Score: -2754305.000000 Penalty: 3321.491943 Iteration 42Q: 3 clusters Score -2754305 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15784 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -2754314.750000 Penalty: 3321.491943 Iteration 43Q: 3 clusters Score -2754315 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15807 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -2754302.250000 Penalty: 3321.491943 Iteration 44Q: 3 clusters Score -2754302 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15820 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -2754307.500000 Penalty: 3321.491943 Iteration 45Q: 3 clusters Score -2754308 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15836 members Mstep: Class 2 contains 11610 members Entering Unmasked Estep Score: -2754309.250000 Penalty: 3321.491943 Iteration 46Q: 3 clusters Score -2754309 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15843 members Mstep: Class 2 contains 11603 members Entering Unmasked Estep Score: -2754307.250000 Penalty: 3321.491943 Iteration 47Q: 3 clusters Score -2754307 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15845 members Mstep: Class 2 contains 11601 members Entering Unmasked Estep Score: -2754304.500000 Penalty: 3321.491943 Iteration 48Q: 3 clusters Score -2754304 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15846 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -2754303.750000 Penalty: 3321.491943 Iteration 49Q: 3 clusters Score -2754304 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15846 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -2754303.750000 Penalty: 3321.491943 Iteration 50F: 3 clusters Score -2754304 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37833 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12487 members Mstep: Class 5 contains 75604 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 15846 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1016 members Mstep: Class 11 contains 1444 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17247 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 5542 members Mstep: Class 18 contains 5526 members Mstep: Class 19 contains 1562 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 5458 members Mstep: Class 22 contains 4721 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 11600 members Entering Unmasked Estep Score: -22258604.000000 Penalty: 50177.484375 Splitting cluster 8 changes total score from -22254794.000000 to -22258604.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 9 (2525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Entering Unmasked Estep Score: -246112.078125 Penalty: 1273.024414 Iteration 0F: 2 clusters Score -246112.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -243704.453125 Penalty: 2546.048828 Iteration 0F: 3 clusters Score -243704.5 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -244290.609375 Penalty: 2546.048828 Iteration 1F: 3 clusters Score -244290.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -244415.359375 Penalty: 2546.048828 Iteration 2F: 3 clusters Score -244415.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -244499.968750 Penalty: 2546.048828 Iteration 3Q: 3 clusters Score -244500 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -244565.906250 Penalty: 2546.048828 Iteration 4Q: 3 clusters Score -244565.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -244632.453125 Penalty: 2546.048828 Iteration 5Q: 3 clusters Score -244632.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -244696.265625 Penalty: 2546.048828 Iteration 6Q: 3 clusters Score -244696.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -244744.375000 Penalty: 2546.048828 Iteration 7Q: 3 clusters Score -244744.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -244789.562500 Penalty: 2546.048828 Iteration 8Q: 3 clusters Score -244789.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -244829.265625 Penalty: 2546.048828 Iteration 9Q: 3 clusters Score -244829.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -244853.875000 Penalty: 2546.048828 Iteration 10Q: 3 clusters Score -244853.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -244874.093750 Penalty: 2546.048828 Iteration 11Q: 3 clusters Score -244874.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -244891.390625 Penalty: 2546.048828 Iteration 12Q: 3 clusters Score -244891.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -244913.046875 Penalty: 2546.048828 Iteration 13Q: 3 clusters Score -244913 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -244936.625000 Penalty: 2546.048828 Iteration 14Q: 3 clusters Score -244936.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -244963.312500 Penalty: 2546.048828 Iteration 15Q: 3 clusters Score -244963.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -244979.875000 Penalty: 2546.048828 Iteration 16Q: 3 clusters Score -244979.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -244994.953125 Penalty: 2546.048828 Iteration 17Q: 3 clusters Score -244995 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -245005.531250 Penalty: 2546.048828 Iteration 18Q: 3 clusters Score -245005.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -245018.765625 Penalty: 2546.048828 Iteration 19Q: 3 clusters Score -245018.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -245028.390625 Penalty: 2546.048828 Iteration 20F: 3 clusters Score -245028.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -245038.640625 Penalty: 2546.048828 Iteration 21Q: 3 clusters Score -245038.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -245046.140625 Penalty: 2546.048828 Iteration 22Q: 3 clusters Score -245046.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -245049.828125 Penalty: 2546.048828 Iteration 23Q: 3 clusters Score -245049.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -245053.750000 Penalty: 2546.048828 Iteration 24Q: 3 clusters Score -245053.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -245056.468750 Penalty: 2546.048828 Iteration 25Q: 3 clusters Score -245056.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -245058.531250 Penalty: 2546.048828 Iteration 26Q: 3 clusters Score -245058.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -245060.890625 Penalty: 2546.048828 Iteration 27Q: 3 clusters Score -245060.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -245062.796875 Penalty: 2546.048828 Iteration 28Q: 3 clusters Score -245062.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -245063.859375 Penalty: 2546.048828 Iteration 29Q: 3 clusters Score -245063.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -245064.265625 Penalty: 2546.048828 Iteration 30Q: 3 clusters Score -245064.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -245064.750000 Penalty: 2546.048828 Iteration 31Q: 3 clusters Score -245064.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -245065.296875 Penalty: 2546.048828 Iteration 32Q: 3 clusters Score -245065.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -245066.921875 Penalty: 2546.048828 Iteration 33Q: 3 clusters Score -245066.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -245068.843750 Penalty: 2546.048828 Iteration 34Q: 3 clusters Score -245068.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -245070.015625 Penalty: 2546.048828 Iteration 35Q: 3 clusters Score -245070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -245070.859375 Penalty: 2546.048828 Iteration 36Q: 3 clusters Score -245070.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -245070.921875 Penalty: 2546.048828 Iteration 37Q: 3 clusters Score -245070.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -245071.562500 Penalty: 2546.048828 Iteration 38Q: 3 clusters Score -245071.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -245072.421875 Penalty: 2546.048828 Iteration 39Q: 3 clusters Score -245072.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -245072.984375 Penalty: 2546.048828 Iteration 40F: 3 clusters Score -245073 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -245072.984375 Penalty: 2546.048828 Iteration 41Q: 3 clusters Score -245073 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -245074.375000 Penalty: 2546.048828 Iteration 42Q: 3 clusters Score -245074.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -245075.578125 Penalty: 2546.048828 Iteration 43Q: 3 clusters Score -245075.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -245076.656250 Penalty: 2546.048828 Iteration 44Q: 3 clusters Score -245076.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -245076.656250 Penalty: 2546.048828 Iteration 45F: 3 clusters Score -245076.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Entering Unmasked Estep Score: -99136.429688 Penalty: 1125.089722 Iteration 0F: 2 clusters Score -99136.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -97686.132812 Penalty: 2250.179443 Iteration 0F: 3 clusters Score -97686.13 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -97917.898438 Penalty: 2250.179443 Iteration 1F: 3 clusters Score -97917.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -97960.906250 Penalty: 2250.179443 Iteration 2F: 3 clusters Score -97960.91 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -97989.875000 Penalty: 2250.179443 Iteration 3Q: 3 clusters Score -97989.88 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -98011.132812 Penalty: 2250.179443 Iteration 4Q: 3 clusters Score -98011.13 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -98023.054688 Penalty: 2250.179443 Iteration 5Q: 3 clusters Score -98023.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -98029.101562 Penalty: 2250.179443 Iteration 6Q: 3 clusters Score -98029.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -98035.054688 Penalty: 2250.179443 Iteration 7Q: 3 clusters Score -98035.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -98037.390625 Penalty: 2250.179443 Iteration 8Q: 3 clusters Score -98037.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -98039.828125 Penalty: 2250.179443 Iteration 9Q: 3 clusters Score -98039.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -98041.828125 Penalty: 2250.179443 Iteration 10Q: 3 clusters Score -98041.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -98042.929688 Penalty: 2250.179443 Iteration 11Q: 3 clusters Score -98042.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -98044.000000 Penalty: 2250.179443 Iteration 12Q: 3 clusters Score -98044 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -98046.843750 Penalty: 2250.179443 Iteration 13Q: 3 clusters Score -98046.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -98050.132812 Penalty: 2250.179443 Iteration 14Q: 3 clusters Score -98050.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -98051.023438 Penalty: 2250.179443 Iteration 15Q: 3 clusters Score -98051.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -98051.023438 Penalty: 2250.179443 Iteration 16F: 3 clusters Score -98051.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Entering Unmasked Estep Score: -138602.187500 Penalty: 1182.215454 Iteration 0F: 2 clusters Score -138602.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -136864.640625 Penalty: 2364.430908 Iteration 0F: 3 clusters Score -136864.6 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -137305.062500 Penalty: 2364.430908 Iteration 1F: 3 clusters Score -137305.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -137441.421875 Penalty: 2364.430908 Iteration 2F: 3 clusters Score -137441.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -137524.812500 Penalty: 2364.430908 Iteration 3F: 3 clusters Score -137524.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -137578.000000 Penalty: 2364.430908 Iteration 4Q: 3 clusters Score -137578 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -137608.296875 Penalty: 2364.430908 Iteration 5Q: 3 clusters Score -137608.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -137634.359375 Penalty: 2364.430908 Iteration 6Q: 3 clusters Score -137634.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -137651.859375 Penalty: 2364.430908 Iteration 7Q: 3 clusters Score -137651.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -137678.828125 Penalty: 2364.430908 Iteration 8Q: 3 clusters Score -137678.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -137695.328125 Penalty: 2364.430908 Iteration 9Q: 3 clusters Score -137695.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -137705.937500 Penalty: 2364.430908 Iteration 10Q: 3 clusters Score -137705.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -137716.734375 Penalty: 2364.430908 Iteration 11Q: 3 clusters Score -137716.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -137720.687500 Penalty: 2364.430908 Iteration 12Q: 3 clusters Score -137720.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -137723.546875 Penalty: 2364.430908 Iteration 13Q: 3 clusters Score -137723.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -137728.562500 Penalty: 2364.430908 Iteration 14Q: 3 clusters Score -137728.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -137733.109375 Penalty: 2364.430908 Iteration 15Q: 3 clusters Score -137733.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -137734.218750 Penalty: 2364.430908 Iteration 16Q: 3 clusters Score -137734.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -137738.828125 Penalty: 2364.430908 Iteration 17Q: 3 clusters Score -137738.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -137740.078125 Penalty: 2364.430908 Iteration 18Q: 3 clusters Score -137740.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -137742.281250 Penalty: 2364.430908 Iteration 19Q: 3 clusters Score -137742.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -137745.281250 Penalty: 2364.430908 Iteration 20F: 3 clusters Score -137745.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -137746.953125 Penalty: 2364.430908 Iteration 21Q: 3 clusters Score -137747 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -137748.593750 Penalty: 2364.430908 Iteration 22Q: 3 clusters Score -137748.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -137749.718750 Penalty: 2364.430908 Iteration 23Q: 3 clusters Score -137749.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -137752.625000 Penalty: 2364.430908 Iteration 24Q: 3 clusters Score -137752.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -137755.343750 Penalty: 2364.430908 Iteration 25Q: 3 clusters Score -137755.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -137758.937500 Penalty: 2364.430908 Iteration 26Q: 3 clusters Score -137758.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -137763.078125 Penalty: 2364.430908 Iteration 27Q: 3 clusters Score -137763.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -137767.671875 Penalty: 2364.430908 Iteration 28Q: 3 clusters Score -137767.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -137769.656250 Penalty: 2364.430908 Iteration 29Q: 3 clusters Score -137769.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -137772.046875 Penalty: 2364.430908 Iteration 30Q: 3 clusters Score -137772 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -137772.046875 Penalty: 2364.430908 Iteration 31F: 3 clusters Score -137772 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (422 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Entering Unmasked Estep Score: -36553.007812 Penalty: 982.313354 Iteration 0F: 2 clusters Score -36553.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -35565.597656 Penalty: 1964.626709 Iteration 0F: 3 clusters Score -35565.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -35714.359375 Penalty: 1964.626709 Iteration 1F: 3 clusters Score -35714.36 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -35777.242188 Penalty: 1964.626709 Iteration 2F: 3 clusters Score -35777.24 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -35805.054688 Penalty: 1964.626709 Iteration 3Q: 3 clusters Score -35805.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -35809.656250 Penalty: 1964.626709 Iteration 4Q: 3 clusters Score -35809.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -35813.277344 Penalty: 1964.626709 Iteration 5Q: 3 clusters Score -35813.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -35813.835938 Penalty: 1964.626709 Iteration 6Q: 3 clusters Score -35813.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -35816.773438 Penalty: 1964.626709 Iteration 7Q: 3 clusters Score -35816.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -35818.390625 Penalty: 1964.626709 Iteration 8Q: 3 clusters Score -35818.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -35822.910156 Penalty: 1964.626709 Iteration 9Q: 3 clusters Score -35822.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -35822.910156 Penalty: 1964.626709 Iteration 10F: 3 clusters Score -35822.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Entering Unmasked Estep Score: -17719.414062 Penalty: 885.094788 Iteration 0F: 2 clusters Score -17719.41 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 106 members Entering Unmasked Estep Score: -16943.820312 Penalty: 1770.189575 Iteration 0F: 3 clusters Score -16943.82 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -17034.296875 Penalty: 1770.189575 Iteration 1F: 3 clusters Score -17034.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -17087.037109 Penalty: 1770.189575 Iteration 2Q: 3 clusters Score -17087.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -17104.332031 Penalty: 1770.189575 Iteration 3Q: 3 clusters Score -17104.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -17108.167969 Penalty: 1770.189575 Iteration 4Q: 3 clusters Score -17108.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -17114.365234 Penalty: 1770.189575 Iteration 5Q: 3 clusters Score -17114.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -17122.978516 Penalty: 1770.189575 Iteration 6Q: 3 clusters Score -17122.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -17138.029297 Penalty: 1770.189575 Iteration 7Q: 3 clusters Score -17138.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -17176.722656 Penalty: 1770.189575 Iteration 8Q: 3 clusters Score -17176.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -17184.267578 Penalty: 1770.189575 Iteration 9Q: 3 clusters Score -17184.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -17186.773438 Penalty: 1770.189575 Iteration 10Q: 3 clusters Score -17186.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -17194.332031 Penalty: 1770.189575 Iteration 11Q: 3 clusters Score -17194.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -17210.000000 Penalty: 1770.189575 Iteration 12Q: 3 clusters Score -17210 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -17213.289062 Penalty: 1770.189575 Iteration 13Q: 3 clusters Score -17213.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -17217.621094 Penalty: 1770.189575 Iteration 14Q: 3 clusters Score -17217.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -17224.351562 Penalty: 1770.189575 Iteration 15Q: 3 clusters Score -17224.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -17230.218750 Penalty: 1770.189575 Iteration 16Q: 3 clusters Score -17230.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -17232.705078 Penalty: 1770.189575 Iteration 17Q: 3 clusters Score -17232.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -17232.705078 Penalty: 1770.189575 Iteration 18F: 3 clusters Score -17232.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Entering Unmasked Estep Score: -22967.681641 Penalty: 905.475037 Iteration 0F: 2 clusters Score -22967.68 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 136 members Entering Unmasked Estep Score: -22136.623047 Penalty: 1810.950073 Iteration 0F: 3 clusters Score -22136.62 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -22248.169922 Penalty: 1810.950073 Iteration 1F: 3 clusters Score -22248.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -22273.119141 Penalty: 1810.950073 Iteration 2Q: 3 clusters Score -22273.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -22282.673828 Penalty: 1810.950073 Iteration 3Q: 3 clusters Score -22282.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -22294.277344 Penalty: 1810.950073 Iteration 4Q: 3 clusters Score -22294.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -22295.101562 Penalty: 1810.950073 Iteration 5Q: 3 clusters Score -22295.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -22295.101562 Penalty: 1810.950073 Iteration 6F: 3 clusters Score -22295.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (17247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17247 members Entering Unmasked Estep Score: -1654408.500000 Penalty: 1585.251343 Iteration 0F: 2 clusters Score -1654408 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8589 members Mstep: Class 2 contains 8658 members Entering Unmasked Estep Score: -1642524.375000 Penalty: 3170.502686 Iteration 0F: 3 clusters Score -1642524 nChanged 7752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -1646686.500000 Penalty: 3170.502686 Iteration 1F: 3 clusters Score -1646686 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7931 members Mstep: Class 2 contains 9316 members Entering Unmasked Estep Score: -1647024.250000 Penalty: 3170.502686 Iteration 2Q: 3 clusters Score -1647024 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 9629 members Entering Unmasked Estep Score: -1647343.750000 Penalty: 3170.502686 Iteration 3Q: 3 clusters Score -1647344 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -1647668.125000 Penalty: 3170.502686 Iteration 4Q: 3 clusters Score -1647668 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 10461 members Entering Unmasked Estep Score: -1648010.125000 Penalty: 3170.502686 Iteration 5Q: 3 clusters Score -1648010 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 11044 members Entering Unmasked Estep Score: -1648415.875000 Penalty: 3170.502686 Iteration 6Q: 3 clusters Score -1648416 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 11760 members Entering Unmasked Estep Score: -1648914.875000 Penalty: 3170.502686 Iteration 7F: 3 clusters Score -1648915 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 12582 members Entering Unmasked Estep Score: -1649524.375000 Penalty: 3170.502686 Iteration 8F: 3 clusters Score -1649524 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 13475 members Entering Unmasked Estep Score: -1650173.250000 Penalty: 3170.502686 Iteration 9F: 3 clusters Score -1650173 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 14338 members Entering Unmasked Estep Score: -1650839.875000 Penalty: 3170.502686 Iteration 10F: 3 clusters Score -1650840 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 15185 members Entering Unmasked Estep Score: -1651515.375000 Penalty: 3170.502686 Iteration 11Q: 3 clusters Score -1651515 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 15859 members Entering Unmasked Estep Score: -1652048.625000 Penalty: 3170.502686 Iteration 12Q: 3 clusters Score -1652049 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 16355 members Entering Unmasked Estep Score: -1652431.625000 Penalty: 3170.502686 Iteration 13Q: 3 clusters Score -1652432 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 16686 members Entering Unmasked Estep Score: -1652719.750000 Penalty: 3170.502686 Iteration 14Q: 3 clusters Score -1652720 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 16859 members Entering Unmasked Estep Score: -1652878.750000 Penalty: 3170.502686 Iteration 15Q: 3 clusters Score -1652879 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 16938 members Entering Unmasked Estep Score: -1652950.375000 Penalty: 3170.502686 Iteration 16Q: 3 clusters Score -1652950 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 16971 members Entering Unmasked Estep Score: -1652980.500000 Penalty: 3170.502686 Iteration 17Q: 3 clusters Score -1652980 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 16990 members Entering Unmasked Estep Score: -1653000.125000 Penalty: 3170.502686 Iteration 18Q: 3 clusters Score -1653000 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 17005 members Entering Unmasked Estep Score: -1653013.375000 Penalty: 3170.502686 Iteration 19Q: 3 clusters Score -1653013 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 17015 members Entering Unmasked Estep Score: -1653024.500000 Penalty: 3170.502686 Iteration 20F: 3 clusters Score -1653024 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 17024 members Entering Unmasked Estep Score: -1653038.250000 Penalty: 3170.502686 Iteration 21Q: 3 clusters Score -1653038 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 17031 members Entering Unmasked Estep Score: -1653047.000000 Penalty: 3170.502686 Iteration 22Q: 3 clusters Score -1653047 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 17037 members Entering Unmasked Estep Score: -1653054.625000 Penalty: 3170.502686 Iteration 23Q: 3 clusters Score -1653055 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 17044 members Entering Unmasked Estep Score: -1653059.625000 Penalty: 3170.502686 Iteration 24Q: 3 clusters Score -1653060 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 17049 members Entering Unmasked Estep Score: -1653072.000000 Penalty: 3170.502686 Iteration 25Q: 3 clusters Score -1653072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 17054 members Entering Unmasked Estep Score: -1653073.375000 Penalty: 3170.502686 Iteration 26Q: 3 clusters Score -1653073 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 17056 members Entering Unmasked Estep Score: -1653075.625000 Penalty: 3170.502686 Iteration 27Q: 3 clusters Score -1653076 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 17056 members Entering Unmasked Estep Score: -1653075.625000 Penalty: 3170.502686 Iteration 28F: 3 clusters Score -1653076 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (18435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18435 members Entering Unmasked Estep Score: -1863365.375000 Penalty: 1596.076050 Iteration 0F: 2 clusters Score -1863365 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9239 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -1850960.625000 Penalty: 3192.152100 Iteration 0F: 3 clusters Score -1850961 nChanged 8197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9082 members Mstep: Class 2 contains 9353 members Entering Unmasked Estep Score: -1856281.000000 Penalty: 3192.152100 Iteration 1F: 3 clusters Score -1856281 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8750 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -1857477.750000 Penalty: 3192.152100 Iteration 2F: 3 clusters Score -1857478 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 10203 members Entering Unmasked Estep Score: -1858745.375000 Penalty: 3192.152100 Iteration 3F: 3 clusters Score -1858745 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 10824 members Entering Unmasked Estep Score: -1859991.750000 Penalty: 3192.152100 Iteration 4F: 3 clusters Score -1859992 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 11407 members Entering Unmasked Estep Score: -1860988.875000 Penalty: 3192.152100 Iteration 5F: 3 clusters Score -1860989 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 11903 members Entering Unmasked Estep Score: -1861622.750000 Penalty: 3192.152100 Iteration 6F: 3 clusters Score -1861623 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 12252 members Entering Unmasked Estep Score: -1861975.250000 Penalty: 3192.152100 Iteration 7Q: 3 clusters Score -1861975 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 12546 members Entering Unmasked Estep Score: -1862192.625000 Penalty: 3192.152100 Iteration 8Q: 3 clusters Score -1862193 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 12835 members Entering Unmasked Estep Score: -1862315.625000 Penalty: 3192.152100 Iteration 9Q: 3 clusters Score -1862316 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 13071 members Entering Unmasked Estep Score: -1862394.250000 Penalty: 3192.152100 Iteration 10Q: 3 clusters Score -1862394 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 13288 members Entering Unmasked Estep Score: -1862449.875000 Penalty: 3192.152100 Iteration 11Q: 3 clusters Score -1862450 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 13469 members Entering Unmasked Estep Score: -1862481.375000 Penalty: 3192.152100 Iteration 12Q: 3 clusters Score -1862481 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 13606 members Entering Unmasked Estep Score: -1862512.375000 Penalty: 3192.152100 Iteration 13Q: 3 clusters Score -1862512 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 13725 members Entering Unmasked Estep Score: -1862536.625000 Penalty: 3192.152100 Iteration 14Q: 3 clusters Score -1862537 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 13844 members Entering Unmasked Estep Score: -1862562.000000 Penalty: 3192.152100 Iteration 15Q: 3 clusters Score -1862562 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 13946 members Entering Unmasked Estep Score: -1862589.500000 Penalty: 3192.152100 Iteration 16Q: 3 clusters Score -1862590 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 14045 members Entering Unmasked Estep Score: -1862606.750000 Penalty: 3192.152100 Iteration 17Q: 3 clusters Score -1862607 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 14138 members Entering Unmasked Estep Score: -1862626.375000 Penalty: 3192.152100 Iteration 18Q: 3 clusters Score -1862626 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 14219 members Entering Unmasked Estep Score: -1862644.625000 Penalty: 3192.152100 Iteration 19Q: 3 clusters Score -1862645 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -1862652.125000 Penalty: 3192.152100 Iteration 20F: 3 clusters Score -1862652 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 14379 members Entering Unmasked Estep Score: -1862668.250000 Penalty: 3192.152100 Iteration 21Q: 3 clusters Score -1862668 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 14453 members Entering Unmasked Estep Score: -1862693.750000 Penalty: 3192.152100 Iteration 22Q: 3 clusters Score -1862694 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 14541 members Entering Unmasked Estep Score: -1862712.875000 Penalty: 3192.152100 Iteration 23Q: 3 clusters Score -1862713 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 14618 members Entering Unmasked Estep Score: -1862726.875000 Penalty: 3192.152100 Iteration 24Q: 3 clusters Score -1862727 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 14697 members Entering Unmasked Estep Score: -1862740.375000 Penalty: 3192.152100 Iteration 25Q: 3 clusters Score -1862740 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 14774 members Entering Unmasked Estep Score: -1862755.875000 Penalty: 3192.152100 Iteration 26Q: 3 clusters Score -1862756 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 14842 members Entering Unmasked Estep Score: -1862773.125000 Penalty: 3192.152100 Iteration 27Q: 3 clusters Score -1862773 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 14904 members Entering Unmasked Estep Score: -1862782.250000 Penalty: 3192.152100 Iteration 28Q: 3 clusters Score -1862782 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 14974 members Entering Unmasked Estep Score: -1862793.875000 Penalty: 3192.152100 Iteration 29Q: 3 clusters Score -1862794 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 15039 members Entering Unmasked Estep Score: -1862804.750000 Penalty: 3192.152100 Iteration 30Q: 3 clusters Score -1862805 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 15093 members Entering Unmasked Estep Score: -1862817.000000 Penalty: 3192.152100 Iteration 31Q: 3 clusters Score -1862817 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 15146 members Entering Unmasked Estep Score: -1862836.250000 Penalty: 3192.152100 Iteration 32Q: 3 clusters Score -1862836 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 15199 members Entering Unmasked Estep Score: -1862851.750000 Penalty: 3192.152100 Iteration 33Q: 3 clusters Score -1862852 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 15246 members Entering Unmasked Estep Score: -1862865.250000 Penalty: 3192.152100 Iteration 34Q: 3 clusters Score -1862865 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 15293 members Entering Unmasked Estep Score: -1862871.000000 Penalty: 3192.152100 Iteration 35Q: 3 clusters Score -1862871 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -1862883.375000 Penalty: 3192.152100 Iteration 36Q: 3 clusters Score -1862883 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 15392 members Entering Unmasked Estep Score: -1862894.000000 Penalty: 3192.152100 Iteration 37Q: 3 clusters Score -1862894 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 15440 members Entering Unmasked Estep Score: -1862901.000000 Penalty: 3192.152100 Iteration 38Q: 3 clusters Score -1862901 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 15497 members Entering Unmasked Estep Score: -1862918.500000 Penalty: 3192.152100 Iteration 39Q: 3 clusters Score -1862918 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 15555 members Entering Unmasked Estep Score: -1862941.625000 Penalty: 3192.152100 Iteration 40F: 3 clusters Score -1862942 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 15608 members Entering Unmasked Estep Score: -1862959.250000 Penalty: 3192.152100 Iteration 41Q: 3 clusters Score -1862959 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 15665 members Entering Unmasked Estep Score: -1862974.250000 Penalty: 3192.152100 Iteration 42Q: 3 clusters Score -1862974 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 15719 members Entering Unmasked Estep Score: -1862997.750000 Penalty: 3192.152100 Iteration 43Q: 3 clusters Score -1862998 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 15764 members Entering Unmasked Estep Score: -1863011.750000 Penalty: 3192.152100 Iteration 44Q: 3 clusters Score -1863012 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 15796 members Entering Unmasked Estep Score: -1863020.375000 Penalty: 3192.152100 Iteration 45Q: 3 clusters Score -1863020 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 15834 members Entering Unmasked Estep Score: -1863028.875000 Penalty: 3192.152100 Iteration 46Q: 3 clusters Score -1863029 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 15859 members Entering Unmasked Estep Score: -1863027.750000 Penalty: 3192.152100 Iteration 47Q: 3 clusters Score -1863028 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 15872 members Entering Unmasked Estep Score: -1863033.875000 Penalty: 3192.152100 Iteration 48Q: 3 clusters Score -1863034 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 15895 members Entering Unmasked Estep Score: -1863034.375000 Penalty: 3192.152100 Iteration 49Q: 3 clusters Score -1863034 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 15916 members Entering Unmasked Estep Score: -1863042.250000 Penalty: 3192.152100 Iteration 50Q: 3 clusters Score -1863042 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 15936 members Entering Unmasked Estep Score: -1863047.500000 Penalty: 3192.152100 Iteration 51Q: 3 clusters Score -1863048 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 15952 members Entering Unmasked Estep Score: -1863057.750000 Penalty: 3192.152100 Iteration 52Q: 3 clusters Score -1863058 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 15977 members Entering Unmasked Estep Score: -1863062.750000 Penalty: 3192.152100 Iteration 53Q: 3 clusters Score -1863063 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 16007 members Entering Unmasked Estep Score: -1863076.125000 Penalty: 3192.152100 Iteration 54Q: 3 clusters Score -1863076 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 16032 members Entering Unmasked Estep Score: -1863090.875000 Penalty: 3192.152100 Iteration 55Q: 3 clusters Score -1863091 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 16054 members Entering Unmasked Estep Score: -1863089.750000 Penalty: 3192.152100 Iteration 56Q: 3 clusters Score -1863090 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 16076 members Entering Unmasked Estep Score: -1863097.625000 Penalty: 3192.152100 Iteration 57Q: 3 clusters Score -1863098 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 16089 members Entering Unmasked Estep Score: -1863100.000000 Penalty: 3192.152100 Iteration 58Q: 3 clusters Score -1863100 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 16093 members Entering Unmasked Estep Score: -1863098.125000 Penalty: 3192.152100 Iteration 59Q: 3 clusters Score -1863098 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 16101 members Entering Unmasked Estep Score: -1863100.000000 Penalty: 3192.152100 Iteration 60F: 3 clusters Score -1863100 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 16107 members Entering Unmasked Estep Score: -1863099.625000 Penalty: 3192.152100 Iteration 61Q: 3 clusters Score -1863100 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 16112 members Entering Unmasked Estep Score: -1863101.500000 Penalty: 3192.152100 Iteration 62Q: 3 clusters Score -1863102 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 16116 members Entering Unmasked Estep Score: -1863104.375000 Penalty: 3192.152100 Iteration 63Q: 3 clusters Score -1863104 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 16121 members Entering Unmasked Estep Score: -1863103.000000 Penalty: 3192.152100 Iteration 64Q: 3 clusters Score -1863103 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 16125 members Entering Unmasked Estep Score: -1863102.625000 Penalty: 3192.152100 Iteration 65Q: 3 clusters Score -1863103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 16128 members Entering Unmasked Estep Score: -1863099.875000 Penalty: 3192.152100 Iteration 66Q: 3 clusters Score -1863100 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 16133 members Entering Unmasked Estep Score: -1863099.875000 Penalty: 3192.152100 Iteration 67Q: 3 clusters Score -1863100 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 16141 members Entering Unmasked Estep Score: -1863104.375000 Penalty: 3192.152100 Iteration 68Q: 3 clusters Score -1863104 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 16148 members Entering Unmasked Estep Score: -1863107.125000 Penalty: 3192.152100 Iteration 69Q: 3 clusters Score -1863107 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 16154 members Entering Unmasked Estep Score: -1863106.500000 Penalty: 3192.152100 Iteration 70Q: 3 clusters Score -1863106 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 16157 members Entering Unmasked Estep Score: -1863107.125000 Penalty: 3192.152100 Iteration 71Q: 3 clusters Score -1863107 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 16162 members Entering Unmasked Estep Score: -1863113.000000 Penalty: 3192.152100 Iteration 72Q: 3 clusters Score -1863113 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 16168 members Entering Unmasked Estep Score: -1863111.875000 Penalty: 3192.152100 Iteration 73Q: 3 clusters Score -1863112 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 16177 members Entering Unmasked Estep Score: -1863113.250000 Penalty: 3192.152100 Iteration 74Q: 3 clusters Score -1863113 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 16182 members Entering Unmasked Estep Score: -1863111.125000 Penalty: 3192.152100 Iteration 75Q: 3 clusters Score -1863111 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 16189 members Entering Unmasked Estep Score: -1863109.750000 Penalty: 3192.152100 Iteration 76Q: 3 clusters Score -1863110 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 16197 members Entering Unmasked Estep Score: -1863111.875000 Penalty: 3192.152100 Iteration 77Q: 3 clusters Score -1863112 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 16199 members Entering Unmasked Estep Score: -1863115.750000 Penalty: 3192.152100 Iteration 78Q: 3 clusters Score -1863116 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 16204 members Entering Unmasked Estep Score: -1863115.750000 Penalty: 3192.152100 Iteration 79Q: 3 clusters Score -1863116 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 16215 members Entering Unmasked Estep Score: -1863122.375000 Penalty: 3192.152100 Iteration 80F: 3 clusters Score -1863122 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 16227 members Entering Unmasked Estep Score: -1863128.625000 Penalty: 3192.152100 Iteration 81Q: 3 clusters Score -1863129 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 16236 members Entering Unmasked Estep Score: -1863131.375000 Penalty: 3192.152100 Iteration 82Q: 3 clusters Score -1863131 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 16245 members Entering Unmasked Estep Score: -1863133.375000 Penalty: 3192.152100 Iteration 83Q: 3 clusters Score -1863133 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 16256 members Entering Unmasked Estep Score: -1863136.125000 Penalty: 3192.152100 Iteration 84Q: 3 clusters Score -1863136 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 16266 members Entering Unmasked Estep Score: -1863134.125000 Penalty: 3192.152100 Iteration 85Q: 3 clusters Score -1863134 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 16276 members Entering Unmasked Estep Score: -1863136.125000 Penalty: 3192.152100 Iteration 86Q: 3 clusters Score -1863136 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 16282 members Entering Unmasked Estep Score: -1863134.750000 Penalty: 3192.152100 Iteration 87Q: 3 clusters Score -1863135 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 16286 members Entering Unmasked Estep Score: -1863136.000000 Penalty: 3192.152100 Iteration 88Q: 3 clusters Score -1863136 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 16288 members Entering Unmasked Estep Score: -1863138.125000 Penalty: 3192.152100 Iteration 89Q: 3 clusters Score -1863138 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 16290 members Entering Unmasked Estep Score: -1863139.125000 Penalty: 3192.152100 Iteration 90Q: 3 clusters Score -1863139 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 16293 members Entering Unmasked Estep Score: -1863139.875000 Penalty: 3192.152100 Iteration 91Q: 3 clusters Score -1863140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 16295 members Entering Unmasked Estep Score: -1863140.125000 Penalty: 3192.152100 Iteration 92Q: 3 clusters Score -1863140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 16297 members Entering Unmasked Estep Score: -1863139.375000 Penalty: 3192.152100 Iteration 93Q: 3 clusters Score -1863139 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 16299 members Entering Unmasked Estep Score: -1863140.500000 Penalty: 3192.152100 Iteration 94Q: 3 clusters Score -1863140 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 16300 members Entering Unmasked Estep Score: -1863139.250000 Penalty: 3192.152100 Iteration 95Q: 3 clusters Score -1863139 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 16300 members Entering Unmasked Estep Score: -1863139.250000 Penalty: 3192.152100 Iteration 96F: 3 clusters Score -1863139 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Entering Unmasked Estep Score: -509978.875000 Penalty: 1400.767944 Iteration 0F: 2 clusters Score -509978.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -505659.718750 Penalty: 2801.535889 Iteration 0F: 3 clusters Score -505659.7 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -506972.781250 Penalty: 2801.535889 Iteration 1F: 3 clusters Score -506972.8 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -507213.531250 Penalty: 2801.535889 Iteration 2F: 3 clusters Score -507213.5 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -507413.281250 Penalty: 2801.535889 Iteration 3F: 3 clusters Score -507413.3 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -507589.468750 Penalty: 2801.535889 Iteration 4F: 3 clusters Score -507589.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -507761.156250 Penalty: 2801.535889 Iteration 5Q: 3 clusters Score -507761.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -507915.593750 Penalty: 2801.535889 Iteration 6Q: 3 clusters Score -507915.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -508083.687500 Penalty: 2801.535889 Iteration 7Q: 3 clusters Score -508083.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -508292.812500 Penalty: 2801.535889 Iteration 8Q: 3 clusters Score -508292.8 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -508579.187500 Penalty: 2801.535889 Iteration 9Q: 3 clusters Score -508579.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -509052.531250 Penalty: 2801.535889 Iteration 10Q: 3 clusters Score -509052.5 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -509730.343750 Penalty: 2801.535889 Iteration 11Q: 3 clusters Score -509730.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -510022.406250 Penalty: 2801.535889 Iteration 12Q: 3 clusters Score -510022.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -510297.625000 Penalty: 2801.535889 Iteration 13Q: 3 clusters Score -510297.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -510581.281250 Penalty: 2801.535889 Iteration 14Q: 3 clusters Score -510581.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -510877.875000 Penalty: 2801.535889 Iteration 15Q: 3 clusters Score -510877.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -511264.562500 Penalty: 2801.535889 Iteration 16Q: 3 clusters Score -511264.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -511483.531250 Penalty: 2801.535889 Iteration 17Q: 3 clusters Score -511483.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -511497.343750 Penalty: 2801.535889 Iteration 18Q: 3 clusters Score -511497.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -511498.531250 Penalty: 2801.535889 Iteration 19Q: 3 clusters Score -511498.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -511498.531250 Penalty: 2801.535889 Iteration 20F: 3 clusters Score -511498.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37833 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12487 members Mstep: Class 5 contains 75604 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 15846 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1016 members Mstep: Class 11 contains 1444 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17247 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 2246 members Mstep: Class 18 contains 5526 members Mstep: Class 19 contains 1562 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 5458 members Mstep: Class 22 contains 4721 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 11600 members Mstep: Class 26 contains 3296 members Entering Unmasked Estep Score: -22259452.000000 Penalty: 52184.582031 Splitting cluster 17 changes total score from -22254794.000000 to -22259452.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 18 (5526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Entering Unmasked Estep Score: -551372.062500 Penalty: 1400.298218 Iteration 0F: 2 clusters Score -551372.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -547081.625000 Penalty: 2800.596436 Iteration 0F: 3 clusters Score -547081.6 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -548398.125000 Penalty: 2800.596436 Iteration 1F: 3 clusters Score -548398.1 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -548638.500000 Penalty: 2800.596436 Iteration 2F: 3 clusters Score -548638.5 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -548814.437500 Penalty: 2800.596436 Iteration 3F: 3 clusters Score -548814.4 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -549008.125000 Penalty: 2800.596436 Iteration 4F: 3 clusters Score -549008.1 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -549267.812500 Penalty: 2800.596436 Iteration 5F: 3 clusters Score -549267.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -549664.437500 Penalty: 2800.596436 Iteration 6F: 3 clusters Score -549664.4 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -550279.500000 Penalty: 2800.596436 Iteration 7F: 3 clusters Score -550279.5 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -551048.625000 Penalty: 2800.596436 Iteration 8F: 3 clusters Score -551048.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -551452.312500 Penalty: 2800.596436 Iteration 9F: 3 clusters Score -551452.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -551610.250000 Penalty: 2800.596436 Iteration 10Q: 3 clusters Score -551610.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -551671.687500 Penalty: 2800.596436 Iteration 11Q: 3 clusters Score -551671.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -551709.312500 Penalty: 2800.596436 Iteration 12Q: 3 clusters Score -551709.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -551730.937500 Penalty: 2800.596436 Iteration 13Q: 3 clusters Score -551730.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -551744.625000 Penalty: 2800.596436 Iteration 14Q: 3 clusters Score -551744.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -551750.687500 Penalty: 2800.596436 Iteration 15Q: 3 clusters Score -551750.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -551753.500000 Penalty: 2800.596436 Iteration 16Q: 3 clusters Score -551753.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -551757.375000 Penalty: 2800.596436 Iteration 17Q: 3 clusters Score -551757.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -551761.312500 Penalty: 2800.596436 Iteration 18Q: 3 clusters Score -551761.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -551766.562500 Penalty: 2800.596436 Iteration 19Q: 3 clusters Score -551766.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -551772.750000 Penalty: 2800.596436 Iteration 20F: 3 clusters Score -551772.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -551779.312500 Penalty: 2800.596436 Iteration 21Q: 3 clusters Score -551779.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -551779.812500 Penalty: 2800.596436 Iteration 22Q: 3 clusters Score -551779.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -551781.500000 Penalty: 2800.596436 Iteration 23Q: 3 clusters Score -551781.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -551781.875000 Penalty: 2800.596436 Iteration 24Q: 3 clusters Score -551781.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -551783.000000 Penalty: 2800.596436 Iteration 25Q: 3 clusters Score -551783 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -551785.250000 Penalty: 2800.596436 Iteration 26Q: 3 clusters Score -551785.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -551786.062500 Penalty: 2800.596436 Iteration 27Q: 3 clusters Score -551786.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -551786.812500 Penalty: 2800.596436 Iteration 28Q: 3 clusters Score -551786.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -551786.437500 Penalty: 2800.596436 Iteration 29Q: 3 clusters Score -551786.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -551786.437500 Penalty: 2800.596436 Iteration 30F: 3 clusters Score -551786.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37833 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12487 members Mstep: Class 5 contains 75604 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 15846 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1016 members Mstep: Class 11 contains 1444 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17247 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 2246 members Mstep: Class 18 contains 3916 members Mstep: Class 19 contains 1562 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 5458 members Mstep: Class 22 contains 4721 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 11600 members Mstep: Class 26 contains 3296 members Mstep: Class 27 contains 1610 members Entering Unmasked Estep Score: -22259246.000000 Penalty: 54191.679688 Splitting cluster 18 changes total score from -22254794.000000 to -22259246.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 19 (1562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Entering Unmasked Estep Score: -149584.484375 Penalty: 1194.979858 Iteration 0F: 2 clusters Score -149584.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -147800.921875 Penalty: 2389.959717 Iteration 0F: 3 clusters Score -147800.9 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -148194.015625 Penalty: 2389.959717 Iteration 1F: 3 clusters Score -148194 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -148282.140625 Penalty: 2389.959717 Iteration 2F: 3 clusters Score -148282.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -148343.984375 Penalty: 2389.959717 Iteration 3Q: 3 clusters Score -148344 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -148381.593750 Penalty: 2389.959717 Iteration 4Q: 3 clusters Score -148381.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -148406.937500 Penalty: 2389.959717 Iteration 5Q: 3 clusters Score -148406.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -148431.140625 Penalty: 2389.959717 Iteration 6Q: 3 clusters Score -148431.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -148451.890625 Penalty: 2389.959717 Iteration 7Q: 3 clusters Score -148451.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -148463.703125 Penalty: 2389.959717 Iteration 8Q: 3 clusters Score -148463.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -148469.734375 Penalty: 2389.959717 Iteration 9Q: 3 clusters Score -148469.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -148478.781250 Penalty: 2389.959717 Iteration 10Q: 3 clusters Score -148478.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -148488.984375 Penalty: 2389.959717 Iteration 11Q: 3 clusters Score -148489 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -148499.859375 Penalty: 2389.959717 Iteration 12Q: 3 clusters Score -148499.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -148510.140625 Penalty: 2389.959717 Iteration 13Q: 3 clusters Score -148510.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -148524.515625 Penalty: 2389.959717 Iteration 14Q: 3 clusters Score -148524.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -148539.421875 Penalty: 2389.959717 Iteration 15Q: 3 clusters Score -148539.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -148552.703125 Penalty: 2389.959717 Iteration 16Q: 3 clusters Score -148552.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -148572.562500 Penalty: 2389.959717 Iteration 17Q: 3 clusters Score -148572.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -148588.812500 Penalty: 2389.959717 Iteration 18Q: 3 clusters Score -148588.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -148610.343750 Penalty: 2389.959717 Iteration 19Q: 3 clusters Score -148610.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -148630.875000 Penalty: 2389.959717 Iteration 20F: 3 clusters Score -148630.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -148652.359375 Penalty: 2389.959717 Iteration 21Q: 3 clusters Score -148652.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -148667.484375 Penalty: 2389.959717 Iteration 22Q: 3 clusters Score -148667.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -148678.828125 Penalty: 2389.959717 Iteration 23Q: 3 clusters Score -148678.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -148689.437500 Penalty: 2389.959717 Iteration 24Q: 3 clusters Score -148689.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -148708.578125 Penalty: 2389.959717 Iteration 25Q: 3 clusters Score -148708.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -148726.031250 Penalty: 2389.959717 Iteration 26Q: 3 clusters Score -148726 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -148742.687500 Penalty: 2389.959717 Iteration 27Q: 3 clusters Score -148742.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -148753.218750 Penalty: 2389.959717 Iteration 28Q: 3 clusters Score -148753.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -148763.687500 Penalty: 2389.959717 Iteration 29Q: 3 clusters Score -148763.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -148768.484375 Penalty: 2389.959717 Iteration 30Q: 3 clusters Score -148768.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -148772.468750 Penalty: 2389.959717 Iteration 31Q: 3 clusters Score -148772.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -148776.375000 Penalty: 2389.959717 Iteration 32Q: 3 clusters Score -148776.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -148779.031250 Penalty: 2389.959717 Iteration 33Q: 3 clusters Score -148779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -148781.156250 Penalty: 2389.959717 Iteration 34Q: 3 clusters Score -148781.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -148781.656250 Penalty: 2389.959717 Iteration 35Q: 3 clusters Score -148781.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -148781.734375 Penalty: 2389.959717 Iteration 36Q: 3 clusters Score -148781.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -148781.734375 Penalty: 2389.959717 Iteration 37F: 3 clusters Score -148781.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Entering Unmasked Estep Score: -190255.812500 Penalty: 1228.682251 Iteration 0F: 2 clusters Score -190255.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -188234.046875 Penalty: 2457.364502 Iteration 0F: 3 clusters Score -188234 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -188695.250000 Penalty: 2457.364502 Iteration 1F: 3 clusters Score -188695.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -188831.218750 Penalty: 2457.364502 Iteration 2F: 3 clusters Score -188831.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -188896.281250 Penalty: 2457.364502 Iteration 3Q: 3 clusters Score -188896.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -188937.250000 Penalty: 2457.364502 Iteration 4Q: 3 clusters Score -188937.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -188974.546875 Penalty: 2457.364502 Iteration 5Q: 3 clusters Score -188974.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -189005.187500 Penalty: 2457.364502 Iteration 6Q: 3 clusters Score -189005.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -189028.296875 Penalty: 2457.364502 Iteration 7Q: 3 clusters Score -189028.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -189048.515625 Penalty: 2457.364502 Iteration 8Q: 3 clusters Score -189048.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -189071.703125 Penalty: 2457.364502 Iteration 9Q: 3 clusters Score -189071.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -189097.484375 Penalty: 2457.364502 Iteration 10Q: 3 clusters Score -189097.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -189123.640625 Penalty: 2457.364502 Iteration 11Q: 3 clusters Score -189123.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -189143.187500 Penalty: 2457.364502 Iteration 12Q: 3 clusters Score -189143.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -189158.187500 Penalty: 2457.364502 Iteration 13Q: 3 clusters Score -189158.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -189168.140625 Penalty: 2457.364502 Iteration 14Q: 3 clusters Score -189168.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -189172.656250 Penalty: 2457.364502 Iteration 15Q: 3 clusters Score -189172.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -189176.578125 Penalty: 2457.364502 Iteration 16Q: 3 clusters Score -189176.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -189179.062500 Penalty: 2457.364502 Iteration 17Q: 3 clusters Score -189179.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -189180.843750 Penalty: 2457.364502 Iteration 18Q: 3 clusters Score -189180.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -189182.734375 Penalty: 2457.364502 Iteration 19Q: 3 clusters Score -189182.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -189185.468750 Penalty: 2457.364502 Iteration 20F: 3 clusters Score -189185.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -189187.687500 Penalty: 2457.364502 Iteration 21Q: 3 clusters Score -189187.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -189190.078125 Penalty: 2457.364502 Iteration 22Q: 3 clusters Score -189190.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -189190.906250 Penalty: 2457.364502 Iteration 23Q: 3 clusters Score -189190.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -189192.375000 Penalty: 2457.364502 Iteration 24Q: 3 clusters Score -189192.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -189193.406250 Penalty: 2457.364502 Iteration 25Q: 3 clusters Score -189193.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -189194.875000 Penalty: 2457.364502 Iteration 26Q: 3 clusters Score -189194.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -189197.031250 Penalty: 2457.364502 Iteration 27Q: 3 clusters Score -189197 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -189198.562500 Penalty: 2457.364502 Iteration 28Q: 3 clusters Score -189198.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -189201.250000 Penalty: 2457.364502 Iteration 29Q: 3 clusters Score -189201.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -189202.703125 Penalty: 2457.364502 Iteration 30Q: 3 clusters Score -189202.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -189203.000000 Penalty: 2457.364502 Iteration 31Q: 3 clusters Score -189203 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -189203.000000 Penalty: 2457.364502 Iteration 32F: 3 clusters Score -189203 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Entering Unmasked Estep Score: -547969.750000 Penalty: 1398.286133 Iteration 0F: 2 clusters Score -547969.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -543685.875000 Penalty: 2796.572266 Iteration 0F: 3 clusters Score -543685.9 nChanged 2261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -544908.500000 Penalty: 2796.572266 Iteration 1F: 3 clusters Score -544908.5 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -545090.437500 Penalty: 2796.572266 Iteration 2F: 3 clusters Score -545090.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -545269.750000 Penalty: 2796.572266 Iteration 3F: 3 clusters Score -545269.8 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -545445.562500 Penalty: 2796.572266 Iteration 4F: 3 clusters Score -545445.6 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -545669.687500 Penalty: 2796.572266 Iteration 5Q: 3 clusters Score -545669.7 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -545966.500000 Penalty: 2796.572266 Iteration 6F: 3 clusters Score -545966.5 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -546333.937500 Penalty: 2796.572266 Iteration 7F: 3 clusters Score -546333.9 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -546791.375000 Penalty: 2796.572266 Iteration 8F: 3 clusters Score -546791.4 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -547295.437500 Penalty: 2796.572266 Iteration 9F: 3 clusters Score -547295.4 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -547755.062500 Penalty: 2796.572266 Iteration 10F: 3 clusters Score -547755.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -548044.500000 Penalty: 2796.572266 Iteration 11Q: 3 clusters Score -548044.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -548276.750000 Penalty: 2796.572266 Iteration 12Q: 3 clusters Score -548276.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -548454.000000 Penalty: 2796.572266 Iteration 13Q: 3 clusters Score -548454 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -548548.125000 Penalty: 2796.572266 Iteration 14Q: 3 clusters Score -548548.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -548589.937500 Penalty: 2796.572266 Iteration 15Q: 3 clusters Score -548589.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -548605.375000 Penalty: 2796.572266 Iteration 16Q: 3 clusters Score -548605.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -548614.125000 Penalty: 2796.572266 Iteration 17Q: 3 clusters Score -548614.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -548619.125000 Penalty: 2796.572266 Iteration 18Q: 3 clusters Score -548619.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -548623.750000 Penalty: 2796.572266 Iteration 19Q: 3 clusters Score -548623.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -548627.062500 Penalty: 2796.572266 Iteration 20F: 3 clusters Score -548627.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -548626.500000 Penalty: 2796.572266 Iteration 21Q: 3 clusters Score -548626.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -548626.500000 Penalty: 2796.572266 Iteration 22F: 3 clusters Score -548626.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37833 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12487 members Mstep: Class 5 contains 75604 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 15846 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1016 members Mstep: Class 11 contains 1444 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17247 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 2246 members Mstep: Class 18 contains 3916 members Mstep: Class 19 contains 1562 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 1389 members Mstep: Class 22 contains 4721 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 11600 members Mstep: Class 26 contains 3296 members Mstep: Class 27 contains 1610 members Mstep: Class 28 contains 4069 members Entering Unmasked Estep Score: -22259356.000000 Penalty: 56198.781250 Splitting cluster 21 changes total score from -22254794.000000 to -22259356.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 22 (4721 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Entering Unmasked Estep Score: -472241.125000 Penalty: 1374.713623 Iteration 0F: 2 clusters Score -472241.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -468461.000000 Penalty: 2749.427246 Iteration 0F: 3 clusters Score -468461 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -469584.406250 Penalty: 2749.427246 Iteration 1F: 3 clusters Score -469584.4 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -469813.593750 Penalty: 2749.427246 Iteration 2F: 3 clusters Score -469813.6 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -470007.468750 Penalty: 2749.427246 Iteration 3F: 3 clusters Score -470007.5 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -470185.187500 Penalty: 2749.427246 Iteration 4F: 3 clusters Score -470185.2 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -470361.562500 Penalty: 2749.427246 Iteration 5F: 3 clusters Score -470361.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -470510.625000 Penalty: 2749.427246 Iteration 6Q: 3 clusters Score -470510.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -470656.906250 Penalty: 2749.427246 Iteration 7Q: 3 clusters Score -470656.9 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -470780.500000 Penalty: 2749.427246 Iteration 8Q: 3 clusters Score -470780.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -470882.906250 Penalty: 2749.427246 Iteration 9Q: 3 clusters Score -470882.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -470968.812500 Penalty: 2749.427246 Iteration 10Q: 3 clusters Score -470968.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -471021.000000 Penalty: 2749.427246 Iteration 11Q: 3 clusters Score -471021 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -471058.968750 Penalty: 2749.427246 Iteration 12Q: 3 clusters Score -471059 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -471088.062500 Penalty: 2749.427246 Iteration 13Q: 3 clusters Score -471088.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -471111.250000 Penalty: 2749.427246 Iteration 14Q: 3 clusters Score -471111.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -471128.562500 Penalty: 2749.427246 Iteration 15Q: 3 clusters Score -471128.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -471142.843750 Penalty: 2749.427246 Iteration 16Q: 3 clusters Score -471142.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -471153.093750 Penalty: 2749.427246 Iteration 17Q: 3 clusters Score -471153.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -471163.218750 Penalty: 2749.427246 Iteration 18Q: 3 clusters Score -471163.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -471176.218750 Penalty: 2749.427246 Iteration 19Q: 3 clusters Score -471176.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -471185.687500 Penalty: 2749.427246 Iteration 20F: 3 clusters Score -471185.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -471192.593750 Penalty: 2749.427246 Iteration 21Q: 3 clusters Score -471192.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -471200.781250 Penalty: 2749.427246 Iteration 22Q: 3 clusters Score -471200.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -471204.218750 Penalty: 2749.427246 Iteration 23Q: 3 clusters Score -471204.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -471211.656250 Penalty: 2749.427246 Iteration 24Q: 3 clusters Score -471211.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -471220.906250 Penalty: 2749.427246 Iteration 25Q: 3 clusters Score -471220.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -471227.187500 Penalty: 2749.427246 Iteration 26Q: 3 clusters Score -471227.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -471231.156250 Penalty: 2749.427246 Iteration 27Q: 3 clusters Score -471231.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -471235.312500 Penalty: 2749.427246 Iteration 28Q: 3 clusters Score -471235.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -471238.562500 Penalty: 2749.427246 Iteration 29Q: 3 clusters Score -471238.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -471238.531250 Penalty: 2749.427246 Iteration 30Q: 3 clusters Score -471238.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -471241.500000 Penalty: 2749.427246 Iteration 31Q: 3 clusters Score -471241.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -471244.687500 Penalty: 2749.427246 Iteration 32Q: 3 clusters Score -471244.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -471250.406250 Penalty: 2749.427246 Iteration 33Q: 3 clusters Score -471250.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -471254.156250 Penalty: 2749.427246 Iteration 34Q: 3 clusters Score -471254.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -471261.281250 Penalty: 2749.427246 Iteration 35Q: 3 clusters Score -471261.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -471264.531250 Penalty: 2749.427246 Iteration 36Q: 3 clusters Score -471264.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -471268.718750 Penalty: 2749.427246 Iteration 37Q: 3 clusters Score -471268.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -471270.093750 Penalty: 2749.427246 Iteration 38Q: 3 clusters Score -471270.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -471270.218750 Penalty: 2749.427246 Iteration 39Q: 3 clusters Score -471270.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -471272.656250 Penalty: 2749.427246 Iteration 40F: 3 clusters Score -471272.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -471271.468750 Penalty: 2749.427246 Iteration 41Q: 3 clusters Score -471271.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -471271.750000 Penalty: 2749.427246 Iteration 42Q: 3 clusters Score -471271.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -471271.750000 Penalty: 2749.427246 Iteration 43F: 3 clusters Score -471271.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Entering Unmasked Estep Score: -112259.335938 Penalty: 1155.488159 Iteration 0F: 2 clusters Score -112259.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -110687.921875 Penalty: 2310.976318 Iteration 0F: 3 clusters Score -110687.9 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -111018.453125 Penalty: 2310.976318 Iteration 1F: 3 clusters Score -111018.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -111115.742188 Penalty: 2310.976318 Iteration 2F: 3 clusters Score -111115.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -111161.414062 Penalty: 2310.976318 Iteration 3Q: 3 clusters Score -111161.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -111200.320312 Penalty: 2310.976318 Iteration 4Q: 3 clusters Score -111200.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -111223.335938 Penalty: 2310.976318 Iteration 5Q: 3 clusters Score -111223.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -111235.273438 Penalty: 2310.976318 Iteration 6Q: 3 clusters Score -111235.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -111245.187500 Penalty: 2310.976318 Iteration 7Q: 3 clusters Score -111245.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -111249.992188 Penalty: 2310.976318 Iteration 8Q: 3 clusters Score -111250 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -111256.726562 Penalty: 2310.976318 Iteration 9Q: 3 clusters Score -111256.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -111262.890625 Penalty: 2310.976318 Iteration 10Q: 3 clusters Score -111262.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -111266.570312 Penalty: 2310.976318 Iteration 11Q: 3 clusters Score -111266.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -111271.242188 Penalty: 2310.976318 Iteration 12Q: 3 clusters Score -111271.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -111274.460938 Penalty: 2310.976318 Iteration 13Q: 3 clusters Score -111274.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -111278.265625 Penalty: 2310.976318 Iteration 14Q: 3 clusters Score -111278.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -111278.906250 Penalty: 2310.976318 Iteration 15Q: 3 clusters Score -111278.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -111278.906250 Penalty: 2310.976318 Iteration 16F: 3 clusters Score -111278.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Entering Unmasked Estep Score: -338513.375000 Penalty: 1324.544800 Iteration 0F: 2 clusters Score -338513.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -335524.812500 Penalty: 2649.089600 Iteration 0F: 3 clusters Score -335524.8 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -336275.562500 Penalty: 2649.089600 Iteration 1F: 3 clusters Score -336275.6 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -336417.062500 Penalty: 2649.089600 Iteration 2F: 3 clusters Score -336417.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -336494.093750 Penalty: 2649.089600 Iteration 3Q: 3 clusters Score -336494.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -336548.812500 Penalty: 2649.089600 Iteration 4Q: 3 clusters Score -336548.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -336585.843750 Penalty: 2649.089600 Iteration 5Q: 3 clusters Score -336585.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -336618.656250 Penalty: 2649.089600 Iteration 6Q: 3 clusters Score -336618.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -336647.781250 Penalty: 2649.089600 Iteration 7Q: 3 clusters Score -336647.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -336690.250000 Penalty: 2649.089600 Iteration 8Q: 3 clusters Score -336690.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -336742.781250 Penalty: 2649.089600 Iteration 9Q: 3 clusters Score -336742.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -336790.437500 Penalty: 2649.089600 Iteration 10Q: 3 clusters Score -336790.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -336839.812500 Penalty: 2649.089600 Iteration 11Q: 3 clusters Score -336839.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -336886.812500 Penalty: 2649.089600 Iteration 12Q: 3 clusters Score -336886.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -336918.843750 Penalty: 2649.089600 Iteration 13Q: 3 clusters Score -336918.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -336948.375000 Penalty: 2649.089600 Iteration 14Q: 3 clusters Score -336948.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -336976.250000 Penalty: 2649.089600 Iteration 15Q: 3 clusters Score -336976.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -337005.468750 Penalty: 2649.089600 Iteration 16Q: 3 clusters Score -337005.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -337033.562500 Penalty: 2649.089600 Iteration 17Q: 3 clusters Score -337033.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -337073.343750 Penalty: 2649.089600 Iteration 18Q: 3 clusters Score -337073.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -337109.750000 Penalty: 2649.089600 Iteration 19Q: 3 clusters Score -337109.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -337142.156250 Penalty: 2649.089600 Iteration 20F: 3 clusters Score -337142.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -337170.437500 Penalty: 2649.089600 Iteration 21Q: 3 clusters Score -337170.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -337189.468750 Penalty: 2649.089600 Iteration 22Q: 3 clusters Score -337189.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -337200.843750 Penalty: 2649.089600 Iteration 23Q: 3 clusters Score -337200.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -337211.843750 Penalty: 2649.089600 Iteration 24Q: 3 clusters Score -337211.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -337221.625000 Penalty: 2649.089600 Iteration 25Q: 3 clusters Score -337221.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -337228.093750 Penalty: 2649.089600 Iteration 26Q: 3 clusters Score -337228.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -337233.906250 Penalty: 2649.089600 Iteration 27Q: 3 clusters Score -337233.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -337239.781250 Penalty: 2649.089600 Iteration 28Q: 3 clusters Score -337239.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -337247.250000 Penalty: 2649.089600 Iteration 29Q: 3 clusters Score -337247.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -337252.406250 Penalty: 2649.089600 Iteration 30Q: 3 clusters Score -337252.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -337257.812500 Penalty: 2649.089600 Iteration 31Q: 3 clusters Score -337257.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -337263.218750 Penalty: 2649.089600 Iteration 32Q: 3 clusters Score -337263.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -337267.656250 Penalty: 2649.089600 Iteration 33Q: 3 clusters Score -337267.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -337269.843750 Penalty: 2649.089600 Iteration 34Q: 3 clusters Score -337269.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -337271.843750 Penalty: 2649.089600 Iteration 35Q: 3 clusters Score -337271.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -337274.031250 Penalty: 2649.089600 Iteration 36Q: 3 clusters Score -337274 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -337275.656250 Penalty: 2649.089600 Iteration 37Q: 3 clusters Score -337275.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -337276.000000 Penalty: 2649.089600 Iteration 38Q: 3 clusters Score -337276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -337277.093750 Penalty: 2649.089600 Iteration 39Q: 3 clusters Score -337277.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -337278.156250 Penalty: 2649.089600 Iteration 40F: 3 clusters Score -337278.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -337278.875000 Penalty: 2649.089600 Iteration 41Q: 3 clusters Score -337278.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -337279.843750 Penalty: 2649.089600 Iteration 42Q: 3 clusters Score -337279.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -337282.062500 Penalty: 2649.089600 Iteration 43Q: 3 clusters Score -337282.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -337284.875000 Penalty: 2649.089600 Iteration 44Q: 3 clusters Score -337284.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -337286.375000 Penalty: 2649.089600 Iteration 45Q: 3 clusters Score -337286.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -337287.312500 Penalty: 2649.089600 Iteration 46Q: 3 clusters Score -337287.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -337287.312500 Penalty: 2649.089600 Iteration 47Q: 3 clusters Score -337287.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -337287.593750 Penalty: 2649.089600 Iteration 48Q: 3 clusters Score -337287.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -337288.281250 Penalty: 2649.089600 Iteration 49Q: 3 clusters Score -337288.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -337288.281250 Penalty: 2649.089600 Iteration 50F: 3 clusters Score -337288.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37833 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12487 members Mstep: Class 5 contains 75604 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 15846 members Mstep: Class 9 contains 2525 members Mstep: Class 10 contains 1016 members Mstep: Class 11 contains 1444 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17247 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 2246 members Mstep: Class 18 contains 3916 members Mstep: Class 19 contains 1562 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 1389 members Mstep: Class 22 contains 4721 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -22261474.000000 Penalty: 56198.781250 Iteration 79Q: 29 clusters Score -2.226147e+07 nChanged 2942 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37482 members Mstep: Class 2 contains 4445 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12498 members Mstep: Class 5 contains 75528 members Mstep: Class 6 contains 647 members Mstep: Class 7 contains 1625 members Mstep: Class 8 contains 16046 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 1450 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 245 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17325 members Mstep: Class 16 contains 18423 members Mstep: Class 17 contains 2585 members Mstep: Class 18 contains 4135 members Mstep: Class 19 contains 1590 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 1550 members Mstep: Class 22 contains 4711 members Mstep: Class 23 contains 1241 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 11280 members Mstep: Class 26 contains 3149 members Mstep: Class 27 contains 1521 members Mstep: Class 28 contains 3927 members Entering Unmasked Estep ConsiderDeletion Score: -22263276.000000 Penalty: 56198.781250 Iteration 80F: 29 clusters Score -2.226328e+07 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 37202 members Mstep: Class 2 contains 4440 members Mstep: Class 3 contains 202 members Mstep: Class 4 contains 12452 members Mstep: Class 5 contains 74777 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 1637 members Mstep: Class 8 contains 16157 members Mstep: Class 9 contains 2571 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 1447 members Mstep: Class 12 contains 422 members Mstep: Class 13 contains 245 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17279 members Mstep: Class 16 contains 18417 members Mstep: Class 17 contains 2865 members Mstep: Class 18 contains 4285 members Mstep: Class 19 contains 1547 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 1644 members Mstep: Class 22 contains 4711 members Mstep: Class 23 contains 1250 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 11503 members Mstep: Class 26 contains 3214 members Mstep: Class 27 contains 1578 members Mstep: Class 28 contains 4142 members Entering Unmasked Estep ConsiderDeletion Score: -22264182.000000 Penalty: 56198.781250 Iteration 81Q: 29 clusters Score -2.226418e+07 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36977 members Mstep: Class 2 contains 4430 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12428 members Mstep: Class 5 contains 74142 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 1646 members Mstep: Class 8 contains 16272 members Mstep: Class 9 contains 2573 members Mstep: Class 10 contains 980 members Mstep: Class 11 contains 1442 members Mstep: Class 12 contains 423 members Mstep: Class 13 contains 244 members Mstep: Class 14 contains 264 members Mstep: Class 15 contains 17249 members Mstep: Class 16 contains 18420 members Mstep: Class 17 contains 3095 members Mstep: Class 18 contains 4401 members Mstep: Class 19 contains 1534 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 1721 members Mstep: Class 22 contains 4711 members Mstep: Class 23 contains 1258 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 11649 members Mstep: Class 26 contains 3278 members Mstep: Class 27 contains 1617 members Mstep: Class 28 contains 4274 members Entering Unmasked Estep ConsiderDeletion Score: -22264552.000000 Penalty: 56198.781250 Iteration 82Q: 29 clusters Score -2.226455e+07 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36791 members Mstep: Class 2 contains 4422 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12412 members Mstep: Class 5 contains 73577 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1651 members Mstep: Class 8 contains 16375 members Mstep: Class 9 contains 2574 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 1448 members Mstep: Class 12 contains 425 members Mstep: Class 13 contains 248 members Mstep: Class 14 contains 264 members Mstep: Class 15 contains 17239 members Mstep: Class 16 contains 18422 members Mstep: Class 17 contains 3282 members Mstep: Class 18 contains 4509 members Mstep: Class 19 contains 1527 members Mstep: Class 20 contains 1919 members Mstep: Class 21 contains 1783 members Mstep: Class 22 contains 4713 members Mstep: Class 23 contains 1268 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 11779 members Mstep: Class 26 contains 3328 members Mstep: Class 27 contains 1647 members Mstep: Class 28 contains 4364 members Entering Unmasked Estep ConsiderDeletion Score: -22264910.000000 Penalty: 56198.781250 Iteration 83Q: 29 clusters Score -2.226491e+07 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36665 members Mstep: Class 2 contains 4411 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12403 members Mstep: Class 5 contains 73148 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1653 members Mstep: Class 8 contains 16448 members Mstep: Class 9 contains 2576 members Mstep: Class 10 contains 985 members Mstep: Class 11 contains 1452 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 252 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17234 members Mstep: Class 16 contains 18422 members Mstep: Class 17 contains 3414 members Mstep: Class 18 contains 4603 members Mstep: Class 19 contains 1516 members Mstep: Class 20 contains 1918 members Mstep: Class 21 contains 1820 members Mstep: Class 22 contains 4712 members Mstep: Class 23 contains 1276 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 11884 members Mstep: Class 26 contains 3364 members Mstep: Class 27 contains 1676 members Mstep: Class 28 contains 4427 members Entering Unmasked Estep ConsiderDeletion Score: -22265118.000000 Penalty: 56198.781250 Iteration 84Q: 29 clusters Score -2.226512e+07 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36583 members Mstep: Class 2 contains 4406 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12385 members Mstep: Class 5 contains 72795 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 1652 members Mstep: Class 8 contains 16512 members Mstep: Class 9 contains 2577 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 428 members Mstep: Class 13 contains 255 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17230 members Mstep: Class 16 contains 18422 members Mstep: Class 17 contains 3499 members Mstep: Class 18 contains 4674 members Mstep: Class 19 contains 1497 members Mstep: Class 20 contains 1917 members Mstep: Class 21 contains 1862 members Mstep: Class 22 contains 4714 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 11953 members Mstep: Class 26 contains 3399 members Mstep: Class 27 contains 1709 members Mstep: Class 28 contains 4485 members Entering Unmasked Estep ConsiderDeletion Score: -22265198.000000 Penalty: 56198.781250 Iteration 85Q: 29 clusters Score -2.22652e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36534 members Mstep: Class 2 contains 4396 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12380 members Mstep: Class 5 contains 72493 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 1654 members Mstep: Class 8 contains 16554 members Mstep: Class 9 contains 2577 members Mstep: Class 10 contains 986 members Mstep: Class 11 contains 1458 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 260 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17217 members Mstep: Class 16 contains 18419 members Mstep: Class 17 contains 3555 members Mstep: Class 18 contains 4741 members Mstep: Class 19 contains 1473 members Mstep: Class 20 contains 1919 members Mstep: Class 21 contains 1907 members Mstep: Class 22 contains 4714 members Mstep: Class 23 contains 1301 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12025 members Mstep: Class 26 contains 3423 members Mstep: Class 27 contains 1745 members Mstep: Class 28 contains 4527 members Entering Unmasked Estep ConsiderDeletion Score: -22265244.000000 Penalty: 56198.781250 Iteration 86Q: 29 clusters Score -2.226524e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36497 members Mstep: Class 2 contains 4390 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12375 members Mstep: Class 5 contains 72235 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 1656 members Mstep: Class 8 contains 16595 members Mstep: Class 9 contains 2578 members Mstep: Class 10 contains 986 members Mstep: Class 11 contains 1456 members Mstep: Class 12 contains 430 members Mstep: Class 13 contains 266 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17206 members Mstep: Class 16 contains 18417 members Mstep: Class 17 contains 3590 members Mstep: Class 18 contains 4796 members Mstep: Class 19 contains 1451 members Mstep: Class 20 contains 1921 members Mstep: Class 21 contains 1942 members Mstep: Class 22 contains 4715 members Mstep: Class 23 contains 1305 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12080 members Mstep: Class 26 contains 3447 members Mstep: Class 27 contains 1780 members Mstep: Class 28 contains 4573 members Entering Unmasked Estep ConsiderDeletion Score: -22265380.000000 Penalty: 56198.781250 Iteration 87Q: 29 clusters Score -2.226538e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36469 members Mstep: Class 2 contains 4385 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12371 members Mstep: Class 5 contains 72010 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1656 members Mstep: Class 8 contains 16637 members Mstep: Class 9 contains 2580 members Mstep: Class 10 contains 986 members Mstep: Class 11 contains 1458 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 271 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17200 members Mstep: Class 16 contains 18419 members Mstep: Class 17 contains 3623 members Mstep: Class 18 contains 4847 members Mstep: Class 19 contains 1422 members Mstep: Class 20 contains 1919 members Mstep: Class 21 contains 1973 members Mstep: Class 22 contains 4715 members Mstep: Class 23 contains 1309 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12128 members Mstep: Class 26 contains 3463 members Mstep: Class 27 contains 1820 members Mstep: Class 28 contains 4596 members Entering Unmasked Estep ConsiderDeletion Score: -22265522.000000 Penalty: 56198.781250 Iteration 88Q: 29 clusters Score -2.226552e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36450 members Mstep: Class 2 contains 4378 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12366 members Mstep: Class 5 contains 71792 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1658 members Mstep: Class 8 contains 16682 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 986 members Mstep: Class 11 contains 1458 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 274 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17201 members Mstep: Class 16 contains 18417 members Mstep: Class 17 contains 3645 members Mstep: Class 18 contains 4900 members Mstep: Class 19 contains 1412 members Mstep: Class 20 contains 1920 members Mstep: Class 21 contains 2010 members Mstep: Class 22 contains 4715 members Mstep: Class 23 contains 1311 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12163 members Mstep: Class 26 contains 3479 members Mstep: Class 27 contains 1840 members Mstep: Class 28 contains 4619 members Entering Unmasked Estep ConsiderDeletion Score: -22265622.000000 Penalty: 56198.781250 Iteration 89Q: 29 clusters Score -2.226562e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36424 members Mstep: Class 2 contains 4376 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12361 members Mstep: Class 5 contains 71609 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1661 members Mstep: Class 8 contains 16717 members Mstep: Class 9 contains 2582 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 1459 members Mstep: Class 12 contains 428 members Mstep: Class 13 contains 281 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17201 members Mstep: Class 16 contains 18418 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 4935 members Mstep: Class 19 contains 1400 members Mstep: Class 20 contains 1922 members Mstep: Class 21 contains 2035 members Mstep: Class 22 contains 4718 members Mstep: Class 23 contains 1311 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12192 members Mstep: Class 26 contains 3496 members Mstep: Class 27 contains 1861 members Mstep: Class 28 contains 4645 members Entering Unmasked Estep ConsiderDeletion Score: -22265730.000000 Penalty: 56198.781250 Iteration 90Q: 29 clusters Score -2.226573e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36393 members Mstep: Class 2 contains 4376 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12359 members Mstep: Class 5 contains 71459 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1663 members Mstep: Class 8 contains 16747 members Mstep: Class 9 contains 2582 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 1460 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 283 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17209 members Mstep: Class 16 contains 18419 members Mstep: Class 17 contains 3694 members Mstep: Class 18 contains 4968 members Mstep: Class 19 contains 1390 members Mstep: Class 20 contains 1924 members Mstep: Class 21 contains 2054 members Mstep: Class 22 contains 4719 members Mstep: Class 23 contains 1315 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12214 members Mstep: Class 26 contains 3505 members Mstep: Class 27 contains 1874 members Mstep: Class 28 contains 4664 members Entering Unmasked Estep ConsiderDeletion Score: -22265852.000000 Penalty: 56198.781250 Iteration 91Q: 29 clusters Score -2.226585e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36376 members Mstep: Class 2 contains 4374 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12349 members Mstep: Class 5 contains 71340 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1665 members Mstep: Class 8 contains 16776 members Mstep: Class 9 contains 2582 members Mstep: Class 10 contains 990 members Mstep: Class 11 contains 1458 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 285 members Mstep: Class 14 contains 263 members Mstep: Class 15 contains 17208 members Mstep: Class 16 contains 18420 members Mstep: Class 17 contains 3712 members Mstep: Class 18 contains 4995 members Mstep: Class 19 contains 1372 members Mstep: Class 20 contains 1925 members Mstep: Class 21 contains 2072 members Mstep: Class 22 contains 4720 members Mstep: Class 23 contains 1322 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12225 members Mstep: Class 26 contains 3518 members Mstep: Class 27 contains 1889 members Mstep: Class 28 contains 4686 members Entering Unmasked Estep ConsiderDeletion Score: -22265858.000000 Penalty: 56198.781250 Iteration 92Q: 29 clusters Score -2.226586e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36361 members Mstep: Class 2 contains 4370 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12339 members Mstep: Class 5 contains 71224 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1665 members Mstep: Class 8 contains 16793 members Mstep: Class 9 contains 2582 members Mstep: Class 10 contains 992 members Mstep: Class 11 contains 1456 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 286 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17198 members Mstep: Class 16 contains 18420 members Mstep: Class 17 contains 3727 members Mstep: Class 18 contains 5033 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2086 members Mstep: Class 22 contains 4718 members Mstep: Class 23 contains 1326 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12248 members Mstep: Class 26 contains 3538 members Mstep: Class 27 contains 1900 members Mstep: Class 28 contains 4701 members Entering Unmasked Estep ConsiderDeletion Score: -22265900.000000 Penalty: 56198.781250 Iteration 93Q: 29 clusters Score -2.22659e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36344 members Mstep: Class 2 contains 4367 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12332 members Mstep: Class 5 contains 71144 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1663 members Mstep: Class 8 contains 16809 members Mstep: Class 9 contains 2582 members Mstep: Class 10 contains 996 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 287 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17190 members Mstep: Class 16 contains 18422 members Mstep: Class 17 contains 3744 members Mstep: Class 18 contains 5051 members Mstep: Class 19 contains 1366 members Mstep: Class 20 contains 1927 members Mstep: Class 21 contains 2096 members Mstep: Class 22 contains 4717 members Mstep: Class 23 contains 1331 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12265 members Mstep: Class 26 contains 3551 members Mstep: Class 27 contains 1911 members Mstep: Class 28 contains 4712 members Entering Unmasked Estep ConsiderDeletion Score: -22265916.000000 Penalty: 56198.781250 Iteration 94Q: 29 clusters Score -2.226592e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36333 members Mstep: Class 2 contains 4367 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12323 members Mstep: Class 5 contains 71075 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16833 members Mstep: Class 9 contains 2582 members Mstep: Class 10 contains 997 members Mstep: Class 11 contains 1451 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 290 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17178 members Mstep: Class 16 contains 18421 members Mstep: Class 17 contains 3754 members Mstep: Class 18 contains 5057 members Mstep: Class 19 contains 1367 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2105 members Mstep: Class 22 contains 4721 members Mstep: Class 23 contains 1335 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12276 members Mstep: Class 26 contains 3567 members Mstep: Class 27 contains 1919 members Mstep: Class 28 contains 4719 members Entering Unmasked Estep ConsiderDeletion Score: -22265976.000000 Penalty: 56198.781250 Iteration 95Q: 29 clusters Score -2.226598e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36320 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12318 members Mstep: Class 5 contains 71009 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1665 members Mstep: Class 8 contains 16847 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 997 members Mstep: Class 11 contains 1451 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 293 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17166 members Mstep: Class 16 contains 18423 members Mstep: Class 17 contains 3769 members Mstep: Class 18 contains 5068 members Mstep: Class 19 contains 1372 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2112 members Mstep: Class 22 contains 4725 members Mstep: Class 23 contains 1342 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12285 members Mstep: Class 26 contains 3578 members Mstep: Class 27 contains 1922 members Mstep: Class 28 contains 4728 members Entering Unmasked Estep ConsiderDeletion Score: -22266010.000000 Penalty: 56198.781250 Iteration 96Q: 29 clusters Score -2.226601e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36310 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12315 members Mstep: Class 5 contains 70962 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1665 members Mstep: Class 8 contains 16858 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 998 members Mstep: Class 11 contains 1451 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 294 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17154 members Mstep: Class 16 contains 18424 members Mstep: Class 17 contains 3779 members Mstep: Class 18 contains 5075 members Mstep: Class 19 contains 1374 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2119 members Mstep: Class 22 contains 4726 members Mstep: Class 23 contains 1344 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12289 members Mstep: Class 26 contains 3594 members Mstep: Class 27 contains 1921 members Mstep: Class 28 contains 4738 members Entering Unmasked Estep ConsiderDeletion Score: -22266006.000000 Penalty: 56198.781250 Iteration 97Q: 29 clusters Score -2.226601e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36306 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70926 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16868 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 999 members Mstep: Class 11 contains 1452 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 293 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17140 members Mstep: Class 16 contains 18424 members Mstep: Class 17 contains 3783 members Mstep: Class 18 contains 5084 members Mstep: Class 19 contains 1375 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2126 members Mstep: Class 22 contains 4729 members Mstep: Class 23 contains 1344 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12292 members Mstep: Class 26 contains 3606 members Mstep: Class 27 contains 1920 members Mstep: Class 28 contains 4748 members Entering Unmasked Estep ConsiderDeletion Score: -22266062.000000 Penalty: 56198.781250 Iteration 98Q: 29 clusters Score -2.226606e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36302 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12310 members Mstep: Class 5 contains 70883 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16879 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 1001 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 293 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17133 members Mstep: Class 16 contains 18425 members Mstep: Class 17 contains 3787 members Mstep: Class 18 contains 5089 members Mstep: Class 19 contains 1377 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2133 members Mstep: Class 22 contains 4730 members Mstep: Class 23 contains 1347 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12298 members Mstep: Class 26 contains 3616 members Mstep: Class 27 contains 1917 members Mstep: Class 28 contains 4753 members Entering Unmasked Estep ConsiderDeletion Score: -22266036.000000 Penalty: 56198.781250 Iteration 99Q: 29 clusters Score -2.226604e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36298 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70845 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16886 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 1002 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 294 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17137 members Mstep: Class 16 contains 18429 members Mstep: Class 17 contains 3791 members Mstep: Class 18 contains 5095 members Mstep: Class 19 contains 1382 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2136 members Mstep: Class 22 contains 4729 members Mstep: Class 23 contains 1348 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12300 members Mstep: Class 26 contains 3620 members Mstep: Class 27 contains 1913 members Mstep: Class 28 contains 4756 members Entering Unmasked Estep ConsiderDeletion Score: -22266056.000000 Penalty: 56198.781250 Iteration 100F: 29 clusters Score -2.226606e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36294 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70816 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16888 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 1002 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 302 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17141 members Mstep: Class 16 contains 18429 members Mstep: Class 17 contains 3795 members Mstep: Class 18 contains 5104 members Mstep: Class 19 contains 1382 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2142 members Mstep: Class 22 contains 4729 members Mstep: Class 23 contains 1349 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12303 members Mstep: Class 26 contains 3614 members Mstep: Class 27 contains 1915 members Mstep: Class 28 contains 4757 members Entering Unmasked Estep ConsiderDeletion Score: -22266100.000000 Penalty: 56198.781250 Iteration 101Q: 29 clusters Score -2.22661e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36292 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70788 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16888 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 1002 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 310 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17138 members Mstep: Class 16 contains 18430 members Mstep: Class 17 contains 3797 members Mstep: Class 18 contains 5109 members Mstep: Class 19 contains 1382 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2146 members Mstep: Class 22 contains 4729 members Mstep: Class 23 contains 1351 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12309 members Mstep: Class 26 contains 3613 members Mstep: Class 27 contains 1921 members Mstep: Class 28 contains 4757 members Entering Unmasked Estep ConsiderDeletion Score: -22266090.000000 Penalty: 56198.781250 Iteration 102Q: 29 clusters Score -2.226609e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36291 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70755 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16895 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 1002 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 315 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17127 members Mstep: Class 16 contains 18430 members Mstep: Class 17 contains 3798 members Mstep: Class 18 contains 5110 members Mstep: Class 19 contains 1382 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2155 members Mstep: Class 22 contains 4729 members Mstep: Class 23 contains 1355 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12313 members Mstep: Class 26 contains 3619 members Mstep: Class 27 contains 1928 members Mstep: Class 28 contains 4757 members Entering Unmasked Estep ConsiderDeletion Score: -22266108.000000 Penalty: 56198.781250 Iteration 103Q: 29 clusters Score -2.226611e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36288 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70726 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16899 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 1002 members Mstep: Class 11 contains 1456 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 317 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17127 members Mstep: Class 16 contains 18429 members Mstep: Class 17 contains 3801 members Mstep: Class 18 contains 5112 members Mstep: Class 19 contains 1382 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2161 members Mstep: Class 22 contains 4729 members Mstep: Class 23 contains 1357 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12317 members Mstep: Class 26 contains 3622 members Mstep: Class 27 contains 1933 members Mstep: Class 28 contains 4757 members Entering Unmasked Estep ConsiderDeletion Score: -22266134.000000 Penalty: 56198.781250 Iteration 104Q: 29 clusters Score -2.226613e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36287 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70693 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16907 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1460 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 320 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17121 members Mstep: Class 16 contains 18428 members Mstep: Class 17 contains 3802 members Mstep: Class 18 contains 5117 members Mstep: Class 19 contains 1382 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2162 members Mstep: Class 22 contains 4730 members Mstep: Class 23 contains 1358 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12323 members Mstep: Class 26 contains 3631 members Mstep: Class 27 contains 1936 members Mstep: Class 28 contains 4757 members Entering Unmasked Estep ConsiderDeletion Score: -22266128.000000 Penalty: 56198.781250 Iteration 105Q: 29 clusters Score -2.226613e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36286 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70658 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16915 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1462 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 321 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17109 members Mstep: Class 16 contains 18428 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5122 members Mstep: Class 19 contains 1382 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 4732 members Mstep: Class 23 contains 1359 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12325 members Mstep: Class 26 contains 3650 members Mstep: Class 27 contains 1939 members Mstep: Class 28 contains 4757 members Entering Unmasked Estep ConsiderDeletion Score: -22266148.000000 Penalty: 56198.781250 Iteration 106Q: 29 clusters Score -2.226615e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36286 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70634 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16922 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 323 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17098 members Mstep: Class 16 contains 18427 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5128 members Mstep: Class 19 contains 1382 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2170 members Mstep: Class 22 contains 4732 members Mstep: Class 23 contains 1360 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12326 members Mstep: Class 26 contains 3662 members Mstep: Class 27 contains 1939 members Mstep: Class 28 contains 4757 members Entering Unmasked Estep ConsiderDeletion Score: -22266154.000000 Penalty: 56198.781250 Iteration 107Q: 29 clusters Score -2.226615e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36286 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70612 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 16930 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1467 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 324 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17085 members Mstep: Class 16 contains 18428 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5130 members Mstep: Class 19 contains 1383 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2172 members Mstep: Class 22 contains 4732 members Mstep: Class 23 contains 1360 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12326 members Mstep: Class 26 contains 3679 members Mstep: Class 27 contains 1940 members Mstep: Class 28 contains 4757 members Entering Unmasked Estep ConsiderDeletion Score: -22266138.000000 Penalty: 56198.781250 Iteration 108Q: 29 clusters Score -2.226614e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36286 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70601 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1665 members Mstep: Class 8 contains 16935 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1468 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 324 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17074 members Mstep: Class 16 contains 18428 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5131 members Mstep: Class 19 contains 1383 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2172 members Mstep: Class 22 contains 4732 members Mstep: Class 23 contains 1360 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12326 members Mstep: Class 26 contains 3692 members Mstep: Class 27 contains 1941 members Mstep: Class 28 contains 4757 members Entering Unmasked Estep ConsiderDeletion Score: -22266100.000000 Penalty: 56198.781250 Iteration 109Q: 29 clusters Score -2.22661e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36285 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70582 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1666 members Mstep: Class 8 contains 16941 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1468 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 324 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17057 members Mstep: Class 16 contains 18429 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5135 members Mstep: Class 19 contains 1383 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2173 members Mstep: Class 22 contains 4732 members Mstep: Class 23 contains 1362 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12328 members Mstep: Class 26 contains 3711 members Mstep: Class 27 contains 1942 members Mstep: Class 28 contains 4757 members Entering Unmasked Estep ConsiderDeletion Score: -22266094.000000 Penalty: 56198.781250 Iteration 110Q: 29 clusters Score -2.226609e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36285 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70557 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1666 members Mstep: Class 8 contains 16947 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1469 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 324 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17045 members Mstep: Class 16 contains 18430 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5138 members Mstep: Class 19 contains 1383 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2177 members Mstep: Class 22 contains 4732 members Mstep: Class 23 contains 1364 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12332 members Mstep: Class 26 contains 3725 members Mstep: Class 27 contains 1944 members Mstep: Class 28 contains 4757 members Entering Unmasked Estep ConsiderDeletion Score: -22266098.000000 Penalty: 56198.781250 Iteration 111Q: 29 clusters Score -2.22661e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36285 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12312 members Mstep: Class 5 contains 70529 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1666 members Mstep: Class 8 contains 16950 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1470 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 324 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17037 members Mstep: Class 16 contains 18432 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5143 members Mstep: Class 19 contains 1383 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2183 members Mstep: Class 22 contains 4732 members Mstep: Class 23 contains 1364 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12334 members Mstep: Class 26 contains 3740 members Mstep: Class 27 contains 1943 members Mstep: Class 28 contains 4759 members Entering Unmasked Estep ConsiderDeletion Score: -22266132.000000 Penalty: 56198.781250 Iteration 112Q: 29 clusters Score -2.226613e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36285 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12312 members Mstep: Class 5 contains 70499 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1666 members Mstep: Class 8 contains 16948 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1472 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 324 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17035 members Mstep: Class 16 contains 18433 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5147 members Mstep: Class 19 contains 1383 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2191 members Mstep: Class 22 contains 4732 members Mstep: Class 23 contains 1364 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12339 members Mstep: Class 26 contains 3752 members Mstep: Class 27 contains 1944 members Mstep: Class 28 contains 4760 members Entering Unmasked Estep ConsiderDeletion Score: -22266150.000000 Penalty: 56198.781250 Iteration 113Q: 29 clusters Score -2.226615e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36285 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12311 members Mstep: Class 5 contains 70480 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1666 members Mstep: Class 8 contains 16952 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1471 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 326 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17028 members Mstep: Class 16 contains 18433 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5148 members Mstep: Class 19 contains 1383 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2192 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1364 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12345 members Mstep: Class 26 contains 3763 members Mstep: Class 27 contains 1945 members Mstep: Class 28 contains 4761 members Entering Unmasked Estep ConsiderDeletion Score: -22266134.000000 Penalty: 56198.781250 Iteration 114Q: 29 clusters Score -2.226613e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36285 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12310 members Mstep: Class 5 contains 70461 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 16958 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1469 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 326 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17023 members Mstep: Class 16 contains 18433 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5149 members Mstep: Class 19 contains 1383 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2194 members Mstep: Class 22 contains 4734 members Mstep: Class 23 contains 1366 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12350 members Mstep: Class 26 contains 3768 members Mstep: Class 27 contains 1947 members Mstep: Class 28 contains 4763 members Entering Unmasked Estep ConsiderDeletion Score: -22266142.000000 Penalty: 56198.781250 Iteration 115Q: 29 clusters Score -2.226614e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36285 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12310 members Mstep: Class 5 contains 70444 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 16959 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1469 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 326 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17013 members Mstep: Class 16 contains 18433 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5150 members Mstep: Class 19 contains 1384 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2197 members Mstep: Class 22 contains 4734 members Mstep: Class 23 contains 1366 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12356 members Mstep: Class 26 contains 3781 members Mstep: Class 27 contains 1948 members Mstep: Class 28 contains 4764 members Entering Unmasked Estep ConsiderDeletion Score: -22266102.000000 Penalty: 56198.781250 Iteration 116Q: 29 clusters Score -2.22661e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36285 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12310 members Mstep: Class 5 contains 70429 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 16959 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 1470 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 327 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17011 members Mstep: Class 16 contains 18434 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5152 members Mstep: Class 19 contains 1385 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2198 members Mstep: Class 22 contains 4734 members Mstep: Class 23 contains 1366 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12358 members Mstep: Class 26 contains 3786 members Mstep: Class 27 contains 1949 members Mstep: Class 28 contains 4765 members Entering Unmasked Estep ConsiderDeletion Score: -22266124.000000 Penalty: 56198.781250 Iteration 117Q: 29 clusters Score -2.226612e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 36285 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12310 members Mstep: Class 5 contains 70411 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 16959 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 1470 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 328 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17005 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5156 members Mstep: Class 19 contains 1386 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2201 members Mstep: Class 22 contains 4734 members Mstep: Class 23 contains 1368 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12362 members Mstep: Class 26 contains 3791 members Mstep: Class 27 contains 1951 members Mstep: Class 28 contains 4766 members Entering Unmasked Estep ConsiderDeletion Score: -22266138.000000 Penalty: 56198.781250 Iteration 118Q: 29 clusters Score -2.226614e+07 nChanged 25 Entering ConstructFrom: Score: -22266138.000000 Penalty: 56198.781250 Entering ConstructFrom: Trying to split cluster 1 (36285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36285 members Entering Unmasked Estep Score: -3576116.000000 Penalty: 1706.113525 Iteration 0F: 2 clusters Score -3576116 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18035 members Mstep: Class 2 contains 18250 members Entering Unmasked Estep Score: -3551737.000000 Penalty: 3412.227051 Iteration 0F: 3 clusters Score -3551737 nChanged 16791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16946 members Mstep: Class 2 contains 19339 members Entering Unmasked Estep Score: -3561442.500000 Penalty: 3412.227051 Iteration 1F: 3 clusters Score -3561442 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 20051 members Entering Unmasked Estep Score: -3562461.000000 Penalty: 3412.227051 Iteration 2F: 3 clusters Score -3562461 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15316 members Mstep: Class 2 contains 20969 members Entering Unmasked Estep Score: -3563939.000000 Penalty: 3412.227051 Iteration 3F: 3 clusters Score -3563939 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14254 members Mstep: Class 2 contains 22031 members Entering Unmasked Estep Score: -3565650.500000 Penalty: 3412.227051 Iteration 4F: 3 clusters Score -3565650 nChanged 2439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13191 members Mstep: Class 2 contains 23094 members Entering Unmasked Estep Score: -3567404.750000 Penalty: 3412.227051 Iteration 5F: 3 clusters Score -3567405 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 24131 members Entering Unmasked Estep Score: -3569043.250000 Penalty: 3412.227051 Iteration 6F: 3 clusters Score -3569043 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 25094 members Entering Unmasked Estep Score: -3570567.000000 Penalty: 3412.227051 Iteration 7F: 3 clusters Score -3570567 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10260 members Mstep: Class 2 contains 26025 members Entering Unmasked Estep Score: -3572092.750000 Penalty: 3412.227051 Iteration 8F: 3 clusters Score -3572093 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 26881 members Entering Unmasked Estep Score: -3573704.250000 Penalty: 3412.227051 Iteration 9Q: 3 clusters Score -3573704 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8738 members Mstep: Class 2 contains 27547 members Entering Unmasked Estep Score: -3574865.750000 Penalty: 3412.227051 Iteration 10Q: 3 clusters Score -3574866 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8275 members Mstep: Class 2 contains 28010 members Entering Unmasked Estep Score: -3575386.000000 Penalty: 3412.227051 Iteration 11Q: 3 clusters Score -3575386 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 28433 members Entering Unmasked Estep Score: -3575653.250000 Penalty: 3412.227051 Iteration 12Q: 3 clusters Score -3575653 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 28793 members Entering Unmasked Estep Score: -3575807.000000 Penalty: 3412.227051 Iteration 13Q: 3 clusters Score -3575807 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 29121 members Entering Unmasked Estep Score: -3575931.750000 Penalty: 3412.227051 Iteration 14Q: 3 clusters Score -3575932 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 29421 members Entering Unmasked Estep Score: -3575996.000000 Penalty: 3412.227051 Iteration 15Q: 3 clusters Score -3575996 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 29696 members Entering Unmasked Estep Score: -3576072.250000 Penalty: 3412.227051 Iteration 16Q: 3 clusters Score -3576072 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 29941 members Entering Unmasked Estep Score: -3576135.500000 Penalty: 3412.227051 Iteration 17Q: 3 clusters Score -3576136 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 30182 members Entering Unmasked Estep Score: -3576190.750000 Penalty: 3412.227051 Iteration 18Q: 3 clusters Score -3576191 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 30409 members Entering Unmasked Estep Score: -3576243.250000 Penalty: 3412.227051 Iteration 19Q: 3 clusters Score -3576243 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 30594 members Entering Unmasked Estep Score: -3576276.250000 Penalty: 3412.227051 Iteration 20F: 3 clusters Score -3576276 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 30760 members Entering Unmasked Estep Score: -3576310.500000 Penalty: 3412.227051 Iteration 21Q: 3 clusters Score -3576310 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 30921 members Entering Unmasked Estep Score: -3576336.500000 Penalty: 3412.227051 Iteration 22Q: 3 clusters Score -3576336 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 31065 members Entering Unmasked Estep Score: -3576357.250000 Penalty: 3412.227051 Iteration 23Q: 3 clusters Score -3576357 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 31186 members Entering Unmasked Estep Score: -3576374.750000 Penalty: 3412.227051 Iteration 24Q: 3 clusters Score -3576375 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 31301 members Entering Unmasked Estep Score: -3576386.000000 Penalty: 3412.227051 Iteration 25Q: 3 clusters Score -3576386 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 31387 members Entering Unmasked Estep Score: -3576401.000000 Penalty: 3412.227051 Iteration 26Q: 3 clusters Score -3576401 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 31470 members Entering Unmasked Estep Score: -3576409.250000 Penalty: 3412.227051 Iteration 27Q: 3 clusters Score -3576409 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 31555 members Entering Unmasked Estep Score: -3576420.000000 Penalty: 3412.227051 Iteration 28Q: 3 clusters Score -3576420 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 31623 members Entering Unmasked Estep Score: -3576434.750000 Penalty: 3412.227051 Iteration 29Q: 3 clusters Score -3576435 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 31686 members Entering Unmasked Estep Score: -3576435.250000 Penalty: 3412.227051 Iteration 30Q: 3 clusters Score -3576435 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 31743 members Entering Unmasked Estep Score: -3576440.000000 Penalty: 3412.227051 Iteration 31Q: 3 clusters Score -3576440 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 31787 members Entering Unmasked Estep Score: -3576448.000000 Penalty: 3412.227051 Iteration 32Q: 3 clusters Score -3576448 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 31832 members Entering Unmasked Estep Score: -3576452.250000 Penalty: 3412.227051 Iteration 33Q: 3 clusters Score -3576452 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 31875 members Entering Unmasked Estep Score: -3576457.250000 Penalty: 3412.227051 Iteration 34Q: 3 clusters Score -3576457 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 31922 members Entering Unmasked Estep Score: -3576465.250000 Penalty: 3412.227051 Iteration 35Q: 3 clusters Score -3576465 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 31985 members Entering Unmasked Estep Score: -3576481.000000 Penalty: 3412.227051 Iteration 36Q: 3 clusters Score -3576481 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 32045 members Entering Unmasked Estep Score: -3576485.250000 Penalty: 3412.227051 Iteration 37Q: 3 clusters Score -3576485 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 32101 members Entering Unmasked Estep Score: -3576498.000000 Penalty: 3412.227051 Iteration 38Q: 3 clusters Score -3576498 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 32155 members Entering Unmasked Estep Score: -3576507.000000 Penalty: 3412.227051 Iteration 39Q: 3 clusters Score -3576507 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 32204 members Entering Unmasked Estep Score: -3576514.250000 Penalty: 3412.227051 Iteration 40F: 3 clusters Score -3576514 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 32241 members Entering Unmasked Estep Score: -3576513.500000 Penalty: 3412.227051 Iteration 41Q: 3 clusters Score -3576514 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 32277 members Entering Unmasked Estep Score: -3576515.250000 Penalty: 3412.227051 Iteration 42Q: 3 clusters Score -3576515 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 32309 members Entering Unmasked Estep Score: -3576518.000000 Penalty: 3412.227051 Iteration 43Q: 3 clusters Score -3576518 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 32336 members Entering Unmasked Estep Score: -3576511.250000 Penalty: 3412.227051 Iteration 44Q: 3 clusters Score -3576511 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 32358 members Entering Unmasked Estep Score: -3576512.500000 Penalty: 3412.227051 Iteration 45Q: 3 clusters Score -3576512 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 32376 members Entering Unmasked Estep Score: -3576520.500000 Penalty: 3412.227051 Iteration 46Q: 3 clusters Score -3576520 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 32392 members Entering Unmasked Estep Score: -3576521.250000 Penalty: 3412.227051 Iteration 47Q: 3 clusters Score -3576521 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 32404 members Entering Unmasked Estep Score: -3576528.500000 Penalty: 3412.227051 Iteration 48Q: 3 clusters Score -3576528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 32413 members Entering Unmasked Estep Score: -3576530.750000 Penalty: 3412.227051 Iteration 49Q: 3 clusters Score -3576531 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 32424 members Entering Unmasked Estep Score: -3576529.750000 Penalty: 3412.227051 Iteration 50Q: 3 clusters Score -3576530 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 32433 members Entering Unmasked Estep Score: -3576530.250000 Penalty: 3412.227051 Iteration 51Q: 3 clusters Score -3576530 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 32441 members Entering Unmasked Estep Score: -3576530.500000 Penalty: 3412.227051 Iteration 52Q: 3 clusters Score -3576530 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 32451 members Entering Unmasked Estep Score: -3576528.000000 Penalty: 3412.227051 Iteration 53Q: 3 clusters Score -3576528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 32460 members Entering Unmasked Estep Score: -3576525.500000 Penalty: 3412.227051 Iteration 54Q: 3 clusters Score -3576526 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 32465 members Entering Unmasked Estep Score: -3576527.750000 Penalty: 3412.227051 Iteration 55Q: 3 clusters Score -3576528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 32474 members Entering Unmasked Estep Score: -3576531.250000 Penalty: 3412.227051 Iteration 56Q: 3 clusters Score -3576531 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 32481 members Entering Unmasked Estep Score: -3576530.750000 Penalty: 3412.227051 Iteration 57Q: 3 clusters Score -3576531 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 32485 members Entering Unmasked Estep Score: -3576536.500000 Penalty: 3412.227051 Iteration 58Q: 3 clusters Score -3576536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 32486 members Entering Unmasked Estep Score: -3576537.250000 Penalty: 3412.227051 Iteration 59Q: 3 clusters Score -3576537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 32489 members Entering Unmasked Estep Score: -3576536.500000 Penalty: 3412.227051 Iteration 60F: 3 clusters Score -3576536 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 32497 members Entering Unmasked Estep Score: -3576534.500000 Penalty: 3412.227051 Iteration 61Q: 3 clusters Score -3576534 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 32501 members Entering Unmasked Estep Score: -3576534.000000 Penalty: 3412.227051 Iteration 62Q: 3 clusters Score -3576534 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 32504 members Entering Unmasked Estep Score: -3576529.500000 Penalty: 3412.227051 Iteration 63Q: 3 clusters Score -3576530 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 32506 members Entering Unmasked Estep Score: -3576530.750000 Penalty: 3412.227051 Iteration 64Q: 3 clusters Score -3576531 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 32508 members Entering Unmasked Estep Score: -3576529.750000 Penalty: 3412.227051 Iteration 65Q: 3 clusters Score -3576530 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 32513 members Entering Unmasked Estep Score: -3576529.250000 Penalty: 3412.227051 Iteration 66Q: 3 clusters Score -3576529 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 32522 members Entering Unmasked Estep Score: -3576534.250000 Penalty: 3412.227051 Iteration 67Q: 3 clusters Score -3576534 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 32532 members Entering Unmasked Estep Score: -3576531.500000 Penalty: 3412.227051 Iteration 68Q: 3 clusters Score -3576532 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 32540 members Entering Unmasked Estep Score: -3576537.500000 Penalty: 3412.227051 Iteration 69Q: 3 clusters Score -3576538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 32543 members Entering Unmasked Estep Score: -3576544.250000 Penalty: 3412.227051 Iteration 70Q: 3 clusters Score -3576544 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 32545 members Entering Unmasked Estep Score: -3576542.500000 Penalty: 3412.227051 Iteration 71Q: 3 clusters Score -3576542 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 32548 members Entering Unmasked Estep Score: -3576548.000000 Penalty: 3412.227051 Iteration 72Q: 3 clusters Score -3576548 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 32550 members Entering Unmasked Estep Score: -3576545.500000 Penalty: 3412.227051 Iteration 73Q: 3 clusters Score -3576546 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 32551 members Entering Unmasked Estep Score: -3576545.000000 Penalty: 3412.227051 Iteration 74Q: 3 clusters Score -3576545 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 32552 members Entering Unmasked Estep Score: -3576545.250000 Penalty: 3412.227051 Iteration 75Q: 3 clusters Score -3576545 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 32555 members Entering Unmasked Estep Score: -3576542.500000 Penalty: 3412.227051 Iteration 76Q: 3 clusters Score -3576542 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 32557 members Entering Unmasked Estep Score: -3576543.000000 Penalty: 3412.227051 Iteration 77Q: 3 clusters Score -3576543 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 32558 members Entering Unmasked Estep Score: -3576540.750000 Penalty: 3412.227051 Iteration 78Q: 3 clusters Score -3576541 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 32559 members Entering Unmasked Estep Score: -3576541.750000 Penalty: 3412.227051 Iteration 79Q: 3 clusters Score -3576542 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 32559 members Entering Unmasked Estep Score: -3576541.750000 Penalty: 3412.227051 Iteration 80F: 3 clusters Score -3576542 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12309 members Mstep: Class 5 contains 70394 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 16959 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 1470 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 328 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17005 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5158 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2205 members Mstep: Class 22 contains 4735 members Mstep: Class 23 contains 1368 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12365 members Mstep: Class 26 contains 3797 members Mstep: Class 27 contains 1952 members Mstep: Class 28 contains 4766 members Mstep: Class 29 contains 32559 members Entering Unmasked Estep Score: -22266246.000000 Penalty: 58205.878906 Splitting cluster 1 changes total score from -22266138.000000 to -22266246.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 2 (4363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Entering Unmasked Estep Score: -439145.937500 Penalty: 1361.898804 Iteration 0F: 2 clusters Score -439145.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -435536.468750 Penalty: 2723.797607 Iteration 0F: 3 clusters Score -435536.5 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -436466.718750 Penalty: 2723.797607 Iteration 1F: 3 clusters Score -436466.7 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -436664.625000 Penalty: 2723.797607 Iteration 2F: 3 clusters Score -436664.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -436789.281250 Penalty: 2723.797607 Iteration 3F: 3 clusters Score -436789.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -436891.375000 Penalty: 2723.797607 Iteration 4Q: 3 clusters Score -436891.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -436988.125000 Penalty: 2723.797607 Iteration 5Q: 3 clusters Score -436988.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -437098.468750 Penalty: 2723.797607 Iteration 6Q: 3 clusters Score -437098.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -437236.656250 Penalty: 2723.797607 Iteration 7Q: 3 clusters Score -437236.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -437389.281250 Penalty: 2723.797607 Iteration 8Q: 3 clusters Score -437389.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -437596.250000 Penalty: 2723.797607 Iteration 9Q: 3 clusters Score -437596.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -437883.062500 Penalty: 2723.797607 Iteration 10Q: 3 clusters Score -437883.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -438254.468750 Penalty: 2723.797607 Iteration 11Q: 3 clusters Score -438254.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -438628.687500 Penalty: 2723.797607 Iteration 12F: 3 clusters Score -438628.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -438882.968750 Penalty: 2723.797607 Iteration 13Q: 3 clusters Score -438883 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -439123.156250 Penalty: 2723.797607 Iteration 14Q: 3 clusters Score -439123.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -439391.593750 Penalty: 2723.797607 Iteration 15Q: 3 clusters Score -439391.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -439679.937500 Penalty: 2723.797607 Iteration 16Q: 3 clusters Score -439679.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -439906.625000 Penalty: 2723.797607 Iteration 17Q: 3 clusters Score -439906.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -440060.718750 Penalty: 2723.797607 Iteration 18Q: 3 clusters Score -440060.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -440181.437500 Penalty: 2723.797607 Iteration 19Q: 3 clusters Score -440181.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -440258.593750 Penalty: 2723.797607 Iteration 20F: 3 clusters Score -440258.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -440295.906250 Penalty: 2723.797607 Iteration 21Q: 3 clusters Score -440295.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -440303.156250 Penalty: 2723.797607 Iteration 22Q: 3 clusters Score -440303.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -440303.531250 Penalty: 2723.797607 Iteration 23Q: 3 clusters Score -440303.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -440303.125000 Penalty: 2723.797607 Iteration 24Q: 3 clusters Score -440303.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -440303.125000 Penalty: 2723.797607 Iteration 25F: 3 clusters Score -440303.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 2016 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12309 members Mstep: Class 5 contains 70394 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 16959 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 1470 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 328 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17005 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5158 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2205 members Mstep: Class 22 contains 4735 members Mstep: Class 23 contains 1368 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12365 members Mstep: Class 26 contains 3797 members Mstep: Class 27 contains 1952 members Mstep: Class 28 contains 4766 members Mstep: Class 29 contains 32559 members Mstep: Class 30 contains 2347 members Entering Unmasked Estep Score: -22266774.000000 Penalty: 60212.980469 Splitting cluster 2 changes total score from -22266138.000000 to -22266774.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 3 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -16530.476562 Penalty: 863.395996 Iteration 0F: 2 clusters Score -16530.48 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 106 members Entering Unmasked Estep Score: -15781.146484 Penalty: 1726.791992 Iteration 0F: 3 clusters Score -15781.15 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -15850.195312 Penalty: 1726.791992 Iteration 1F: 3 clusters Score -15850.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -15862.012695 Penalty: 1726.791992 Iteration 2Q: 3 clusters Score -15862.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -15868.673828 Penalty: 1726.791992 Iteration 3Q: 3 clusters Score -15868.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -15871.960938 Penalty: 1726.791992 Iteration 4Q: 3 clusters Score -15871.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -15875.059570 Penalty: 1726.791992 Iteration 5Q: 3 clusters Score -15875.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -15875.059570 Penalty: 1726.791992 Iteration 6F: 3 clusters Score -15875.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (12309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12309 members Entering Unmasked Estep Score: -1234000.375000 Penalty: 1530.438965 Iteration 0F: 2 clusters Score -1234000 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -1225369.750000 Penalty: 3060.877930 Iteration 0F: 3 clusters Score -1225370 nChanged 5339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6279 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -1228236.625000 Penalty: 3060.877930 Iteration 1F: 3 clusters Score -1228237 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -1228541.750000 Penalty: 3060.877930 Iteration 2F: 3 clusters Score -1228542 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -1228845.750000 Penalty: 3060.877930 Iteration 3F: 3 clusters Score -1228846 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -1229237.500000 Penalty: 3060.877930 Iteration 4F: 3 clusters Score -1229238 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -1229689.875000 Penalty: 3060.877930 Iteration 5F: 3 clusters Score -1229690 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -1230176.750000 Penalty: 3060.877930 Iteration 6F: 3 clusters Score -1230177 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -1230608.625000 Penalty: 3060.877930 Iteration 7F: 3 clusters Score -1230609 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1230915.375000 Penalty: 3060.877930 Iteration 8Q: 3 clusters Score -1230915 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -1231120.500000 Penalty: 3060.877930 Iteration 9Q: 3 clusters Score -1231120 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -1231282.875000 Penalty: 3060.877930 Iteration 10Q: 3 clusters Score -1231283 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -1231377.375000 Penalty: 3060.877930 Iteration 11Q: 3 clusters Score -1231377 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -1231431.625000 Penalty: 3060.877930 Iteration 12Q: 3 clusters Score -1231432 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -1231459.125000 Penalty: 3060.877930 Iteration 13Q: 3 clusters Score -1231459 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1231484.875000 Penalty: 3060.877930 Iteration 14Q: 3 clusters Score -1231485 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -1231502.750000 Penalty: 3060.877930 Iteration 15Q: 3 clusters Score -1231503 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -1231522.750000 Penalty: 3060.877930 Iteration 16Q: 3 clusters Score -1231523 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -1231537.250000 Penalty: 3060.877930 Iteration 17Q: 3 clusters Score -1231537 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -1231547.750000 Penalty: 3060.877930 Iteration 18Q: 3 clusters Score -1231548 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -1231562.125000 Penalty: 3060.877930 Iteration 19Q: 3 clusters Score -1231562 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -1231564.500000 Penalty: 3060.877930 Iteration 20F: 3 clusters Score -1231564 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -1231576.250000 Penalty: 3060.877930 Iteration 21Q: 3 clusters Score -1231576 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -1231588.500000 Penalty: 3060.877930 Iteration 22Q: 3 clusters Score -1231588 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -1231598.000000 Penalty: 3060.877930 Iteration 23Q: 3 clusters Score -1231598 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -1231608.500000 Penalty: 3060.877930 Iteration 24Q: 3 clusters Score -1231608 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -1231622.125000 Penalty: 3060.877930 Iteration 25Q: 3 clusters Score -1231622 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1231634.500000 Penalty: 3060.877930 Iteration 26Q: 3 clusters Score -1231634 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -1231647.250000 Penalty: 3060.877930 Iteration 27Q: 3 clusters Score -1231647 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -1231656.875000 Penalty: 3060.877930 Iteration 28Q: 3 clusters Score -1231657 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1231674.125000 Penalty: 3060.877930 Iteration 29Q: 3 clusters Score -1231674 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -1231683.500000 Penalty: 3060.877930 Iteration 30Q: 3 clusters Score -1231684 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -1231698.875000 Penalty: 3060.877930 Iteration 31Q: 3 clusters Score -1231699 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1231710.625000 Penalty: 3060.877930 Iteration 32Q: 3 clusters Score -1231711 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -1231720.125000 Penalty: 3060.877930 Iteration 33Q: 3 clusters Score -1231720 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1231728.750000 Penalty: 3060.877930 Iteration 34Q: 3 clusters Score -1231729 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -1231737.500000 Penalty: 3060.877930 Iteration 35Q: 3 clusters Score -1231738 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1231747.500000 Penalty: 3060.877930 Iteration 36Q: 3 clusters Score -1231748 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7424 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -1231757.000000 Penalty: 3060.877930 Iteration 37Q: 3 clusters Score -1231757 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -1231763.000000 Penalty: 3060.877930 Iteration 38Q: 3 clusters Score -1231763 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -1231772.750000 Penalty: 3060.877930 Iteration 39Q: 3 clusters Score -1231773 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -1231788.875000 Penalty: 3060.877930 Iteration 40F: 3 clusters Score -1231789 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -1231802.750000 Penalty: 3060.877930 Iteration 41Q: 3 clusters Score -1231803 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1231822.875000 Penalty: 3060.877930 Iteration 42Q: 3 clusters Score -1231823 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -1231850.625000 Penalty: 3060.877930 Iteration 43Q: 3 clusters Score -1231851 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1231881.625000 Penalty: 3060.877930 Iteration 44Q: 3 clusters Score -1231882 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -1231910.625000 Penalty: 3060.877930 Iteration 45Q: 3 clusters Score -1231911 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -1231947.500000 Penalty: 3060.877930 Iteration 46Q: 3 clusters Score -1231948 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8383 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1231999.125000 Penalty: 3060.877930 Iteration 47Q: 3 clusters Score -1231999 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -1232056.750000 Penalty: 3060.877930 Iteration 48Q: 3 clusters Score -1232057 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8709 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1232107.500000 Penalty: 3060.877930 Iteration 49Q: 3 clusters Score -1232108 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8879 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -1232163.125000 Penalty: 3060.877930 Iteration 50Q: 3 clusters Score -1232163 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -1232208.750000 Penalty: 3060.877930 Iteration 51Q: 3 clusters Score -1232209 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -1232261.125000 Penalty: 3060.877930 Iteration 52Q: 3 clusters Score -1232261 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -1232302.750000 Penalty: 3060.877930 Iteration 53Q: 3 clusters Score -1232303 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9460 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -1232344.875000 Penalty: 3060.877930 Iteration 54Q: 3 clusters Score -1232345 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1232380.625000 Penalty: 3060.877930 Iteration 55Q: 3 clusters Score -1232381 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9702 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -1232417.000000 Penalty: 3060.877930 Iteration 56Q: 3 clusters Score -1232417 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -1232455.000000 Penalty: 3060.877930 Iteration 57Q: 3 clusters Score -1232455 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -1232490.250000 Penalty: 3060.877930 Iteration 58Q: 3 clusters Score -1232490 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -1232525.750000 Penalty: 3060.877930 Iteration 59Q: 3 clusters Score -1232526 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -1232562.875000 Penalty: 3060.877930 Iteration 60F: 3 clusters Score -1232563 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1232600.500000 Penalty: 3060.877930 Iteration 61Q: 3 clusters Score -1232600 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10312 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1232634.250000 Penalty: 3060.877930 Iteration 62Q: 3 clusters Score -1232634 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10393 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1232654.500000 Penalty: 3060.877930 Iteration 63Q: 3 clusters Score -1232654 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1232669.875000 Penalty: 3060.877930 Iteration 64Q: 3 clusters Score -1232670 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10509 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -1232691.125000 Penalty: 3060.877930 Iteration 65Q: 3 clusters Score -1232691 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10572 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1232706.500000 Penalty: 3060.877930 Iteration 66Q: 3 clusters Score -1232706 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10622 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -1232722.875000 Penalty: 3060.877930 Iteration 67Q: 3 clusters Score -1232723 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10674 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -1232744.250000 Penalty: 3060.877930 Iteration 68Q: 3 clusters Score -1232744 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -1232755.000000 Penalty: 3060.877930 Iteration 69Q: 3 clusters Score -1232755 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10767 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1232771.625000 Penalty: 3060.877930 Iteration 70Q: 3 clusters Score -1232772 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10822 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1232794.250000 Penalty: 3060.877930 Iteration 71Q: 3 clusters Score -1232794 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10864 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1232807.500000 Penalty: 3060.877930 Iteration 72Q: 3 clusters Score -1232808 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10905 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1232819.750000 Penalty: 3060.877930 Iteration 73Q: 3 clusters Score -1232820 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10940 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1232830.125000 Penalty: 3060.877930 Iteration 74Q: 3 clusters Score -1232830 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10970 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -1232846.500000 Penalty: 3060.877930 Iteration 75Q: 3 clusters Score -1232846 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11001 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1232855.500000 Penalty: 3060.877930 Iteration 76Q: 3 clusters Score -1232856 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11023 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -1232863.375000 Penalty: 3060.877930 Iteration 77Q: 3 clusters Score -1232863 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11045 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1232873.625000 Penalty: 3060.877930 Iteration 78Q: 3 clusters Score -1232874 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11057 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -1232881.000000 Penalty: 3060.877930 Iteration 79Q: 3 clusters Score -1232881 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11070 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -1232882.625000 Penalty: 3060.877930 Iteration 80F: 3 clusters Score -1232883 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1232884.375000 Penalty: 3060.877930 Iteration 81Q: 3 clusters Score -1232884 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11080 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -1232886.000000 Penalty: 3060.877930 Iteration 82Q: 3 clusters Score -1232886 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11086 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -1232886.625000 Penalty: 3060.877930 Iteration 83Q: 3 clusters Score -1232887 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11094 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1232890.875000 Penalty: 3060.877930 Iteration 84Q: 3 clusters Score -1232891 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11100 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1232892.250000 Penalty: 3060.877930 Iteration 85Q: 3 clusters Score -1232892 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11109 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -1232892.500000 Penalty: 3060.877930 Iteration 86Q: 3 clusters Score -1232892 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1232896.000000 Penalty: 3060.877930 Iteration 87Q: 3 clusters Score -1232896 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11125 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1232900.000000 Penalty: 3060.877930 Iteration 88Q: 3 clusters Score -1232900 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1232905.500000 Penalty: 3060.877930 Iteration 89Q: 3 clusters Score -1232906 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1232907.000000 Penalty: 3060.877930 Iteration 90Q: 3 clusters Score -1232907 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1232911.625000 Penalty: 3060.877930 Iteration 91Q: 3 clusters Score -1232912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -1232911.625000 Penalty: 3060.877930 Iteration 92Q: 3 clusters Score -1232912 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -1232911.375000 Penalty: 3060.877930 Iteration 93Q: 3 clusters Score -1232911 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11169 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1232914.625000 Penalty: 3060.877930 Iteration 94Q: 3 clusters Score -1232915 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1232914.750000 Penalty: 3060.877930 Iteration 95Q: 3 clusters Score -1232915 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1232916.625000 Penalty: 3060.877930 Iteration 96Q: 3 clusters Score -1232917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1232917.000000 Penalty: 3060.877930 Iteration 97Q: 3 clusters Score -1232917 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1232917.000000 Penalty: 3060.877930 Iteration 98F: 3 clusters Score -1232917 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (70394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70394 members Entering Unmasked Estep Score: -6929143.500000 Penalty: 1813.802734 Iteration 0F: 2 clusters Score -6929144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35208 members Mstep: Class 2 contains 35186 members Entering Unmasked Estep Score: -6882269.000000 Penalty: 3627.605469 Iteration 0F: 3 clusters Score -6882269 nChanged 33316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35372 members Mstep: Class 2 contains 35022 members Entering Unmasked Estep Score: -6901711.000000 Penalty: 3627.605469 Iteration 1F: 3 clusters Score -6901711 nChanged 2976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35354 members Mstep: Class 2 contains 35040 members Entering Unmasked Estep Score: -6902699.000000 Penalty: 3627.605469 Iteration 2Q: 3 clusters Score -6902699 nChanged 3172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35256 members Mstep: Class 2 contains 35138 members Entering Unmasked Estep Score: -6903927.000000 Penalty: 3627.605469 Iteration 3Q: 3 clusters Score -6903927 nChanged 3383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35051 members Mstep: Class 2 contains 35343 members Entering Unmasked Estep Score: -6905340.000000 Penalty: 3627.605469 Iteration 4Q: 3 clusters Score -6905340 nChanged 3566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34597 members Mstep: Class 2 contains 35797 members Entering Unmasked Estep Score: -6907128.500000 Penalty: 3627.605469 Iteration 5F: 3 clusters Score -6907128 nChanged 3945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34022 members Mstep: Class 2 contains 36372 members Entering Unmasked Estep Score: -6909572.500000 Penalty: 3627.605469 Iteration 6F: 3 clusters Score -6909572 nChanged 4164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33512 members Mstep: Class 2 contains 36882 members Entering Unmasked Estep Score: -6912483.000000 Penalty: 3627.605469 Iteration 7F: 3 clusters Score -6912483 nChanged 3994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32954 members Mstep: Class 2 contains 37440 members Entering Unmasked Estep Score: -6914984.000000 Penalty: 3627.605469 Iteration 8F: 3 clusters Score -6914984 nChanged 3088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32498 members Mstep: Class 2 contains 37896 members Entering Unmasked Estep Score: -6916312.500000 Penalty: 3627.605469 Iteration 9Q: 3 clusters Score -6916312 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32020 members Mstep: Class 2 contains 38374 members Entering Unmasked Estep Score: -6916836.000000 Penalty: 3627.605469 Iteration 10Q: 3 clusters Score -6916836 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31573 members Mstep: Class 2 contains 38821 members Entering Unmasked Estep Score: -6917064.000000 Penalty: 3627.605469 Iteration 11Q: 3 clusters Score -6917064 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31135 members Mstep: Class 2 contains 39259 members Entering Unmasked Estep Score: -6917238.000000 Penalty: 3627.605469 Iteration 12Q: 3 clusters Score -6917238 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30669 members Mstep: Class 2 contains 39725 members Entering Unmasked Estep Score: -6917379.500000 Penalty: 3627.605469 Iteration 13Q: 3 clusters Score -6917380 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30157 members Mstep: Class 2 contains 40237 members Entering Unmasked Estep Score: -6917571.000000 Penalty: 3627.605469 Iteration 14Q: 3 clusters Score -6917571 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29537 members Mstep: Class 2 contains 40857 members Entering Unmasked Estep Score: -6917743.000000 Penalty: 3627.605469 Iteration 15Q: 3 clusters Score -6917743 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28829 members Mstep: Class 2 contains 41565 members Entering Unmasked Estep Score: -6917953.000000 Penalty: 3627.605469 Iteration 16Q: 3 clusters Score -6917953 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28089 members Mstep: Class 2 contains 42305 members Entering Unmasked Estep Score: -6918117.500000 Penalty: 3627.605469 Iteration 17Q: 3 clusters Score -6918118 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27329 members Mstep: Class 2 contains 43065 members Entering Unmasked Estep Score: -6918338.500000 Penalty: 3627.605469 Iteration 18Q: 3 clusters Score -6918338 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26514 members Mstep: Class 2 contains 43880 members Entering Unmasked Estep Score: -6918595.000000 Penalty: 3627.605469 Iteration 19Q: 3 clusters Score -6918595 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25661 members Mstep: Class 2 contains 44733 members Entering Unmasked Estep Score: -6918829.500000 Penalty: 3627.605469 Iteration 20F: 3 clusters Score -6918830 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24801 members Mstep: Class 2 contains 45593 members Entering Unmasked Estep Score: -6919108.500000 Penalty: 3627.605469 Iteration 21Q: 3 clusters Score -6919108 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23921 members Mstep: Class 2 contains 46473 members Entering Unmasked Estep Score: -6919368.500000 Penalty: 3627.605469 Iteration 22Q: 3 clusters Score -6919368 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23002 members Mstep: Class 2 contains 47392 members Entering Unmasked Estep Score: -6919637.000000 Penalty: 3627.605469 Iteration 23Q: 3 clusters Score -6919637 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22031 members Mstep: Class 2 contains 48363 members Entering Unmasked Estep Score: -6919996.000000 Penalty: 3627.605469 Iteration 24Q: 3 clusters Score -6919996 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21013 members Mstep: Class 2 contains 49381 members Entering Unmasked Estep Score: -6920353.500000 Penalty: 3627.605469 Iteration 25Q: 3 clusters Score -6920354 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19905 members Mstep: Class 2 contains 50489 members Entering Unmasked Estep Score: -6920724.500000 Penalty: 3627.605469 Iteration 26Q: 3 clusters Score -6920724 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18841 members Mstep: Class 2 contains 51553 members Entering Unmasked Estep Score: -6921107.000000 Penalty: 3627.605469 Iteration 27Q: 3 clusters Score -6921107 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17766 members Mstep: Class 2 contains 52628 members Entering Unmasked Estep Score: -6921488.500000 Penalty: 3627.605469 Iteration 28Q: 3 clusters Score -6921488 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16643 members Mstep: Class 2 contains 53751 members Entering Unmasked Estep Score: -6921912.500000 Penalty: 3627.605469 Iteration 29Q: 3 clusters Score -6921912 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15472 members Mstep: Class 2 contains 54922 members Entering Unmasked Estep Score: -6922383.000000 Penalty: 3627.605469 Iteration 30Q: 3 clusters Score -6922383 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 56083 members Entering Unmasked Estep Score: -6922803.500000 Penalty: 3627.605469 Iteration 31Q: 3 clusters Score -6922804 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13150 members Mstep: Class 2 contains 57244 members Entering Unmasked Estep Score: -6923212.000000 Penalty: 3627.605469 Iteration 32Q: 3 clusters Score -6923212 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 58338 members Entering Unmasked Estep Score: -6923665.500000 Penalty: 3627.605469 Iteration 33Q: 3 clusters Score -6923666 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 59422 members Entering Unmasked Estep Score: -6924089.500000 Penalty: 3627.605469 Iteration 34Q: 3 clusters Score -6924090 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9934 members Mstep: Class 2 contains 60460 members Entering Unmasked Estep Score: -6924542.500000 Penalty: 3627.605469 Iteration 35Q: 3 clusters Score -6924542 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 61460 members Entering Unmasked Estep Score: -6924980.000000 Penalty: 3627.605469 Iteration 36Q: 3 clusters Score -6924980 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 62452 members Entering Unmasked Estep Score: -6925421.500000 Penalty: 3627.605469 Iteration 37Q: 3 clusters Score -6925422 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 63344 members Entering Unmasked Estep Score: -6925824.500000 Penalty: 3627.605469 Iteration 38Q: 3 clusters Score -6925824 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 64143 members Entering Unmasked Estep Score: -6926189.500000 Penalty: 3627.605469 Iteration 39Q: 3 clusters Score -6926190 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 64846 members Entering Unmasked Estep Score: -6926562.000000 Penalty: 3627.605469 Iteration 40F: 3 clusters Score -6926562 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 65506 members Entering Unmasked Estep Score: -6926877.500000 Penalty: 3627.605469 Iteration 41Q: 3 clusters Score -6926878 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 66083 members Entering Unmasked Estep Score: -6927170.000000 Penalty: 3627.605469 Iteration 42Q: 3 clusters Score -6927170 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 66576 members Entering Unmasked Estep Score: -6927409.000000 Penalty: 3627.605469 Iteration 43Q: 3 clusters Score -6927409 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 66957 members Entering Unmasked Estep Score: -6927606.000000 Penalty: 3627.605469 Iteration 44Q: 3 clusters Score -6927606 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 67255 members Entering Unmasked Estep Score: -6927731.500000 Penalty: 3627.605469 Iteration 45Q: 3 clusters Score -6927732 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 67516 members Entering Unmasked Estep Score: -6927845.500000 Penalty: 3627.605469 Iteration 46Q: 3 clusters Score -6927846 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 67741 members Entering Unmasked Estep Score: -6927946.500000 Penalty: 3627.605469 Iteration 47Q: 3 clusters Score -6927946 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 67934 members Entering Unmasked Estep Score: -6928044.000000 Penalty: 3627.605469 Iteration 48Q: 3 clusters Score -6928044 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 68093 members Entering Unmasked Estep Score: -6928120.500000 Penalty: 3627.605469 Iteration 49Q: 3 clusters Score -6928120 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 68208 members Entering Unmasked Estep Score: -6928172.000000 Penalty: 3627.605469 Iteration 50Q: 3 clusters Score -6928172 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 68306 members Entering Unmasked Estep Score: -6928252.500000 Penalty: 3627.605469 Iteration 51Q: 3 clusters Score -6928252 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 68393 members Entering Unmasked Estep Score: -6928293.500000 Penalty: 3627.605469 Iteration 52Q: 3 clusters Score -6928294 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 68470 members Entering Unmasked Estep Score: -6928348.500000 Penalty: 3627.605469 Iteration 53Q: 3 clusters Score -6928348 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 68516 members Entering Unmasked Estep Score: -6928390.000000 Penalty: 3627.605469 Iteration 54Q: 3 clusters Score -6928390 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 68561 members Entering Unmasked Estep Score: -6928448.000000 Penalty: 3627.605469 Iteration 55Q: 3 clusters Score -6928448 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 68607 members Entering Unmasked Estep Score: -6928525.500000 Penalty: 3627.605469 Iteration 56Q: 3 clusters Score -6928526 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 68642 members Entering Unmasked Estep Score: -6928582.500000 Penalty: 3627.605469 Iteration 57Q: 3 clusters Score -6928582 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 68668 members Entering Unmasked Estep Score: -6928672.000000 Penalty: 3627.605469 Iteration 58Q: 3 clusters Score -6928672 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 68689 members Entering Unmasked Estep Score: -6928739.500000 Penalty: 3627.605469 Iteration 59Q: 3 clusters Score -6928740 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 68688 members Entering Unmasked Estep Score: -6928774.000000 Penalty: 3627.605469 Iteration 60F: 3 clusters Score -6928774 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 68680 members Entering Unmasked Estep Score: -6928799.500000 Penalty: 3627.605469 Iteration 61Q: 3 clusters Score -6928800 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 68675 members Entering Unmasked Estep Score: -6928811.000000 Penalty: 3627.605469 Iteration 62Q: 3 clusters Score -6928811 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 68658 members Entering Unmasked Estep Score: -6928815.000000 Penalty: 3627.605469 Iteration 63Q: 3 clusters Score -6928815 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 68639 members Entering Unmasked Estep Score: -6928812.500000 Penalty: 3627.605469 Iteration 64Q: 3 clusters Score -6928812 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 68628 members Entering Unmasked Estep Score: -6928816.000000 Penalty: 3627.605469 Iteration 65Q: 3 clusters Score -6928816 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 68620 members Entering Unmasked Estep Score: -6928810.000000 Penalty: 3627.605469 Iteration 66Q: 3 clusters Score -6928810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 68613 members Entering Unmasked Estep Score: -6928809.000000 Penalty: 3627.605469 Iteration 67Q: 3 clusters Score -6928809 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 68608 members Entering Unmasked Estep Score: -6928811.000000 Penalty: 3627.605469 Iteration 68Q: 3 clusters Score -6928811 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 68603 members Entering Unmasked Estep Score: -6928812.500000 Penalty: 3627.605469 Iteration 69Q: 3 clusters Score -6928812 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 68600 members Entering Unmasked Estep Score: -6928806.000000 Penalty: 3627.605469 Iteration 70Q: 3 clusters Score -6928806 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 68598 members Entering Unmasked Estep Score: -6928806.000000 Penalty: 3627.605469 Iteration 71Q: 3 clusters Score -6928806 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 68597 members Entering Unmasked Estep Score: -6928808.500000 Penalty: 3627.605469 Iteration 72Q: 3 clusters Score -6928808 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 68593 members Entering Unmasked Estep Score: -6928821.000000 Penalty: 3627.605469 Iteration 73Q: 3 clusters Score -6928821 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 68592 members Entering Unmasked Estep Score: -6928826.000000 Penalty: 3627.605469 Iteration 74Q: 3 clusters Score -6928826 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 68593 members Entering Unmasked Estep Score: -6928823.000000 Penalty: 3627.605469 Iteration 75Q: 3 clusters Score -6928823 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 68594 members Entering Unmasked Estep Score: -6928825.500000 Penalty: 3627.605469 Iteration 76Q: 3 clusters Score -6928826 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 68596 members Entering Unmasked Estep Score: -6928820.000000 Penalty: 3627.605469 Iteration 77Q: 3 clusters Score -6928820 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 68595 members Entering Unmasked Estep Score: -6928824.500000 Penalty: 3627.605469 Iteration 78Q: 3 clusters Score -6928824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 68594 members Entering Unmasked Estep Score: -6928824.000000 Penalty: 3627.605469 Iteration 79Q: 3 clusters Score -6928824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 68593 members Entering Unmasked Estep Score: -6928821.500000 Penalty: 3627.605469 Iteration 80F: 3 clusters Score -6928822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 68592 members Entering Unmasked Estep Score: -6928828.500000 Penalty: 3627.605469 Iteration 81Q: 3 clusters Score -6928828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 68590 members Entering Unmasked Estep Score: -6928830.500000 Penalty: 3627.605469 Iteration 82Q: 3 clusters Score -6928830 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 68589 members Entering Unmasked Estep Score: -6928832.500000 Penalty: 3627.605469 Iteration 83Q: 3 clusters Score -6928832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 68588 members Entering Unmasked Estep Score: -6928835.000000 Penalty: 3627.605469 Iteration 84Q: 3 clusters Score -6928835 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 68585 members Entering Unmasked Estep Score: -6928837.500000 Penalty: 3627.605469 Iteration 85Q: 3 clusters Score -6928838 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 68584 members Entering Unmasked Estep Score: -6928837.500000 Penalty: 3627.605469 Iteration 86Q: 3 clusters Score -6928838 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 68581 members Entering Unmasked Estep Score: -6928839.000000 Penalty: 3627.605469 Iteration 87Q: 3 clusters Score -6928839 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 68580 members Entering Unmasked Estep Score: -6928837.500000 Penalty: 3627.605469 Iteration 88Q: 3 clusters Score -6928838 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 68580 members Entering Unmasked Estep Score: -6928837.500000 Penalty: 3627.605469 Iteration 89F: 3 clusters Score -6928838 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Entering Unmasked Estep Score: -60888.683594 Penalty: 1051.504883 Iteration 0F: 2 clusters Score -60888.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -59712.578125 Penalty: 2103.009766 Iteration 0F: 3 clusters Score -59712.58 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -59906.039062 Penalty: 2103.009766 Iteration 1F: 3 clusters Score -59906.04 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -59955.351562 Penalty: 2103.009766 Iteration 2F: 3 clusters Score -59955.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -59981.601562 Penalty: 2103.009766 Iteration 3Q: 3 clusters Score -59981.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -60002.910156 Penalty: 2103.009766 Iteration 4Q: 3 clusters Score -60002.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -60015.628906 Penalty: 2103.009766 Iteration 5Q: 3 clusters Score -60015.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -60025.074219 Penalty: 2103.009766 Iteration 6Q: 3 clusters Score -60025.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -60032.714844 Penalty: 2103.009766 Iteration 7Q: 3 clusters Score -60032.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -60037.328125 Penalty: 2103.009766 Iteration 8Q: 3 clusters Score -60037.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -60038.410156 Penalty: 2103.009766 Iteration 9Q: 3 clusters Score -60038.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -60038.410156 Penalty: 2103.009766 Iteration 10F: 3 clusters Score -60038.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Entering Unmasked Estep Score: -161081.984375 Penalty: 1205.551880 Iteration 0F: 2 clusters Score -161082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -159196.156250 Penalty: 2411.103760 Iteration 0F: 3 clusters Score -159196.2 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -159656.718750 Penalty: 2411.103760 Iteration 1F: 3 clusters Score -159656.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -159874.046875 Penalty: 2411.103760 Iteration 2F: 3 clusters Score -159874 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -160153.515625 Penalty: 2411.103760 Iteration 3F: 3 clusters Score -160153.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -160476.453125 Penalty: 2411.103760 Iteration 4F: 3 clusters Score -160476.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -160787.140625 Penalty: 2411.103760 Iteration 5F: 3 clusters Score -160787.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -161071.921875 Penalty: 2411.103760 Iteration 6F: 3 clusters Score -161071.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -161175.218750 Penalty: 2411.103760 Iteration 7Q: 3 clusters Score -161175.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -161203.734375 Penalty: 2411.103760 Iteration 8Q: 3 clusters Score -161203.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -161221.062500 Penalty: 2411.103760 Iteration 9Q: 3 clusters Score -161221.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -161224.593750 Penalty: 2411.103760 Iteration 10Q: 3 clusters Score -161224.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -161225.281250 Penalty: 2411.103760 Iteration 11Q: 3 clusters Score -161225.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -161225.984375 Penalty: 2411.103760 Iteration 12Q: 3 clusters Score -161226 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -161225.984375 Penalty: 2411.103760 Iteration 13F: 3 clusters Score -161226 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 2016 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12309 members Mstep: Class 5 contains 70394 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1126 members Mstep: Class 8 contains 16959 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 1470 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 328 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17005 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5158 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2205 members Mstep: Class 22 contains 4735 members Mstep: Class 23 contains 1368 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12365 members Mstep: Class 26 contains 3797 members Mstep: Class 27 contains 1952 members Mstep: Class 28 contains 4766 members Mstep: Class 29 contains 32559 members Mstep: Class 30 contains 2347 members Mstep: Class 31 contains 541 members Entering Unmasked Estep Score: -22266068.000000 Penalty: 62220.078125 Splitting cluster 7 changes total score from -22266138.000000 to -22266068.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (16959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16959 members Entering Unmasked Estep Score: -1708676.750000 Penalty: 1582.515015 Iteration 0F: 2 clusters Score -1708677 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -1697058.750000 Penalty: 3165.030029 Iteration 0F: 3 clusters Score -1697059 nChanged 7654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -1701451.250000 Penalty: 3165.030029 Iteration 1F: 3 clusters Score -1701451 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -1702189.125000 Penalty: 3165.030029 Iteration 2F: 3 clusters Score -1702189 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 9216 members Entering Unmasked Estep Score: -1702984.500000 Penalty: 3165.030029 Iteration 3F: 3 clusters Score -1702984 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 9602 members Entering Unmasked Estep Score: -1703821.250000 Penalty: 3165.030029 Iteration 4F: 3 clusters Score -1703821 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6896 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -1704664.125000 Penalty: 3165.030029 Iteration 5F: 3 clusters Score -1704664 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 10471 members Entering Unmasked Estep Score: -1705460.750000 Penalty: 3165.030029 Iteration 6F: 3 clusters Score -1705461 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 10838 members Entering Unmasked Estep Score: -1706095.500000 Penalty: 3165.030029 Iteration 7F: 3 clusters Score -1706096 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 11089 members Entering Unmasked Estep Score: -1706511.375000 Penalty: 3165.030029 Iteration 8Q: 3 clusters Score -1706511 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 11241 members Entering Unmasked Estep Score: -1706753.375000 Penalty: 3165.030029 Iteration 9Q: 3 clusters Score -1706753 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 11348 members Entering Unmasked Estep Score: -1706877.500000 Penalty: 3165.030029 Iteration 10Q: 3 clusters Score -1706878 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 11453 members Entering Unmasked Estep Score: -1706953.750000 Penalty: 3165.030029 Iteration 11Q: 3 clusters Score -1706954 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -1707006.125000 Penalty: 3165.030029 Iteration 12Q: 3 clusters Score -1707006 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 11637 members Entering Unmasked Estep Score: -1707049.250000 Penalty: 3165.030029 Iteration 13Q: 3 clusters Score -1707049 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -1707086.625000 Penalty: 3165.030029 Iteration 14Q: 3 clusters Score -1707087 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 11818 members Entering Unmasked Estep Score: -1707114.000000 Penalty: 3165.030029 Iteration 15Q: 3 clusters Score -1707114 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -1707130.000000 Penalty: 3165.030029 Iteration 16Q: 3 clusters Score -1707130 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 11968 members Entering Unmasked Estep Score: -1707142.875000 Penalty: 3165.030029 Iteration 17Q: 3 clusters Score -1707143 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 12020 members Entering Unmasked Estep Score: -1707156.875000 Penalty: 3165.030029 Iteration 18Q: 3 clusters Score -1707157 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -1707159.500000 Penalty: 3165.030029 Iteration 19Q: 3 clusters Score -1707160 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 12108 members Entering Unmasked Estep Score: -1707169.750000 Penalty: 3165.030029 Iteration 20F: 3 clusters Score -1707170 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 12156 members Entering Unmasked Estep Score: -1707180.625000 Penalty: 3165.030029 Iteration 21Q: 3 clusters Score -1707181 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 12206 members Entering Unmasked Estep Score: -1707191.500000 Penalty: 3165.030029 Iteration 22Q: 3 clusters Score -1707192 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -1707192.125000 Penalty: 3165.030029 Iteration 23Q: 3 clusters Score -1707192 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 12261 members Entering Unmasked Estep Score: -1707196.125000 Penalty: 3165.030029 Iteration 24Q: 3 clusters Score -1707196 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 12284 members Entering Unmasked Estep Score: -1707200.125000 Penalty: 3165.030029 Iteration 25Q: 3 clusters Score -1707200 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 12304 members Entering Unmasked Estep Score: -1707202.500000 Penalty: 3165.030029 Iteration 26Q: 3 clusters Score -1707202 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 12329 members Entering Unmasked Estep Score: -1707204.750000 Penalty: 3165.030029 Iteration 27Q: 3 clusters Score -1707205 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 12356 members Entering Unmasked Estep Score: -1707205.000000 Penalty: 3165.030029 Iteration 28Q: 3 clusters Score -1707205 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 12385 members Entering Unmasked Estep Score: -1707212.500000 Penalty: 3165.030029 Iteration 29Q: 3 clusters Score -1707212 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 12405 members Entering Unmasked Estep Score: -1707218.375000 Penalty: 3165.030029 Iteration 30Q: 3 clusters Score -1707218 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -1707219.000000 Penalty: 3165.030029 Iteration 31Q: 3 clusters Score -1707219 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 12447 members Entering Unmasked Estep Score: -1707223.250000 Penalty: 3165.030029 Iteration 32Q: 3 clusters Score -1707223 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -1707222.500000 Penalty: 3165.030029 Iteration 33Q: 3 clusters Score -1707222 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -1707225.500000 Penalty: 3165.030029 Iteration 34Q: 3 clusters Score -1707226 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -1707225.125000 Penalty: 3165.030029 Iteration 35Q: 3 clusters Score -1707225 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -1707225.000000 Penalty: 3165.030029 Iteration 36Q: 3 clusters Score -1707225 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 12534 members Entering Unmasked Estep Score: -1707231.750000 Penalty: 3165.030029 Iteration 37Q: 3 clusters Score -1707232 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 12550 members Entering Unmasked Estep Score: -1707232.875000 Penalty: 3165.030029 Iteration 38Q: 3 clusters Score -1707233 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 12569 members Entering Unmasked Estep Score: -1707239.125000 Penalty: 3165.030029 Iteration 39Q: 3 clusters Score -1707239 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 12583 members Entering Unmasked Estep Score: -1707233.125000 Penalty: 3165.030029 Iteration 40F: 3 clusters Score -1707233 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 12600 members Entering Unmasked Estep Score: -1707242.125000 Penalty: 3165.030029 Iteration 41Q: 3 clusters Score -1707242 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 12610 members Entering Unmasked Estep Score: -1707244.000000 Penalty: 3165.030029 Iteration 42Q: 3 clusters Score -1707244 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 12614 members Entering Unmasked Estep Score: -1707241.250000 Penalty: 3165.030029 Iteration 43Q: 3 clusters Score -1707241 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 12616 members Entering Unmasked Estep Score: -1707240.875000 Penalty: 3165.030029 Iteration 44Q: 3 clusters Score -1707241 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -1707242.500000 Penalty: 3165.030029 Iteration 45Q: 3 clusters Score -1707242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -1707241.875000 Penalty: 3165.030029 Iteration 46Q: 3 clusters Score -1707242 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 12627 members Entering Unmasked Estep Score: -1707239.500000 Penalty: 3165.030029 Iteration 47Q: 3 clusters Score -1707240 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 12632 members Entering Unmasked Estep Score: -1707240.125000 Penalty: 3165.030029 Iteration 48Q: 3 clusters Score -1707240 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 12636 members Entering Unmasked Estep Score: -1707239.500000 Penalty: 3165.030029 Iteration 49Q: 3 clusters Score -1707240 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 12640 members Entering Unmasked Estep Score: -1707239.625000 Penalty: 3165.030029 Iteration 50Q: 3 clusters Score -1707240 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 12647 members Entering Unmasked Estep Score: -1707240.125000 Penalty: 3165.030029 Iteration 51Q: 3 clusters Score -1707240 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 12658 members Entering Unmasked Estep Score: -1707246.375000 Penalty: 3165.030029 Iteration 52Q: 3 clusters Score -1707246 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 12666 members Entering Unmasked Estep Score: -1707251.125000 Penalty: 3165.030029 Iteration 53Q: 3 clusters Score -1707251 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 12674 members Entering Unmasked Estep Score: -1707248.250000 Penalty: 3165.030029 Iteration 54Q: 3 clusters Score -1707248 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 12681 members Entering Unmasked Estep Score: -1707249.875000 Penalty: 3165.030029 Iteration 55Q: 3 clusters Score -1707250 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 12690 members Entering Unmasked Estep Score: -1707250.375000 Penalty: 3165.030029 Iteration 56Q: 3 clusters Score -1707250 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 12700 members Entering Unmasked Estep Score: -1707248.625000 Penalty: 3165.030029 Iteration 57Q: 3 clusters Score -1707249 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 12711 members Entering Unmasked Estep Score: -1707251.000000 Penalty: 3165.030029 Iteration 58Q: 3 clusters Score -1707251 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 12723 members Entering Unmasked Estep Score: -1707253.375000 Penalty: 3165.030029 Iteration 59Q: 3 clusters Score -1707253 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 12732 members Entering Unmasked Estep Score: -1707255.750000 Penalty: 3165.030029 Iteration 60F: 3 clusters Score -1707256 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 12733 members Entering Unmasked Estep Score: -1707255.500000 Penalty: 3165.030029 Iteration 61Q: 3 clusters Score -1707256 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -1707254.000000 Penalty: 3165.030029 Iteration 62Q: 3 clusters Score -1707254 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -1707257.125000 Penalty: 3165.030029 Iteration 63Q: 3 clusters Score -1707257 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 12743 members Entering Unmasked Estep Score: -1707254.125000 Penalty: 3165.030029 Iteration 64Q: 3 clusters Score -1707254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 12746 members Entering Unmasked Estep Score: -1707255.250000 Penalty: 3165.030029 Iteration 65Q: 3 clusters Score -1707255 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -1707255.625000 Penalty: 3165.030029 Iteration 66Q: 3 clusters Score -1707256 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 12755 members Entering Unmasked Estep Score: -1707258.375000 Penalty: 3165.030029 Iteration 67Q: 3 clusters Score -1707258 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 12763 members Entering Unmasked Estep Score: -1707254.875000 Penalty: 3165.030029 Iteration 68Q: 3 clusters Score -1707255 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 12772 members Entering Unmasked Estep Score: -1707257.875000 Penalty: 3165.030029 Iteration 69Q: 3 clusters Score -1707258 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 12786 members Entering Unmasked Estep Score: -1707266.000000 Penalty: 3165.030029 Iteration 70Q: 3 clusters Score -1707266 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 12792 members Entering Unmasked Estep Score: -1707261.625000 Penalty: 3165.030029 Iteration 71Q: 3 clusters Score -1707262 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 12803 members Entering Unmasked Estep Score: -1707266.125000 Penalty: 3165.030029 Iteration 72Q: 3 clusters Score -1707266 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 12809 members Entering Unmasked Estep Score: -1707267.875000 Penalty: 3165.030029 Iteration 73Q: 3 clusters Score -1707268 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 12817 members Entering Unmasked Estep Score: -1707267.625000 Penalty: 3165.030029 Iteration 74Q: 3 clusters Score -1707268 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 12825 members Entering Unmasked Estep Score: -1707266.750000 Penalty: 3165.030029 Iteration 75Q: 3 clusters Score -1707267 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 12834 members Entering Unmasked Estep Score: -1707271.250000 Penalty: 3165.030029 Iteration 76Q: 3 clusters Score -1707271 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 12843 members Entering Unmasked Estep Score: -1707269.125000 Penalty: 3165.030029 Iteration 77Q: 3 clusters Score -1707269 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 12850 members Entering Unmasked Estep Score: -1707267.625000 Penalty: 3165.030029 Iteration 78Q: 3 clusters Score -1707268 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 12852 members Entering Unmasked Estep Score: -1707266.250000 Penalty: 3165.030029 Iteration 79Q: 3 clusters Score -1707266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 12853 members Entering Unmasked Estep Score: -1707268.250000 Penalty: 3165.030029 Iteration 80F: 3 clusters Score -1707268 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 12855 members Entering Unmasked Estep Score: -1707270.375000 Penalty: 3165.030029 Iteration 81Q: 3 clusters Score -1707270 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 12855 members Entering Unmasked Estep Score: -1707270.375000 Penalty: 3165.030029 Iteration 82F: 3 clusters Score -1707270 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Entering Unmasked Estep Score: -251215.046875 Penalty: 1276.463013 Iteration 0F: 2 clusters Score -251215 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -248785.609375 Penalty: 2552.926025 Iteration 0F: 3 clusters Score -248785.6 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -249338.078125 Penalty: 2552.926025 Iteration 1F: 3 clusters Score -249338.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -249489.453125 Penalty: 2552.926025 Iteration 2F: 3 clusters Score -249489.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -249605.953125 Penalty: 2552.926025 Iteration 3F: 3 clusters Score -249606 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -249703.234375 Penalty: 2552.926025 Iteration 4Q: 3 clusters Score -249703.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -249781.406250 Penalty: 2552.926025 Iteration 5Q: 3 clusters Score -249781.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -249843.046875 Penalty: 2552.926025 Iteration 6Q: 3 clusters Score -249843 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -249902.234375 Penalty: 2552.926025 Iteration 7Q: 3 clusters Score -249902.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -249952.437500 Penalty: 2552.926025 Iteration 8Q: 3 clusters Score -249952.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -249986.593750 Penalty: 2552.926025 Iteration 9Q: 3 clusters Score -249986.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -250018.359375 Penalty: 2552.926025 Iteration 10Q: 3 clusters Score -250018.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -250040.718750 Penalty: 2552.926025 Iteration 11Q: 3 clusters Score -250040.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -250054.906250 Penalty: 2552.926025 Iteration 12Q: 3 clusters Score -250054.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -250064.312500 Penalty: 2552.926025 Iteration 13Q: 3 clusters Score -250064.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -250077.953125 Penalty: 2552.926025 Iteration 14Q: 3 clusters Score -250078 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -250094.937500 Penalty: 2552.926025 Iteration 15Q: 3 clusters Score -250094.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -250108.343750 Penalty: 2552.926025 Iteration 16Q: 3 clusters Score -250108.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -250122.734375 Penalty: 2552.926025 Iteration 17Q: 3 clusters Score -250122.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -250127.671875 Penalty: 2552.926025 Iteration 18Q: 3 clusters Score -250127.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -250133.484375 Penalty: 2552.926025 Iteration 19Q: 3 clusters Score -250133.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -250139.312500 Penalty: 2552.926025 Iteration 20F: 3 clusters Score -250139.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -250144.296875 Penalty: 2552.926025 Iteration 21Q: 3 clusters Score -250144.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -250148.265625 Penalty: 2552.926025 Iteration 22Q: 3 clusters Score -250148.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -250150.984375 Penalty: 2552.926025 Iteration 23Q: 3 clusters Score -250151 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -250153.484375 Penalty: 2552.926025 Iteration 24Q: 3 clusters Score -250153.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -250155.500000 Penalty: 2552.926025 Iteration 25Q: 3 clusters Score -250155.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -250158.500000 Penalty: 2552.926025 Iteration 26Q: 3 clusters Score -250158.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -250163.218750 Penalty: 2552.926025 Iteration 27Q: 3 clusters Score -250163.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -250166.812500 Penalty: 2552.926025 Iteration 28Q: 3 clusters Score -250166.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -250169.593750 Penalty: 2552.926025 Iteration 29Q: 3 clusters Score -250169.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -250173.406250 Penalty: 2552.926025 Iteration 30Q: 3 clusters Score -250173.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -250179.031250 Penalty: 2552.926025 Iteration 31Q: 3 clusters Score -250179 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -250183.453125 Penalty: 2552.926025 Iteration 32Q: 3 clusters Score -250183.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -250187.796875 Penalty: 2552.926025 Iteration 33Q: 3 clusters Score -250187.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -250190.234375 Penalty: 2552.926025 Iteration 34Q: 3 clusters Score -250190.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -250192.078125 Penalty: 2552.926025 Iteration 35Q: 3 clusters Score -250192.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -250193.484375 Penalty: 2552.926025 Iteration 36Q: 3 clusters Score -250193.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -250197.859375 Penalty: 2552.926025 Iteration 37Q: 3 clusters Score -250197.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -250201.640625 Penalty: 2552.926025 Iteration 38Q: 3 clusters Score -250201.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -250205.937500 Penalty: 2552.926025 Iteration 39Q: 3 clusters Score -250205.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -250208.203125 Penalty: 2552.926025 Iteration 40F: 3 clusters Score -250208.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -250211.203125 Penalty: 2552.926025 Iteration 41Q: 3 clusters Score -250211.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -250212.859375 Penalty: 2552.926025 Iteration 42Q: 3 clusters Score -250212.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -250214.656250 Penalty: 2552.926025 Iteration 43Q: 3 clusters Score -250214.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -250215.375000 Penalty: 2552.926025 Iteration 44Q: 3 clusters Score -250215.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -250215.937500 Penalty: 2552.926025 Iteration 45Q: 3 clusters Score -250215.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -250215.937500 Penalty: 2552.926025 Iteration 46F: 3 clusters Score -250215.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1004 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Entering Unmasked Estep Score: -97877.398438 Penalty: 1123.158936 Iteration 0F: 2 clusters Score -97877.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -96408.687500 Penalty: 2246.317871 Iteration 0F: 3 clusters Score -96408.69 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -96632.109375 Penalty: 2246.317871 Iteration 1F: 3 clusters Score -96632.11 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -96718.195312 Penalty: 2246.317871 Iteration 2F: 3 clusters Score -96718.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -96775.718750 Penalty: 2246.317871 Iteration 3F: 3 clusters Score -96775.72 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -96805.585938 Penalty: 2246.317871 Iteration 4Q: 3 clusters Score -96805.59 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -96830.882812 Penalty: 2246.317871 Iteration 5Q: 3 clusters Score -96830.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -96847.210938 Penalty: 2246.317871 Iteration 6Q: 3 clusters Score -96847.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -96863.734375 Penalty: 2246.317871 Iteration 7Q: 3 clusters Score -96863.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -96875.125000 Penalty: 2246.317871 Iteration 8Q: 3 clusters Score -96875.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -96880.492188 Penalty: 2246.317871 Iteration 9Q: 3 clusters Score -96880.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -96883.023438 Penalty: 2246.317871 Iteration 10Q: 3 clusters Score -96883.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -96886.578125 Penalty: 2246.317871 Iteration 11Q: 3 clusters Score -96886.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -96887.406250 Penalty: 2246.317871 Iteration 12Q: 3 clusters Score -96887.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -96887.703125 Penalty: 2246.317871 Iteration 13Q: 3 clusters Score -96887.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -96887.703125 Penalty: 2246.317871 Iteration 14F: 3 clusters Score -96887.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Entering Unmasked Estep Score: -141418.968750 Penalty: 1185.115356 Iteration 0F: 2 clusters Score -141419 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -139661.328125 Penalty: 2370.230713 Iteration 0F: 3 clusters Score -139661.3 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -140011.781250 Penalty: 2370.230713 Iteration 1F: 3 clusters Score -140011.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -140131.531250 Penalty: 2370.230713 Iteration 2F: 3 clusters Score -140131.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -140199.531250 Penalty: 2370.230713 Iteration 3Q: 3 clusters Score -140199.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -140310.687500 Penalty: 2370.230713 Iteration 4Q: 3 clusters Score -140310.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -140382.968750 Penalty: 2370.230713 Iteration 5Q: 3 clusters Score -140383 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -140436.046875 Penalty: 2370.230713 Iteration 6Q: 3 clusters Score -140436 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -140488.687500 Penalty: 2370.230713 Iteration 7Q: 3 clusters Score -140488.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -140523.390625 Penalty: 2370.230713 Iteration 8Q: 3 clusters Score -140523.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -140556.890625 Penalty: 2370.230713 Iteration 9Q: 3 clusters Score -140556.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -140591.406250 Penalty: 2370.230713 Iteration 10Q: 3 clusters Score -140591.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -140613.437500 Penalty: 2370.230713 Iteration 11Q: 3 clusters Score -140613.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -140628.640625 Penalty: 2370.230713 Iteration 12Q: 3 clusters Score -140628.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -140648.781250 Penalty: 2370.230713 Iteration 13Q: 3 clusters Score -140648.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -140668.453125 Penalty: 2370.230713 Iteration 14Q: 3 clusters Score -140668.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -140682.921875 Penalty: 2370.230713 Iteration 15Q: 3 clusters Score -140682.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -140696.015625 Penalty: 2370.230713 Iteration 16Q: 3 clusters Score -140696 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -140707.015625 Penalty: 2370.230713 Iteration 17Q: 3 clusters Score -140707 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -140710.781250 Penalty: 2370.230713 Iteration 18Q: 3 clusters Score -140710.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -140713.812500 Penalty: 2370.230713 Iteration 19Q: 3 clusters Score -140713.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -140716.078125 Penalty: 2370.230713 Iteration 20F: 3 clusters Score -140716.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -140719.140625 Penalty: 2370.230713 Iteration 21Q: 3 clusters Score -140719.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -140719.343750 Penalty: 2370.230713 Iteration 22Q: 3 clusters Score -140719.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -140719.843750 Penalty: 2370.230713 Iteration 23Q: 3 clusters Score -140719.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -140719.843750 Penalty: 2370.230713 Iteration 24F: 3 clusters Score -140719.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Entering Unmasked Estep Score: -36869.707031 Penalty: 983.846436 Iteration 0F: 2 clusters Score -36869.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -35906.324219 Penalty: 1967.692871 Iteration 0F: 3 clusters Score -35906.32 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -36048.671875 Penalty: 1967.692871 Iteration 1F: 3 clusters Score -36048.67 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -36067.128906 Penalty: 1967.692871 Iteration 2Q: 3 clusters Score -36067.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -36093.535156 Penalty: 1967.692871 Iteration 3Q: 3 clusters Score -36093.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -36100.046875 Penalty: 1967.692871 Iteration 4Q: 3 clusters Score -36100.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -36102.628906 Penalty: 1967.692871 Iteration 5Q: 3 clusters Score -36102.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -36102.628906 Penalty: 1967.692871 Iteration 6F: 3 clusters Score -36102.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Entering Unmasked Estep Score: -25589.267578 Penalty: 941.364685 Iteration 0F: 2 clusters Score -25589.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -24764.134766 Penalty: 1882.729370 Iteration 0F: 3 clusters Score -24764.13 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -24927.314453 Penalty: 1882.729370 Iteration 1F: 3 clusters Score -24927.31 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -24979.966797 Penalty: 1882.729370 Iteration 2F: 3 clusters Score -24979.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -25007.234375 Penalty: 1882.729370 Iteration 3Q: 3 clusters Score -25007.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -25046.957031 Penalty: 1882.729370 Iteration 4Q: 3 clusters Score -25046.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -25056.492188 Penalty: 1882.729370 Iteration 5Q: 3 clusters Score -25056.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -25056.492188 Penalty: 1882.729370 Iteration 6F: 3 clusters Score -25056.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Entering Unmasked Estep Score: -22874.593750 Penalty: 904.856018 Iteration 0F: 2 clusters Score -22874.59 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 138 members Entering Unmasked Estep Score: -22032.777344 Penalty: 1809.712036 Iteration 0F: 3 clusters Score -22032.78 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -22136.349609 Penalty: 1809.712036 Iteration 1F: 3 clusters Score -22136.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -22156.380859 Penalty: 1809.712036 Iteration 2Q: 3 clusters Score -22156.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -22166.357422 Penalty: 1809.712036 Iteration 3Q: 3 clusters Score -22166.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -22173.730469 Penalty: 1809.712036 Iteration 4Q: 3 clusters Score -22173.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -22179.982422 Penalty: 1809.712036 Iteration 5Q: 3 clusters Score -22179.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -22184.718750 Penalty: 1809.712036 Iteration 6Q: 3 clusters Score -22184.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -22186.710938 Penalty: 1809.712036 Iteration 7Q: 3 clusters Score -22186.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -22186.710938 Penalty: 1809.712036 Iteration 8F: 3 clusters Score -22186.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (17005 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17005 members Entering Unmasked Estep Score: -1634524.000000 Penalty: 1582.955200 Iteration 0F: 2 clusters Score -1634524 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8585 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -1622749.750000 Penalty: 3165.910400 Iteration 0F: 3 clusters Score -1622750 nChanged 7672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8803 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -1626935.375000 Penalty: 3165.910400 Iteration 1F: 3 clusters Score -1626935 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8947 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -1627274.875000 Penalty: 3165.910400 Iteration 2F: 3 clusters Score -1627275 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -1627623.125000 Penalty: 3165.910400 Iteration 3Q: 3 clusters Score -1627623 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -1627987.875000 Penalty: 3165.910400 Iteration 4Q: 3 clusters Score -1627988 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -1628368.250000 Penalty: 3165.910400 Iteration 5Q: 3 clusters Score -1628368 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -1628793.500000 Penalty: 3165.910400 Iteration 6Q: 3 clusters Score -1628794 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10862 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -1629296.750000 Penalty: 3165.910400 Iteration 7Q: 3 clusters Score -1629297 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11394 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -1629855.375000 Penalty: 3165.910400 Iteration 8Q: 3 clusters Score -1629855 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -1630430.750000 Penalty: 3165.910400 Iteration 9Q: 3 clusters Score -1630431 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12423 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1630924.000000 Penalty: 3165.910400 Iteration 10Q: 3 clusters Score -1630924 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12866 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -1631299.750000 Penalty: 3165.910400 Iteration 11Q: 3 clusters Score -1631300 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13220 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -1631566.750000 Penalty: 3165.910400 Iteration 12Q: 3 clusters Score -1631567 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13523 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1631765.875000 Penalty: 3165.910400 Iteration 13Q: 3 clusters Score -1631766 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13809 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -1631914.375000 Penalty: 3165.910400 Iteration 14Q: 3 clusters Score -1631914 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14086 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -1632045.625000 Penalty: 3165.910400 Iteration 15Q: 3 clusters Score -1632046 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14349 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -1632185.000000 Penalty: 3165.910400 Iteration 16Q: 3 clusters Score -1632185 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14617 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -1632325.375000 Penalty: 3165.910400 Iteration 17Q: 3 clusters Score -1632325 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14866 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1632445.375000 Penalty: 3165.910400 Iteration 18Q: 3 clusters Score -1632445 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15081 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -1632549.375000 Penalty: 3165.910400 Iteration 19Q: 3 clusters Score -1632549 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15281 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1632636.750000 Penalty: 3165.910400 Iteration 20F: 3 clusters Score -1632637 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15454 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1632719.625000 Penalty: 3165.910400 Iteration 21Q: 3 clusters Score -1632720 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15595 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -1632786.375000 Penalty: 3165.910400 Iteration 22Q: 3 clusters Score -1632786 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15720 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -1632844.375000 Penalty: 3165.910400 Iteration 23Q: 3 clusters Score -1632844 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15810 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1632889.250000 Penalty: 3165.910400 Iteration 24Q: 3 clusters Score -1632889 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15885 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -1632925.625000 Penalty: 3165.910400 Iteration 25Q: 3 clusters Score -1632926 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15950 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -1632951.250000 Penalty: 3165.910400 Iteration 26Q: 3 clusters Score -1632951 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16008 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -1632981.250000 Penalty: 3165.910400 Iteration 27Q: 3 clusters Score -1632981 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16057 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -1633000.500000 Penalty: 3165.910400 Iteration 28Q: 3 clusters Score -1633000 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16103 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1633026.250000 Penalty: 3165.910400 Iteration 29Q: 3 clusters Score -1633026 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16140 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1633039.375000 Penalty: 3165.910400 Iteration 30Q: 3 clusters Score -1633039 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16164 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1633046.875000 Penalty: 3165.910400 Iteration 31Q: 3 clusters Score -1633047 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16191 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -1633061.125000 Penalty: 3165.910400 Iteration 32Q: 3 clusters Score -1633061 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16213 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -1633070.125000 Penalty: 3165.910400 Iteration 33Q: 3 clusters Score -1633070 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16248 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1633087.500000 Penalty: 3165.910400 Iteration 34Q: 3 clusters Score -1633088 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16282 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1633098.625000 Penalty: 3165.910400 Iteration 35Q: 3 clusters Score -1633099 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16305 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -1633114.875000 Penalty: 3165.910400 Iteration 36Q: 3 clusters Score -1633115 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16328 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -1633128.625000 Penalty: 3165.910400 Iteration 37Q: 3 clusters Score -1633129 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16350 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1633134.000000 Penalty: 3165.910400 Iteration 38Q: 3 clusters Score -1633134 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16365 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -1633140.000000 Penalty: 3165.910400 Iteration 39Q: 3 clusters Score -1633140 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16370 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1633145.375000 Penalty: 3165.910400 Iteration 40F: 3 clusters Score -1633145 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16379 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -1633148.000000 Penalty: 3165.910400 Iteration 41Q: 3 clusters Score -1633148 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16387 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -1633153.750000 Penalty: 3165.910400 Iteration 42Q: 3 clusters Score -1633154 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16397 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -1633155.875000 Penalty: 3165.910400 Iteration 43Q: 3 clusters Score -1633156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16400 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -1633162.250000 Penalty: 3165.910400 Iteration 44Q: 3 clusters Score -1633162 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16406 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -1633162.875000 Penalty: 3165.910400 Iteration 45Q: 3 clusters Score -1633163 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16414 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1633169.125000 Penalty: 3165.910400 Iteration 46Q: 3 clusters Score -1633169 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16417 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1633169.625000 Penalty: 3165.910400 Iteration 47Q: 3 clusters Score -1633170 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16422 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -1633173.250000 Penalty: 3165.910400 Iteration 48Q: 3 clusters Score -1633173 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16425 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -1633175.875000 Penalty: 3165.910400 Iteration 49Q: 3 clusters Score -1633176 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16425 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -1633176.750000 Penalty: 3165.910400 Iteration 50Q: 3 clusters Score -1633177 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16426 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1633177.000000 Penalty: 3165.910400 Iteration 51Q: 3 clusters Score -1633177 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16428 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -1633176.125000 Penalty: 3165.910400 Iteration 52Q: 3 clusters Score -1633176 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16426 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1633178.000000 Penalty: 3165.910400 Iteration 53Q: 3 clusters Score -1633178 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16428 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -1633179.375000 Penalty: 3165.910400 Iteration 54Q: 3 clusters Score -1633179 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16431 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -1633180.250000 Penalty: 3165.910400 Iteration 55Q: 3 clusters Score -1633180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16433 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -1633182.250000 Penalty: 3165.910400 Iteration 56Q: 3 clusters Score -1633182 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16435 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1633184.250000 Penalty: 3165.910400 Iteration 57Q: 3 clusters Score -1633184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16439 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1633185.625000 Penalty: 3165.910400 Iteration 58Q: 3 clusters Score -1633186 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16443 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -1633186.250000 Penalty: 3165.910400 Iteration 59Q: 3 clusters Score -1633186 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16449 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1633190.500000 Penalty: 3165.910400 Iteration 60F: 3 clusters Score -1633190 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16453 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1633193.500000 Penalty: 3165.910400 Iteration 61Q: 3 clusters Score -1633194 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16458 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -1633196.375000 Penalty: 3165.910400 Iteration 62Q: 3 clusters Score -1633196 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16465 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1633202.875000 Penalty: 3165.910400 Iteration 63Q: 3 clusters Score -1633203 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16476 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1633211.875000 Penalty: 3165.910400 Iteration 64Q: 3 clusters Score -1633212 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16480 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1633214.125000 Penalty: 3165.910400 Iteration 65Q: 3 clusters Score -1633214 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16481 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1633214.625000 Penalty: 3165.910400 Iteration 66Q: 3 clusters Score -1633215 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16483 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1633217.500000 Penalty: 3165.910400 Iteration 67Q: 3 clusters Score -1633218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16483 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1633222.500000 Penalty: 3165.910400 Iteration 68Q: 3 clusters Score -1633222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16485 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1633219.750000 Penalty: 3165.910400 Iteration 69Q: 3 clusters Score -1633220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16489 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1633220.375000 Penalty: 3165.910400 Iteration 70Q: 3 clusters Score -1633220 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16490 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1633220.750000 Penalty: 3165.910400 Iteration 71Q: 3 clusters Score -1633221 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16492 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1633221.875000 Penalty: 3165.910400 Iteration 72Q: 3 clusters Score -1633222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16492 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1633223.000000 Penalty: 3165.910400 Iteration 73Q: 3 clusters Score -1633223 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16494 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -1633222.750000 Penalty: 3165.910400 Iteration 74Q: 3 clusters Score -1633223 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16496 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1633225.375000 Penalty: 3165.910400 Iteration 75Q: 3 clusters Score -1633225 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16499 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1633225.750000 Penalty: 3165.910400 Iteration 76Q: 3 clusters Score -1633226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16500 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -1633227.375000 Penalty: 3165.910400 Iteration 77Q: 3 clusters Score -1633227 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16502 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -1633226.375000 Penalty: 3165.910400 Iteration 78Q: 3 clusters Score -1633226 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16502 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -1633226.375000 Penalty: 3165.910400 Iteration 79F: 3 clusters Score -1633226 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (18435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18435 members Entering Unmasked Estep Score: -1863480.000000 Penalty: 1596.076050 Iteration 0F: 2 clusters Score -1863480 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9151 members Mstep: Class 2 contains 9284 members Entering Unmasked Estep Score: -1850894.750000 Penalty: 3192.152100 Iteration 0F: 3 clusters Score -1850895 nChanged 8255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 9591 members Entering Unmasked Estep Score: -1855362.500000 Penalty: 3192.152100 Iteration 1F: 3 clusters Score -1855362 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 9805 members Entering Unmasked Estep Score: -1855921.500000 Penalty: 3192.152100 Iteration 2F: 3 clusters Score -1855922 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8336 members Mstep: Class 2 contains 10099 members Entering Unmasked Estep Score: -1856550.250000 Penalty: 3192.152100 Iteration 3F: 3 clusters Score -1856550 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 10425 members Entering Unmasked Estep Score: -1857152.750000 Penalty: 3192.152100 Iteration 4F: 3 clusters Score -1857153 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 10798 members Entering Unmasked Estep Score: -1857762.625000 Penalty: 3192.152100 Iteration 5F: 3 clusters Score -1857763 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 11196 members Entering Unmasked Estep Score: -1858376.375000 Penalty: 3192.152100 Iteration 6F: 3 clusters Score -1858376 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 11571 members Entering Unmasked Estep Score: -1858923.750000 Penalty: 3192.152100 Iteration 7Q: 3 clusters Score -1858924 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -1859403.625000 Penalty: 3192.152100 Iteration 8Q: 3 clusters Score -1859404 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -1859804.500000 Penalty: 3192.152100 Iteration 9Q: 3 clusters Score -1859804 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 12626 members Entering Unmasked Estep Score: -1860105.500000 Penalty: 3192.152100 Iteration 10Q: 3 clusters Score -1860106 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 12985 members Entering Unmasked Estep Score: -1860338.500000 Penalty: 3192.152100 Iteration 11Q: 3 clusters Score -1860338 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 13357 members Entering Unmasked Estep Score: -1860541.000000 Penalty: 3192.152100 Iteration 12Q: 3 clusters Score -1860541 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 13724 members Entering Unmasked Estep Score: -1860716.750000 Penalty: 3192.152100 Iteration 13Q: 3 clusters Score -1860717 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 14123 members Entering Unmasked Estep Score: -1860897.125000 Penalty: 3192.152100 Iteration 14Q: 3 clusters Score -1860897 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 14514 members Entering Unmasked Estep Score: -1861057.000000 Penalty: 3192.152100 Iteration 15Q: 3 clusters Score -1861057 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 14878 members Entering Unmasked Estep Score: -1861218.125000 Penalty: 3192.152100 Iteration 16Q: 3 clusters Score -1861218 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 15234 members Entering Unmasked Estep Score: -1861376.625000 Penalty: 3192.152100 Iteration 17Q: 3 clusters Score -1861377 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 15638 members Entering Unmasked Estep Score: -1861575.500000 Penalty: 3192.152100 Iteration 18Q: 3 clusters Score -1861576 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 16043 members Entering Unmasked Estep Score: -1861811.500000 Penalty: 3192.152100 Iteration 19Q: 3 clusters Score -1861812 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 16411 members Entering Unmasked Estep Score: -1862053.625000 Penalty: 3192.152100 Iteration 20F: 3 clusters Score -1862054 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 16738 members Entering Unmasked Estep Score: -1862304.750000 Penalty: 3192.152100 Iteration 21Q: 3 clusters Score -1862305 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 17004 members Entering Unmasked Estep Score: -1862560.375000 Penalty: 3192.152100 Iteration 22Q: 3 clusters Score -1862560 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 17142 members Entering Unmasked Estep Score: -1862721.875000 Penalty: 3192.152100 Iteration 23Q: 3 clusters Score -1862722 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 17217 members Entering Unmasked Estep Score: -1862818.375000 Penalty: 3192.152100 Iteration 24Q: 3 clusters Score -1862818 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 17259 members Entering Unmasked Estep Score: -1862877.750000 Penalty: 3192.152100 Iteration 25Q: 3 clusters Score -1862878 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 17287 members Entering Unmasked Estep Score: -1862900.625000 Penalty: 3192.152100 Iteration 26Q: 3 clusters Score -1862901 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 17293 members Entering Unmasked Estep Score: -1862918.250000 Penalty: 3192.152100 Iteration 27Q: 3 clusters Score -1862918 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 17296 members Entering Unmasked Estep Score: -1862928.500000 Penalty: 3192.152100 Iteration 28Q: 3 clusters Score -1862928 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 17293 members Entering Unmasked Estep Score: -1862938.375000 Penalty: 3192.152100 Iteration 29Q: 3 clusters Score -1862938 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 17300 members Entering Unmasked Estep Score: -1862945.125000 Penalty: 3192.152100 Iteration 30Q: 3 clusters Score -1862945 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 17301 members Entering Unmasked Estep Score: -1862948.750000 Penalty: 3192.152100 Iteration 31Q: 3 clusters Score -1862949 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 17304 members Entering Unmasked Estep Score: -1862950.500000 Penalty: 3192.152100 Iteration 32Q: 3 clusters Score -1862950 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 17301 members Entering Unmasked Estep Score: -1862952.125000 Penalty: 3192.152100 Iteration 33Q: 3 clusters Score -1862952 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 17297 members Entering Unmasked Estep Score: -1862955.750000 Penalty: 3192.152100 Iteration 34Q: 3 clusters Score -1862956 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 17291 members Entering Unmasked Estep Score: -1862956.250000 Penalty: 3192.152100 Iteration 35Q: 3 clusters Score -1862956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 17284 members Entering Unmasked Estep Score: -1862960.250000 Penalty: 3192.152100 Iteration 36Q: 3 clusters Score -1862960 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 17269 members Entering Unmasked Estep Score: -1862967.375000 Penalty: 3192.152100 Iteration 37Q: 3 clusters Score -1862967 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 17262 members Entering Unmasked Estep Score: -1862971.125000 Penalty: 3192.152100 Iteration 38Q: 3 clusters Score -1862971 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 17256 members Entering Unmasked Estep Score: -1862971.750000 Penalty: 3192.152100 Iteration 39Q: 3 clusters Score -1862972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 17255 members Entering Unmasked Estep Score: -1862983.000000 Penalty: 3192.152100 Iteration 40F: 3 clusters Score -1862983 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 17250 members Entering Unmasked Estep Score: -1862980.125000 Penalty: 3192.152100 Iteration 41Q: 3 clusters Score -1862980 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 17249 members Entering Unmasked Estep Score: -1862983.250000 Penalty: 3192.152100 Iteration 42Q: 3 clusters Score -1862983 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 17246 members Entering Unmasked Estep Score: -1862985.125000 Penalty: 3192.152100 Iteration 43Q: 3 clusters Score -1862985 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 17243 members Entering Unmasked Estep Score: -1862986.125000 Penalty: 3192.152100 Iteration 44Q: 3 clusters Score -1862986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 17241 members Entering Unmasked Estep Score: -1862983.875000 Penalty: 3192.152100 Iteration 45Q: 3 clusters Score -1862984 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 17238 members Entering Unmasked Estep Score: -1862987.000000 Penalty: 3192.152100 Iteration 46Q: 3 clusters Score -1862987 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 17236 members Entering Unmasked Estep Score: -1862987.500000 Penalty: 3192.152100 Iteration 47Q: 3 clusters Score -1862988 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 17231 members Entering Unmasked Estep Score: -1862988.750000 Penalty: 3192.152100 Iteration 48Q: 3 clusters Score -1862989 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 17227 members Entering Unmasked Estep Score: -1862986.875000 Penalty: 3192.152100 Iteration 49Q: 3 clusters Score -1862987 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 17220 members Entering Unmasked Estep Score: -1862990.125000 Penalty: 3192.152100 Iteration 50Q: 3 clusters Score -1862990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 17216 members Entering Unmasked Estep Score: -1862986.500000 Penalty: 3192.152100 Iteration 51Q: 3 clusters Score -1862986 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 17211 members Entering Unmasked Estep Score: -1862989.000000 Penalty: 3192.152100 Iteration 52Q: 3 clusters Score -1862989 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 17207 members Entering Unmasked Estep Score: -1862992.625000 Penalty: 3192.152100 Iteration 53Q: 3 clusters Score -1862993 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 17203 members Entering Unmasked Estep Score: -1862990.125000 Penalty: 3192.152100 Iteration 54Q: 3 clusters Score -1862990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 17201 members Entering Unmasked Estep Score: -1862991.625000 Penalty: 3192.152100 Iteration 55Q: 3 clusters Score -1862992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 17200 members Entering Unmasked Estep Score: -1862990.875000 Penalty: 3192.152100 Iteration 56Q: 3 clusters Score -1862991 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 17199 members Entering Unmasked Estep Score: -1862994.000000 Penalty: 3192.152100 Iteration 57Q: 3 clusters Score -1862994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 17200 members Entering Unmasked Estep Score: -1862992.500000 Penalty: 3192.152100 Iteration 58Q: 3 clusters Score -1862992 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 17200 members Entering Unmasked Estep Score: -1862992.500000 Penalty: 3192.152100 Iteration 59F: 3 clusters Score -1862992 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Entering Unmasked Estep Score: -363767.031250 Penalty: 1339.576172 Iteration 0F: 2 clusters Score -363767 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -360516.500000 Penalty: 2679.152344 Iteration 0F: 3 clusters Score -360516.5 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -361390.000000 Penalty: 2679.152344 Iteration 1F: 3 clusters Score -361390 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -361565.375000 Penalty: 2679.152344 Iteration 2F: 3 clusters Score -361565.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -361669.562500 Penalty: 2679.152344 Iteration 3F: 3 clusters Score -361669.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -361733.625000 Penalty: 2679.152344 Iteration 4Q: 3 clusters Score -361733.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -361800.031250 Penalty: 2679.152344 Iteration 5Q: 3 clusters Score -361800 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -361872.093750 Penalty: 2679.152344 Iteration 6Q: 3 clusters Score -361872.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -361943.250000 Penalty: 2679.152344 Iteration 7Q: 3 clusters Score -361943.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -362025.343750 Penalty: 2679.152344 Iteration 8Q: 3 clusters Score -362025.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -362138.000000 Penalty: 2679.152344 Iteration 9Q: 3 clusters Score -362138 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -362240.843750 Penalty: 2679.152344 Iteration 10Q: 3 clusters Score -362240.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -362352.812500 Penalty: 2679.152344 Iteration 11Q: 3 clusters Score -362352.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -362461.937500 Penalty: 2679.152344 Iteration 12Q: 3 clusters Score -362461.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -362559.281250 Penalty: 2679.152344 Iteration 13Q: 3 clusters Score -362559.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -362650.218750 Penalty: 2679.152344 Iteration 14Q: 3 clusters Score -362650.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -362699.656250 Penalty: 2679.152344 Iteration 15Q: 3 clusters Score -362699.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -362722.218750 Penalty: 2679.152344 Iteration 16Q: 3 clusters Score -362722.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -362737.875000 Penalty: 2679.152344 Iteration 17Q: 3 clusters Score -362737.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -362747.406250 Penalty: 2679.152344 Iteration 18Q: 3 clusters Score -362747.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -362751.593750 Penalty: 2679.152344 Iteration 19Q: 3 clusters Score -362751.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -362753.031250 Penalty: 2679.152344 Iteration 20F: 3 clusters Score -362753 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Entering Unmasked Estep Score: -521931.593750 Penalty: 1389.099487 Iteration 0F: 2 clusters Score -521931.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -517827.437500 Penalty: 2778.198975 Iteration 0F: 3 clusters Score -517827.4 nChanged 2081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -518960.437500 Penalty: 2778.198975 Iteration 1F: 3 clusters Score -518960.4 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -519184.437500 Penalty: 2778.198975 Iteration 2F: 3 clusters Score -519184.4 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -519354.625000 Penalty: 2778.198975 Iteration 3F: 3 clusters Score -519354.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -519484.406250 Penalty: 2778.198975 Iteration 4Q: 3 clusters Score -519484.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -519584.531250 Penalty: 2778.198975 Iteration 5Q: 3 clusters Score -519584.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -519667.375000 Penalty: 2778.198975 Iteration 6Q: 3 clusters Score -519667.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -519766.281250 Penalty: 2778.198975 Iteration 7Q: 3 clusters Score -519766.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -519864.062500 Penalty: 2778.198975 Iteration 8Q: 3 clusters Score -519864.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -519957.312500 Penalty: 2778.198975 Iteration 9Q: 3 clusters Score -519957.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -520060.718750 Penalty: 2778.198975 Iteration 10Q: 3 clusters Score -520060.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -520161.500000 Penalty: 2778.198975 Iteration 11Q: 3 clusters Score -520161.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -520260.437500 Penalty: 2778.198975 Iteration 12Q: 3 clusters Score -520260.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -520330.031250 Penalty: 2778.198975 Iteration 13Q: 3 clusters Score -520330 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -520383.968750 Penalty: 2778.198975 Iteration 14Q: 3 clusters Score -520384 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -520426.500000 Penalty: 2778.198975 Iteration 15Q: 3 clusters Score -520426.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -520456.843750 Penalty: 2778.198975 Iteration 16Q: 3 clusters Score -520456.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -520476.625000 Penalty: 2778.198975 Iteration 17Q: 3 clusters Score -520476.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -520488.218750 Penalty: 2778.198975 Iteration 18Q: 3 clusters Score -520488.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -520500.062500 Penalty: 2778.198975 Iteration 19Q: 3 clusters Score -520500.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -520507.781250 Penalty: 2778.198975 Iteration 20F: 3 clusters Score -520507.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -520515.937500 Penalty: 2778.198975 Iteration 21Q: 3 clusters Score -520515.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -520525.625000 Penalty: 2778.198975 Iteration 22Q: 3 clusters Score -520525.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -520529.593750 Penalty: 2778.198975 Iteration 23Q: 3 clusters Score -520529.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -520535.500000 Penalty: 2778.198975 Iteration 24Q: 3 clusters Score -520535.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -520537.968750 Penalty: 2778.198975 Iteration 25Q: 3 clusters Score -520538 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -520541.343750 Penalty: 2778.198975 Iteration 26Q: 3 clusters Score -520541.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -520543.250000 Penalty: 2778.198975 Iteration 27Q: 3 clusters Score -520543.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -520544.593750 Penalty: 2778.198975 Iteration 28Q: 3 clusters Score -520544.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -520546.656250 Penalty: 2778.198975 Iteration 29Q: 3 clusters Score -520546.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -520548.875000 Penalty: 2778.198975 Iteration 30Q: 3 clusters Score -520548.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -520550.718750 Penalty: 2778.198975 Iteration 31Q: 3 clusters Score -520550.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -520551.500000 Penalty: 2778.198975 Iteration 32Q: 3 clusters Score -520551.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -520552.656250 Penalty: 2778.198975 Iteration 33Q: 3 clusters Score -520552.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -520554.875000 Penalty: 2778.198975 Iteration 34Q: 3 clusters Score -520554.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -520558.031250 Penalty: 2778.198975 Iteration 35Q: 3 clusters Score -520558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -520559.343750 Penalty: 2778.198975 Iteration 36Q: 3 clusters Score -520559.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -520560.062500 Penalty: 2778.198975 Iteration 37Q: 3 clusters Score -520560.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -520561.500000 Penalty: 2778.198975 Iteration 38Q: 3 clusters Score -520561.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -520562.218750 Penalty: 2778.198975 Iteration 39Q: 3 clusters Score -520562.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -520563.687500 Penalty: 2778.198975 Iteration 40F: 3 clusters Score -520563.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -520565.312500 Penalty: 2778.198975 Iteration 41Q: 3 clusters Score -520565.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -520568.812500 Penalty: 2778.198975 Iteration 42Q: 3 clusters Score -520568.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -520571.937500 Penalty: 2778.198975 Iteration 43Q: 3 clusters Score -520571.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -520575.875000 Penalty: 2778.198975 Iteration 44Q: 3 clusters Score -520575.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -520577.250000 Penalty: 2778.198975 Iteration 45Q: 3 clusters Score -520577.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -520578.250000 Penalty: 2778.198975 Iteration 46Q: 3 clusters Score -520578.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -520579.531250 Penalty: 2778.198975 Iteration 47Q: 3 clusters Score -520579.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -520580.812500 Penalty: 2778.198975 Iteration 48Q: 3 clusters Score -520580.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -520584.437500 Penalty: 2778.198975 Iteration 49Q: 3 clusters Score -520584.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -520585.968750 Penalty: 2778.198975 Iteration 50Q: 3 clusters Score -520586 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -520588.750000 Penalty: 2778.198975 Iteration 51Q: 3 clusters Score -520588.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -520588.812500 Penalty: 2778.198975 Iteration 52Q: 3 clusters Score -520588.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -520590.906250 Penalty: 2778.198975 Iteration 53Q: 3 clusters Score -520590.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -520590.625000 Penalty: 2778.198975 Iteration 54Q: 3 clusters Score -520590.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -520590.906250 Penalty: 2778.198975 Iteration 55Q: 3 clusters Score -520590.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -520590.906250 Penalty: 2778.198975 Iteration 56F: 3 clusters Score -520590.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Entering Unmasked Estep Score: -133166.593750 Penalty: 1175.671021 Iteration 0F: 2 clusters Score -133166.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -131421.250000 Penalty: 2351.342041 Iteration 0F: 3 clusters Score -131421.2 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -131769.921875 Penalty: 2351.342041 Iteration 1F: 3 clusters Score -131769.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -131857.937500 Penalty: 2351.342041 Iteration 2F: 3 clusters Score -131857.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -131902.265625 Penalty: 2351.342041 Iteration 3Q: 3 clusters Score -131902.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -131936.062500 Penalty: 2351.342041 Iteration 4Q: 3 clusters Score -131936.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -131963.515625 Penalty: 2351.342041 Iteration 5Q: 3 clusters Score -131963.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -131986.859375 Penalty: 2351.342041 Iteration 6Q: 3 clusters Score -131986.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -132003.125000 Penalty: 2351.342041 Iteration 7Q: 3 clusters Score -132003.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -132017.781250 Penalty: 2351.342041 Iteration 8Q: 3 clusters Score -132017.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -132030.015625 Penalty: 2351.342041 Iteration 9Q: 3 clusters Score -132030 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -132041.234375 Penalty: 2351.342041 Iteration 10Q: 3 clusters Score -132041.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -132050.250000 Penalty: 2351.342041 Iteration 11Q: 3 clusters Score -132050.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -132055.890625 Penalty: 2351.342041 Iteration 12Q: 3 clusters Score -132055.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -132063.718750 Penalty: 2351.342041 Iteration 13Q: 3 clusters Score -132063.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -132077.875000 Penalty: 2351.342041 Iteration 14Q: 3 clusters Score -132077.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -132098.921875 Penalty: 2351.342041 Iteration 15Q: 3 clusters Score -132098.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -132113.015625 Penalty: 2351.342041 Iteration 16Q: 3 clusters Score -132113 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -132124.015625 Penalty: 2351.342041 Iteration 17Q: 3 clusters Score -132124 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -132137.984375 Penalty: 2351.342041 Iteration 18Q: 3 clusters Score -132138 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -132154.812500 Penalty: 2351.342041 Iteration 19Q: 3 clusters Score -132154.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -132165.265625 Penalty: 2351.342041 Iteration 20F: 3 clusters Score -132165.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -132178.625000 Penalty: 2351.342041 Iteration 21Q: 3 clusters Score -132178.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -132185.312500 Penalty: 2351.342041 Iteration 22Q: 3 clusters Score -132185.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -132193.734375 Penalty: 2351.342041 Iteration 23Q: 3 clusters Score -132193.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -132200.156250 Penalty: 2351.342041 Iteration 24Q: 3 clusters Score -132200.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -132206.265625 Penalty: 2351.342041 Iteration 25Q: 3 clusters Score -132206.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -132212.421875 Penalty: 2351.342041 Iteration 26Q: 3 clusters Score -132212.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -132217.546875 Penalty: 2351.342041 Iteration 27Q: 3 clusters Score -132217.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -132223.578125 Penalty: 2351.342041 Iteration 28Q: 3 clusters Score -132223.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -132227.625000 Penalty: 2351.342041 Iteration 29Q: 3 clusters Score -132227.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -132229.953125 Penalty: 2351.342041 Iteration 30Q: 3 clusters Score -132230 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -132230.656250 Penalty: 2351.342041 Iteration 31Q: 3 clusters Score -132230.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -132232.609375 Penalty: 2351.342041 Iteration 32Q: 3 clusters Score -132232.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -132235.343750 Penalty: 2351.342041 Iteration 33Q: 3 clusters Score -132235.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -132238.968750 Penalty: 2351.342041 Iteration 34Q: 3 clusters Score -132239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -132241.406250 Penalty: 2351.342041 Iteration 35Q: 3 clusters Score -132241.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -132244.328125 Penalty: 2351.342041 Iteration 36Q: 3 clusters Score -132244.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -132245.187500 Penalty: 2351.342041 Iteration 37Q: 3 clusters Score -132245.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -132246.265625 Penalty: 2351.342041 Iteration 38Q: 3 clusters Score -132246.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -132246.484375 Penalty: 2351.342041 Iteration 39Q: 3 clusters Score -132246.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -132246.484375 Penalty: 2351.342041 Iteration 40F: 3 clusters Score -132246.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Entering Unmasked Estep Score: -190686.156250 Penalty: 1229.020020 Iteration 0F: 2 clusters Score -190686.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -188646.484375 Penalty: 2458.040039 Iteration 0F: 3 clusters Score -188646.5 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -189125.812500 Penalty: 2458.040039 Iteration 1F: 3 clusters Score -189125.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -189236.156250 Penalty: 2458.040039 Iteration 2F: 3 clusters Score -189236.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -189299.265625 Penalty: 2458.040039 Iteration 3Q: 3 clusters Score -189299.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -189339.734375 Penalty: 2458.040039 Iteration 4Q: 3 clusters Score -189339.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -189370.125000 Penalty: 2458.040039 Iteration 5Q: 3 clusters Score -189370.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -189394.250000 Penalty: 2458.040039 Iteration 6Q: 3 clusters Score -189394.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -189418.062500 Penalty: 2458.040039 Iteration 7Q: 3 clusters Score -189418.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -189439.718750 Penalty: 2458.040039 Iteration 8Q: 3 clusters Score -189439.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -189456.781250 Penalty: 2458.040039 Iteration 9Q: 3 clusters Score -189456.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -189470.203125 Penalty: 2458.040039 Iteration 10Q: 3 clusters Score -189470.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -189480.312500 Penalty: 2458.040039 Iteration 11Q: 3 clusters Score -189480.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -189490.609375 Penalty: 2458.040039 Iteration 12Q: 3 clusters Score -189490.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -189498.906250 Penalty: 2458.040039 Iteration 13Q: 3 clusters Score -189498.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -189503.828125 Penalty: 2458.040039 Iteration 14Q: 3 clusters Score -189503.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -189515.046875 Penalty: 2458.040039 Iteration 15Q: 3 clusters Score -189515 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -189524.656250 Penalty: 2458.040039 Iteration 16Q: 3 clusters Score -189524.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -189533.593750 Penalty: 2458.040039 Iteration 17Q: 3 clusters Score -189533.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -189540.562500 Penalty: 2458.040039 Iteration 18Q: 3 clusters Score -189540.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -189550.156250 Penalty: 2458.040039 Iteration 19Q: 3 clusters Score -189550.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -189555.093750 Penalty: 2458.040039 Iteration 20F: 3 clusters Score -189555.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -189560.421875 Penalty: 2458.040039 Iteration 21Q: 3 clusters Score -189560.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -189563.093750 Penalty: 2458.040039 Iteration 22Q: 3 clusters Score -189563.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -189566.781250 Penalty: 2458.040039 Iteration 23Q: 3 clusters Score -189566.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -189568.968750 Penalty: 2458.040039 Iteration 24Q: 3 clusters Score -189569 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -189571.593750 Penalty: 2458.040039 Iteration 25Q: 3 clusters Score -189571.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -189572.671875 Penalty: 2458.040039 Iteration 26Q: 3 clusters Score -189572.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -189572.765625 Penalty: 2458.040039 Iteration 27Q: 3 clusters Score -189572.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -189573.203125 Penalty: 2458.040039 Iteration 28Q: 3 clusters Score -189573.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -189574.203125 Penalty: 2458.040039 Iteration 29Q: 3 clusters Score -189574.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -189574.203125 Penalty: 2458.040039 Iteration 30F: 3 clusters Score -189574.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Entering Unmasked Estep Score: -223667.609375 Penalty: 1251.003540 Iteration 0F: 2 clusters Score -223667.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -221428.281250 Penalty: 2502.007080 Iteration 0F: 3 clusters Score -221428.3 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -221918.281250 Penalty: 2502.007080 Iteration 1F: 3 clusters Score -221918.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -222037.828125 Penalty: 2502.007080 Iteration 2F: 3 clusters Score -222037.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -222094.156250 Penalty: 2502.007080 Iteration 3Q: 3 clusters Score -222094.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -222133.406250 Penalty: 2502.007080 Iteration 4Q: 3 clusters Score -222133.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -222168.062500 Penalty: 2502.007080 Iteration 5Q: 3 clusters Score -222168.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -222206.234375 Penalty: 2502.007080 Iteration 6Q: 3 clusters Score -222206.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -222238.187500 Penalty: 2502.007080 Iteration 7Q: 3 clusters Score -222238.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -222266.109375 Penalty: 2502.007080 Iteration 8Q: 3 clusters Score -222266.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -222286.750000 Penalty: 2502.007080 Iteration 9Q: 3 clusters Score -222286.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -222301.265625 Penalty: 2502.007080 Iteration 10Q: 3 clusters Score -222301.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -222313.578125 Penalty: 2502.007080 Iteration 11Q: 3 clusters Score -222313.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -222321.312500 Penalty: 2502.007080 Iteration 12Q: 3 clusters Score -222321.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -222328.953125 Penalty: 2502.007080 Iteration 13Q: 3 clusters Score -222329 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -222341.000000 Penalty: 2502.007080 Iteration 14Q: 3 clusters Score -222341 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -222350.781250 Penalty: 2502.007080 Iteration 15Q: 3 clusters Score -222350.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -222359.500000 Penalty: 2502.007080 Iteration 16Q: 3 clusters Score -222359.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -222365.218750 Penalty: 2502.007080 Iteration 17Q: 3 clusters Score -222365.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -222371.218750 Penalty: 2502.007080 Iteration 18Q: 3 clusters Score -222371.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -222378.546875 Penalty: 2502.007080 Iteration 19Q: 3 clusters Score -222378.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -222388.359375 Penalty: 2502.007080 Iteration 20F: 3 clusters Score -222388.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -222394.609375 Penalty: 2502.007080 Iteration 21Q: 3 clusters Score -222394.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -222400.984375 Penalty: 2502.007080 Iteration 22Q: 3 clusters Score -222401 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -222407.437500 Penalty: 2502.007080 Iteration 23Q: 3 clusters Score -222407.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -222411.328125 Penalty: 2502.007080 Iteration 24Q: 3 clusters Score -222411.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -222415.203125 Penalty: 2502.007080 Iteration 25Q: 3 clusters Score -222415.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -222418.203125 Penalty: 2502.007080 Iteration 26Q: 3 clusters Score -222418.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -222421.562500 Penalty: 2502.007080 Iteration 27Q: 3 clusters Score -222421.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -222423.953125 Penalty: 2502.007080 Iteration 28Q: 3 clusters Score -222424 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -222426.328125 Penalty: 2502.007080 Iteration 29Q: 3 clusters Score -222426.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -222427.625000 Penalty: 2502.007080 Iteration 30Q: 3 clusters Score -222427.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -222428.281250 Penalty: 2502.007080 Iteration 31Q: 3 clusters Score -222428.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -222429.484375 Penalty: 2502.007080 Iteration 32Q: 3 clusters Score -222429.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -222430.328125 Penalty: 2502.007080 Iteration 33Q: 3 clusters Score -222430.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -222431.625000 Penalty: 2502.007080 Iteration 34Q: 3 clusters Score -222431.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -222434.953125 Penalty: 2502.007080 Iteration 35Q: 3 clusters Score -222435 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -222436.906250 Penalty: 2502.007080 Iteration 36Q: 3 clusters Score -222436.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -222438.296875 Penalty: 2502.007080 Iteration 37Q: 3 clusters Score -222438.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -222438.906250 Penalty: 2502.007080 Iteration 38Q: 3 clusters Score -222438.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -222440.515625 Penalty: 2502.007080 Iteration 39Q: 3 clusters Score -222440.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -222441.890625 Penalty: 2502.007080 Iteration 40F: 3 clusters Score -222441.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -222442.828125 Penalty: 2502.007080 Iteration 41Q: 3 clusters Score -222442.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -222444.859375 Penalty: 2502.007080 Iteration 42Q: 3 clusters Score -222444.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -222445.046875 Penalty: 2502.007080 Iteration 43Q: 3 clusters Score -222445 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -222445.046875 Penalty: 2502.007080 Iteration 44F: 3 clusters Score -222445 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Entering Unmasked Estep Score: -473737.250000 Penalty: 1375.194824 Iteration 0F: 2 clusters Score -473737.2 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 2358 members Entering Unmasked Estep Score: -469944.593750 Penalty: 2750.389648 Iteration 0F: 3 clusters Score -469944.6 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -471027.156250 Penalty: 2750.389648 Iteration 1F: 3 clusters Score -471027.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -471203.375000 Penalty: 2750.389648 Iteration 2F: 3 clusters Score -471203.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -471326.812500 Penalty: 2750.389648 Iteration 3F: 3 clusters Score -471326.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -471410.656250 Penalty: 2750.389648 Iteration 4Q: 3 clusters Score -471410.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -471472.937500 Penalty: 2750.389648 Iteration 5Q: 3 clusters Score -471472.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -471531.781250 Penalty: 2750.389648 Iteration 6Q: 3 clusters Score -471531.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -471583.687500 Penalty: 2750.389648 Iteration 7Q: 3 clusters Score -471583.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -471631.000000 Penalty: 2750.389648 Iteration 8Q: 3 clusters Score -471631 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -471680.500000 Penalty: 2750.389648 Iteration 9Q: 3 clusters Score -471680.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -471729.031250 Penalty: 2750.389648 Iteration 10Q: 3 clusters Score -471729 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -471770.156250 Penalty: 2750.389648 Iteration 11Q: 3 clusters Score -471770.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -471813.312500 Penalty: 2750.389648 Iteration 12Q: 3 clusters Score -471813.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -471856.250000 Penalty: 2750.389648 Iteration 13Q: 3 clusters Score -471856.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -471901.750000 Penalty: 2750.389648 Iteration 14Q: 3 clusters Score -471901.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -471944.687500 Penalty: 2750.389648 Iteration 15Q: 3 clusters Score -471944.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -471978.562500 Penalty: 2750.389648 Iteration 16Q: 3 clusters Score -471978.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -472009.500000 Penalty: 2750.389648 Iteration 17Q: 3 clusters Score -472009.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -472043.187500 Penalty: 2750.389648 Iteration 18Q: 3 clusters Score -472043.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -472076.062500 Penalty: 2750.389648 Iteration 19Q: 3 clusters Score -472076.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -472102.125000 Penalty: 2750.389648 Iteration 20F: 3 clusters Score -472102.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -472130.218750 Penalty: 2750.389648 Iteration 21Q: 3 clusters Score -472130.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -472159.687500 Penalty: 2750.389648 Iteration 22Q: 3 clusters Score -472159.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -472189.468750 Penalty: 2750.389648 Iteration 23Q: 3 clusters Score -472189.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -472207.656250 Penalty: 2750.389648 Iteration 24Q: 3 clusters Score -472207.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -472224.531250 Penalty: 2750.389648 Iteration 25Q: 3 clusters Score -472224.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -472236.531250 Penalty: 2750.389648 Iteration 26Q: 3 clusters Score -472236.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -472247.156250 Penalty: 2750.389648 Iteration 27Q: 3 clusters Score -472247.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -472256.625000 Penalty: 2750.389648 Iteration 28Q: 3 clusters Score -472256.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -472263.750000 Penalty: 2750.389648 Iteration 29Q: 3 clusters Score -472263.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -472270.156250 Penalty: 2750.389648 Iteration 30Q: 3 clusters Score -472270.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -472275.000000 Penalty: 2750.389648 Iteration 31Q: 3 clusters Score -472275 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -472282.187500 Penalty: 2750.389648 Iteration 32Q: 3 clusters Score -472282.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -472285.312500 Penalty: 2750.389648 Iteration 33Q: 3 clusters Score -472285.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -472289.437500 Penalty: 2750.389648 Iteration 34Q: 3 clusters Score -472289.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -472294.312500 Penalty: 2750.389648 Iteration 35Q: 3 clusters Score -472294.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -472294.718750 Penalty: 2750.389648 Iteration 36Q: 3 clusters Score -472294.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -472296.781250 Penalty: 2750.389648 Iteration 37Q: 3 clusters Score -472296.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -472298.531250 Penalty: 2750.389648 Iteration 38Q: 3 clusters Score -472298.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -472300.906250 Penalty: 2750.389648 Iteration 39Q: 3 clusters Score -472300.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -472305.687500 Penalty: 2750.389648 Iteration 40F: 3 clusters Score -472305.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -472308.125000 Penalty: 2750.389648 Iteration 41Q: 3 clusters Score -472308.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -472309.781250 Penalty: 2750.389648 Iteration 42Q: 3 clusters Score -472309.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -472313.937500 Penalty: 2750.389648 Iteration 43Q: 3 clusters Score -472313.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -472318.125000 Penalty: 2750.389648 Iteration 44Q: 3 clusters Score -472318.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -472321.187500 Penalty: 2750.389648 Iteration 45Q: 3 clusters Score -472321.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -472323.906250 Penalty: 2750.389648 Iteration 46Q: 3 clusters Score -472323.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -472329.937500 Penalty: 2750.389648 Iteration 47Q: 3 clusters Score -472329.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -472339.343750 Penalty: 2750.389648 Iteration 48Q: 3 clusters Score -472339.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -472346.625000 Penalty: 2750.389648 Iteration 49Q: 3 clusters Score -472346.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -472353.562500 Penalty: 2750.389648 Iteration 50Q: 3 clusters Score -472353.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -472360.531250 Penalty: 2750.389648 Iteration 51Q: 3 clusters Score -472360.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -472369.593750 Penalty: 2750.389648 Iteration 52Q: 3 clusters Score -472369.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -472377.562500 Penalty: 2750.389648 Iteration 53Q: 3 clusters Score -472377.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -472385.375000 Penalty: 2750.389648 Iteration 54Q: 3 clusters Score -472385.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -472393.437500 Penalty: 2750.389648 Iteration 55Q: 3 clusters Score -472393.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -472401.750000 Penalty: 2750.389648 Iteration 56Q: 3 clusters Score -472401.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -472410.781250 Penalty: 2750.389648 Iteration 57Q: 3 clusters Score -472410.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -472419.218750 Penalty: 2750.389648 Iteration 58Q: 3 clusters Score -472419.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -472425.625000 Penalty: 2750.389648 Iteration 59Q: 3 clusters Score -472425.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -472431.718750 Penalty: 2750.389648 Iteration 60F: 3 clusters Score -472431.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -472437.093750 Penalty: 2750.389648 Iteration 61Q: 3 clusters Score -472437.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -472441.031250 Penalty: 2750.389648 Iteration 62Q: 3 clusters Score -472441 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -472447.218750 Penalty: 2750.389648 Iteration 63Q: 3 clusters Score -472447.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -472455.000000 Penalty: 2750.389648 Iteration 64Q: 3 clusters Score -472455 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -472462.531250 Penalty: 2750.389648 Iteration 65Q: 3 clusters Score -472462.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -472467.031250 Penalty: 2750.389648 Iteration 66Q: 3 clusters Score -472467 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -472473.000000 Penalty: 2750.389648 Iteration 67Q: 3 clusters Score -472473 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -472475.968750 Penalty: 2750.389648 Iteration 68Q: 3 clusters Score -472476 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -472480.031250 Penalty: 2750.389648 Iteration 69Q: 3 clusters Score -472480 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -472484.562500 Penalty: 2750.389648 Iteration 70Q: 3 clusters Score -472484.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -472490.187500 Penalty: 2750.389648 Iteration 71Q: 3 clusters Score -472490.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -472494.937500 Penalty: 2750.389648 Iteration 72Q: 3 clusters Score -472494.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -472500.187500 Penalty: 2750.389648 Iteration 73Q: 3 clusters Score -472500.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -472503.375000 Penalty: 2750.389648 Iteration 74Q: 3 clusters Score -472503.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -472505.593750 Penalty: 2750.389648 Iteration 75Q: 3 clusters Score -472505.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -472509.656250 Penalty: 2750.389648 Iteration 76Q: 3 clusters Score -472509.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -472512.718750 Penalty: 2750.389648 Iteration 77Q: 3 clusters Score -472512.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -472515.843750 Penalty: 2750.389648 Iteration 78Q: 3 clusters Score -472515.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -472519.031250 Penalty: 2750.389648 Iteration 79Q: 3 clusters Score -472519 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -472522.812500 Penalty: 2750.389648 Iteration 80F: 3 clusters Score -472522.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -472527.593750 Penalty: 2750.389648 Iteration 81Q: 3 clusters Score -472527.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -472532.531250 Penalty: 2750.389648 Iteration 82Q: 3 clusters Score -472532.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -472535.343750 Penalty: 2750.389648 Iteration 83Q: 3 clusters Score -472535.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -472538.093750 Penalty: 2750.389648 Iteration 84Q: 3 clusters Score -472538.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -472541.468750 Penalty: 2750.389648 Iteration 85Q: 3 clusters Score -472541.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -472544.937500 Penalty: 2750.389648 Iteration 86Q: 3 clusters Score -472544.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -472548.625000 Penalty: 2750.389648 Iteration 87Q: 3 clusters Score -472548.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -472558.031250 Penalty: 2750.389648 Iteration 88Q: 3 clusters Score -472558 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -472569.562500 Penalty: 2750.389648 Iteration 89Q: 3 clusters Score -472569.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -472578.750000 Penalty: 2750.389648 Iteration 90Q: 3 clusters Score -472578.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -472583.875000 Penalty: 2750.389648 Iteration 91Q: 3 clusters Score -472583.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -472589.312500 Penalty: 2750.389648 Iteration 92Q: 3 clusters Score -472589.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -472593.406250 Penalty: 2750.389648 Iteration 93Q: 3 clusters Score -472593.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -472594.218750 Penalty: 2750.389648 Iteration 94Q: 3 clusters Score -472594.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -472598.375000 Penalty: 2750.389648 Iteration 95Q: 3 clusters Score -472598.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -472599.875000 Penalty: 2750.389648 Iteration 96Q: 3 clusters Score -472599.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -472601.562500 Penalty: 2750.389648 Iteration 97Q: 3 clusters Score -472601.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -472601.250000 Penalty: 2750.389648 Iteration 98Q: 3 clusters Score -472601.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -472602.218750 Penalty: 2750.389648 Iteration 99Q: 3 clusters Score -472602.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -472604.656250 Penalty: 2750.389648 Iteration 100F: 3 clusters Score -472604.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -472610.000000 Penalty: 2750.389648 Iteration 101Q: 3 clusters Score -472610 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -472612.375000 Penalty: 2750.389648 Iteration 102Q: 3 clusters Score -472612.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -472612.875000 Penalty: 2750.389648 Iteration 103Q: 3 clusters Score -472612.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -472613.593750 Penalty: 2750.389648 Iteration 104Q: 3 clusters Score -472613.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -472614.031250 Penalty: 2750.389648 Iteration 105Q: 3 clusters Score -472614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -472613.687500 Penalty: 2750.389648 Iteration 106Q: 3 clusters Score -472613.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -472613.968750 Penalty: 2750.389648 Iteration 107Q: 3 clusters Score -472614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -472614.406250 Penalty: 2750.389648 Iteration 108Q: 3 clusters Score -472614.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -472615.000000 Penalty: 2750.389648 Iteration 109Q: 3 clusters Score -472615 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -472615.656250 Penalty: 2750.389648 Iteration 110Q: 3 clusters Score -472615.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -472615.968750 Penalty: 2750.389648 Iteration 111Q: 3 clusters Score -472616 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -472615.968750 Penalty: 2750.389648 Iteration 112F: 3 clusters Score -472616 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Entering Unmasked Estep Score: -126046.296875 Penalty: 1173.429565 Iteration 0F: 2 clusters Score -126046.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -124327.343750 Penalty: 2346.859131 Iteration 0F: 3 clusters Score -124327.3 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -124677.960938 Penalty: 2346.859131 Iteration 1F: 3 clusters Score -124678 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -124768.046875 Penalty: 2346.859131 Iteration 2F: 3 clusters Score -124768 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -124820.382812 Penalty: 2346.859131 Iteration 3Q: 3 clusters Score -124820.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -124846.898438 Penalty: 2346.859131 Iteration 4Q: 3 clusters Score -124846.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -124864.117188 Penalty: 2346.859131 Iteration 5Q: 3 clusters Score -124864.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -124877.570312 Penalty: 2346.859131 Iteration 6Q: 3 clusters Score -124877.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -124889.187500 Penalty: 2346.859131 Iteration 7Q: 3 clusters Score -124889.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -124891.195312 Penalty: 2346.859131 Iteration 8Q: 3 clusters Score -124891.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -124892.382812 Penalty: 2346.859131 Iteration 9Q: 3 clusters Score -124892.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -124892.937500 Penalty: 2346.859131 Iteration 10Q: 3 clusters Score -124892.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -124892.937500 Penalty: 2346.859131 Iteration 11F: 3 clusters Score -124892.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Entering Unmasked Estep Score: -338513.375000 Penalty: 1324.544800 Iteration 0F: 2 clusters Score -338513.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -335508.250000 Penalty: 2649.089600 Iteration 0F: 3 clusters Score -335508.2 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -336230.687500 Penalty: 2649.089600 Iteration 1F: 3 clusters Score -336230.7 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -336407.843750 Penalty: 2649.089600 Iteration 2F: 3 clusters Score -336407.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -336512.500000 Penalty: 2649.089600 Iteration 3F: 3 clusters Score -336512.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -336618.437500 Penalty: 2649.089600 Iteration 4Q: 3 clusters Score -336618.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -336712.875000 Penalty: 2649.089600 Iteration 5Q: 3 clusters Score -336712.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -336813.062500 Penalty: 2649.089600 Iteration 6Q: 3 clusters Score -336813.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -336910.531250 Penalty: 2649.089600 Iteration 7Q: 3 clusters Score -336910.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -336995.750000 Penalty: 2649.089600 Iteration 8Q: 3 clusters Score -336995.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -337068.125000 Penalty: 2649.089600 Iteration 9Q: 3 clusters Score -337068.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -337135.937500 Penalty: 2649.089600 Iteration 10Q: 3 clusters Score -337135.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -337187.375000 Penalty: 2649.089600 Iteration 11Q: 3 clusters Score -337187.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -337224.812500 Penalty: 2649.089600 Iteration 12Q: 3 clusters Score -337224.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -337253.687500 Penalty: 2649.089600 Iteration 13Q: 3 clusters Score -337253.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -337274.093750 Penalty: 2649.089600 Iteration 14Q: 3 clusters Score -337274.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -337289.937500 Penalty: 2649.089600 Iteration 15Q: 3 clusters Score -337289.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -337305.875000 Penalty: 2649.089600 Iteration 16Q: 3 clusters Score -337305.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -337319.218750 Penalty: 2649.089600 Iteration 17Q: 3 clusters Score -337319.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -337329.906250 Penalty: 2649.089600 Iteration 18Q: 3 clusters Score -337329.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -337344.656250 Penalty: 2649.089600 Iteration 19Q: 3 clusters Score -337344.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -337358.031250 Penalty: 2649.089600 Iteration 20F: 3 clusters Score -337358 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -337363.875000 Penalty: 2649.089600 Iteration 21Q: 3 clusters Score -337363.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -337367.531250 Penalty: 2649.089600 Iteration 22Q: 3 clusters Score -337367.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -337371.875000 Penalty: 2649.089600 Iteration 23Q: 3 clusters Score -337371.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -337376.312500 Penalty: 2649.089600 Iteration 24Q: 3 clusters Score -337376.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -337379.718750 Penalty: 2649.089600 Iteration 25Q: 3 clusters Score -337379.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -337383.750000 Penalty: 2649.089600 Iteration 26Q: 3 clusters Score -337383.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -337390.406250 Penalty: 2649.089600 Iteration 27Q: 3 clusters Score -337390.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -337399.000000 Penalty: 2649.089600 Iteration 28Q: 3 clusters Score -337399 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -337403.375000 Penalty: 2649.089600 Iteration 29Q: 3 clusters Score -337403.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -337405.406250 Penalty: 2649.089600 Iteration 30Q: 3 clusters Score -337405.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -337408.312500 Penalty: 2649.089600 Iteration 31Q: 3 clusters Score -337408.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -337411.937500 Penalty: 2649.089600 Iteration 32Q: 3 clusters Score -337411.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -337413.625000 Penalty: 2649.089600 Iteration 33Q: 3 clusters Score -337413.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -337414.218750 Penalty: 2649.089600 Iteration 34Q: 3 clusters Score -337414.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -337415.312500 Penalty: 2649.089600 Iteration 35Q: 3 clusters Score -337415.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -337417.437500 Penalty: 2649.089600 Iteration 36Q: 3 clusters Score -337417.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -337417.375000 Penalty: 2649.089600 Iteration 37Q: 3 clusters Score -337417.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -337418.250000 Penalty: 2649.089600 Iteration 38Q: 3 clusters Score -337418.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -337419.375000 Penalty: 2649.089600 Iteration 39Q: 3 clusters Score -337419.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -337419.406250 Penalty: 2649.089600 Iteration 40F: 3 clusters Score -337419.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -337419.937500 Penalty: 2649.089600 Iteration 41Q: 3 clusters Score -337419.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -337421.500000 Penalty: 2649.089600 Iteration 42Q: 3 clusters Score -337421.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -337421.781250 Penalty: 2649.089600 Iteration 43Q: 3 clusters Score -337421.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -337421.781250 Penalty: 2649.089600 Iteration 44F: 3 clusters Score -337421.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (12365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12365 members Entering Unmasked Estep Score: -1253242.500000 Penalty: 1531.176636 Iteration 0F: 2 clusters Score -1253242 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -1244541.500000 Penalty: 3062.353271 Iteration 0F: 3 clusters Score -1244542 nChanged 5429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -1247317.500000 Penalty: 3062.353271 Iteration 1F: 3 clusters Score -1247318 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -1247586.250000 Penalty: 3062.353271 Iteration 2F: 3 clusters Score -1247586 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -1247831.750000 Penalty: 3062.353271 Iteration 3Q: 3 clusters Score -1247832 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -1248069.375000 Penalty: 3062.353271 Iteration 4Q: 3 clusters Score -1248069 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -1248302.500000 Penalty: 3062.353271 Iteration 5Q: 3 clusters Score -1248302 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -1248625.000000 Penalty: 3062.353271 Iteration 6Q: 3 clusters Score -1248625 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -1249068.500000 Penalty: 3062.353271 Iteration 7F: 3 clusters Score -1249068 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 9546 members Entering Unmasked Estep Score: -1249596.625000 Penalty: 3062.353271 Iteration 8F: 3 clusters Score -1249597 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 10260 members Entering Unmasked Estep Score: -1250220.500000 Penalty: 3062.353271 Iteration 9F: 3 clusters Score -1250220 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 10876 members Entering Unmasked Estep Score: -1250770.500000 Penalty: 3062.353271 Iteration 10F: 3 clusters Score -1250770 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 11323 members Entering Unmasked Estep Score: -1251178.000000 Penalty: 3062.353271 Iteration 11Q: 3 clusters Score -1251178 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 11612 members Entering Unmasked Estep Score: -1251444.500000 Penalty: 3062.353271 Iteration 12Q: 3 clusters Score -1251444 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 11805 members Entering Unmasked Estep Score: -1251622.500000 Penalty: 3062.353271 Iteration 13Q: 3 clusters Score -1251622 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 11916 members Entering Unmasked Estep Score: -1251718.750000 Penalty: 3062.353271 Iteration 14Q: 3 clusters Score -1251719 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 11981 members Entering Unmasked Estep Score: -1251780.250000 Penalty: 3062.353271 Iteration 15Q: 3 clusters Score -1251780 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 12026 members Entering Unmasked Estep Score: -1251821.125000 Penalty: 3062.353271 Iteration 16Q: 3 clusters Score -1251821 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 12050 members Entering Unmasked Estep Score: -1251853.625000 Penalty: 3062.353271 Iteration 17Q: 3 clusters Score -1251854 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 12074 members Entering Unmasked Estep Score: -1251884.750000 Penalty: 3062.353271 Iteration 18Q: 3 clusters Score -1251885 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 12091 members Entering Unmasked Estep Score: -1251903.500000 Penalty: 3062.353271 Iteration 19Q: 3 clusters Score -1251904 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -1251911.250000 Penalty: 3062.353271 Iteration 20F: 3 clusters Score -1251911 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 12105 members Entering Unmasked Estep Score: -1251924.375000 Penalty: 3062.353271 Iteration 21Q: 3 clusters Score -1251924 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 12110 members Entering Unmasked Estep Score: -1251928.875000 Penalty: 3062.353271 Iteration 22Q: 3 clusters Score -1251929 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 12112 members Entering Unmasked Estep Score: -1251930.375000 Penalty: 3062.353271 Iteration 23Q: 3 clusters Score -1251930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 12114 members Entering Unmasked Estep Score: -1251931.500000 Penalty: 3062.353271 Iteration 24Q: 3 clusters Score -1251932 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 12115 members Entering Unmasked Estep Score: -1251931.625000 Penalty: 3062.353271 Iteration 25Q: 3 clusters Score -1251932 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 12118 members Entering Unmasked Estep Score: -1251934.875000 Penalty: 3062.353271 Iteration 26Q: 3 clusters Score -1251935 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -1251937.250000 Penalty: 3062.353271 Iteration 27Q: 3 clusters Score -1251937 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -1251938.625000 Penalty: 3062.353271 Iteration 28Q: 3 clusters Score -1251939 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 12124 members Entering Unmasked Estep Score: -1251941.000000 Penalty: 3062.353271 Iteration 29Q: 3 clusters Score -1251941 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 12125 members Entering Unmasked Estep Score: -1251943.875000 Penalty: 3062.353271 Iteration 30Q: 3 clusters Score -1251944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -1251948.125000 Penalty: 3062.353271 Iteration 31Q: 3 clusters Score -1251948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 12131 members Entering Unmasked Estep Score: -1251948.875000 Penalty: 3062.353271 Iteration 32Q: 3 clusters Score -1251949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 12131 members Entering Unmasked Estep Score: -1251948.875000 Penalty: 3062.353271 Iteration 33F: 3 clusters Score -1251949 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3797 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Entering Unmasked Estep Score: -352505.750000 Penalty: 1339.319458 Iteration 0F: 2 clusters Score -352505.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -349325.468750 Penalty: 2678.638916 Iteration 0F: 3 clusters Score -349325.5 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -350373.750000 Penalty: 2678.638916 Iteration 1F: 3 clusters Score -350373.8 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -350758.187500 Penalty: 2678.638916 Iteration 2F: 3 clusters Score -350758.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -351052.281250 Penalty: 2678.638916 Iteration 3F: 3 clusters Score -351052.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -351293.968750 Penalty: 2678.638916 Iteration 4F: 3 clusters Score -351294 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -351449.468750 Penalty: 2678.638916 Iteration 5Q: 3 clusters Score -351449.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -351547.468750 Penalty: 2678.638916 Iteration 6Q: 3 clusters Score -351547.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -351608.156250 Penalty: 2678.638916 Iteration 7Q: 3 clusters Score -351608.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -351637.937500 Penalty: 2678.638916 Iteration 8Q: 3 clusters Score -351637.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -351648.375000 Penalty: 2678.638916 Iteration 9Q: 3 clusters Score -351648.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -351652.687500 Penalty: 2678.638916 Iteration 10Q: 3 clusters Score -351652.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -351654.656250 Penalty: 2678.638916 Iteration 11Q: 3 clusters Score -351654.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -351655.343750 Penalty: 2678.638916 Iteration 12Q: 3 clusters Score -351655.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -351657.156250 Penalty: 2678.638916 Iteration 13Q: 3 clusters Score -351657.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -351658.125000 Penalty: 2678.638916 Iteration 14Q: 3 clusters Score -351658.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -351657.562500 Penalty: 2678.638916 Iteration 15Q: 3 clusters Score -351657.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -351658.312500 Penalty: 2678.638916 Iteration 16Q: 3 clusters Score -351658.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -351658.312500 Penalty: 2678.638916 Iteration 17F: 3 clusters Score -351658.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (1952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Entering Unmasked Estep Score: -192790.937500 Penalty: 1231.199097 Iteration 0F: 2 clusters Score -192790.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -190748.171875 Penalty: 2462.398193 Iteration 0F: 3 clusters Score -190748.2 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -191166.093750 Penalty: 2462.398193 Iteration 1F: 3 clusters Score -191166.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -191255.609375 Penalty: 2462.398193 Iteration 2F: 3 clusters Score -191255.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -191302.187500 Penalty: 2462.398193 Iteration 3Q: 3 clusters Score -191302.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -191336.000000 Penalty: 2462.398193 Iteration 4Q: 3 clusters Score -191336 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -191368.609375 Penalty: 2462.398193 Iteration 5Q: 3 clusters Score -191368.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -191392.515625 Penalty: 2462.398193 Iteration 6Q: 3 clusters Score -191392.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -191409.906250 Penalty: 2462.398193 Iteration 7Q: 3 clusters Score -191409.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -191419.656250 Penalty: 2462.398193 Iteration 8Q: 3 clusters Score -191419.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -191428.921875 Penalty: 2462.398193 Iteration 9Q: 3 clusters Score -191428.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -191436.546875 Penalty: 2462.398193 Iteration 10Q: 3 clusters Score -191436.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -191447.578125 Penalty: 2462.398193 Iteration 11Q: 3 clusters Score -191447.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -191460.218750 Penalty: 2462.398193 Iteration 12Q: 3 clusters Score -191460.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -191481.250000 Penalty: 2462.398193 Iteration 13Q: 3 clusters Score -191481.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -191497.312500 Penalty: 2462.398193 Iteration 14Q: 3 clusters Score -191497.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -191503.078125 Penalty: 2462.398193 Iteration 15Q: 3 clusters Score -191503.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -191510.937500 Penalty: 2462.398193 Iteration 16Q: 3 clusters Score -191510.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -191524.437500 Penalty: 2462.398193 Iteration 17Q: 3 clusters Score -191524.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -191536.125000 Penalty: 2462.398193 Iteration 18Q: 3 clusters Score -191536.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -191544.000000 Penalty: 2462.398193 Iteration 19Q: 3 clusters Score -191544 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -191549.187500 Penalty: 2462.398193 Iteration 20F: 3 clusters Score -191549.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -191556.390625 Penalty: 2462.398193 Iteration 21Q: 3 clusters Score -191556.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -191562.875000 Penalty: 2462.398193 Iteration 22Q: 3 clusters Score -191562.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -191569.828125 Penalty: 2462.398193 Iteration 23Q: 3 clusters Score -191569.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -191578.812500 Penalty: 2462.398193 Iteration 24Q: 3 clusters Score -191578.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -191591.828125 Penalty: 2462.398193 Iteration 25Q: 3 clusters Score -191591.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -191606.953125 Penalty: 2462.398193 Iteration 26Q: 3 clusters Score -191607 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -191624.703125 Penalty: 2462.398193 Iteration 27Q: 3 clusters Score -191624.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -191653.546875 Penalty: 2462.398193 Iteration 28Q: 3 clusters Score -191653.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -191685.984375 Penalty: 2462.398193 Iteration 29Q: 3 clusters Score -191686 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -191715.578125 Penalty: 2462.398193 Iteration 30Q: 3 clusters Score -191715.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -191743.984375 Penalty: 2462.398193 Iteration 31Q: 3 clusters Score -191744 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -191780.687500 Penalty: 2462.398193 Iteration 32Q: 3 clusters Score -191780.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -191836.375000 Penalty: 2462.398193 Iteration 33Q: 3 clusters Score -191836.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -191880.343750 Penalty: 2462.398193 Iteration 34Q: 3 clusters Score -191880.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -191932.234375 Penalty: 2462.398193 Iteration 35Q: 3 clusters Score -191932.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -191977.687500 Penalty: 2462.398193 Iteration 36Q: 3 clusters Score -191977.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -192022.546875 Penalty: 2462.398193 Iteration 37Q: 3 clusters Score -192022.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -192053.625000 Penalty: 2462.398193 Iteration 38Q: 3 clusters Score -192053.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -192080.437500 Penalty: 2462.398193 Iteration 39Q: 3 clusters Score -192080.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -192108.656250 Penalty: 2462.398193 Iteration 40F: 3 clusters Score -192108.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -192143.031250 Penalty: 2462.398193 Iteration 41Q: 3 clusters Score -192143 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -192163.921875 Penalty: 2462.398193 Iteration 42Q: 3 clusters Score -192163.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -192179.859375 Penalty: 2462.398193 Iteration 43Q: 3 clusters Score -192179.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -192193.359375 Penalty: 2462.398193 Iteration 44Q: 3 clusters Score -192193.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -192203.609375 Penalty: 2462.398193 Iteration 45Q: 3 clusters Score -192203.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -192206.156250 Penalty: 2462.398193 Iteration 46Q: 3 clusters Score -192206.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -192208.500000 Penalty: 2462.398193 Iteration 47Q: 3 clusters Score -192208.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -192210.203125 Penalty: 2462.398193 Iteration 48Q: 3 clusters Score -192210.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -192210.203125 Penalty: 2462.398193 Iteration 49F: 3 clusters Score -192210.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (4766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Entering Unmasked Estep Score: -481873.625000 Penalty: 1376.255249 Iteration 0F: 2 clusters Score -481873.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -478076.875000 Penalty: 2752.510498 Iteration 0F: 3 clusters Score -478076.9 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -479159.750000 Penalty: 2752.510498 Iteration 1F: 3 clusters Score -479159.8 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -479358.281250 Penalty: 2752.510498 Iteration 2F: 3 clusters Score -479358.3 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -479496.437500 Penalty: 2752.510498 Iteration 3F: 3 clusters Score -479496.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -479598.906250 Penalty: 2752.510498 Iteration 4Q: 3 clusters Score -479598.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -479683.156250 Penalty: 2752.510498 Iteration 5Q: 3 clusters Score -479683.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -479752.531250 Penalty: 2752.510498 Iteration 6Q: 3 clusters Score -479752.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -479806.656250 Penalty: 2752.510498 Iteration 7Q: 3 clusters Score -479806.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -479860.781250 Penalty: 2752.510498 Iteration 8Q: 3 clusters Score -479860.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -479917.687500 Penalty: 2752.510498 Iteration 9Q: 3 clusters Score -479917.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -479975.843750 Penalty: 2752.510498 Iteration 10Q: 3 clusters Score -479975.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -480043.468750 Penalty: 2752.510498 Iteration 11Q: 3 clusters Score -480043.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -480108.562500 Penalty: 2752.510498 Iteration 12Q: 3 clusters Score -480108.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -480172.218750 Penalty: 2752.510498 Iteration 13Q: 3 clusters Score -480172.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -480232.968750 Penalty: 2752.510498 Iteration 14Q: 3 clusters Score -480233 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -480286.031250 Penalty: 2752.510498 Iteration 15Q: 3 clusters Score -480286 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -480329.281250 Penalty: 2752.510498 Iteration 16Q: 3 clusters Score -480329.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -480379.250000 Penalty: 2752.510498 Iteration 17Q: 3 clusters Score -480379.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -480422.812500 Penalty: 2752.510498 Iteration 18Q: 3 clusters Score -480422.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -480454.531250 Penalty: 2752.510498 Iteration 19Q: 3 clusters Score -480454.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -480485.281250 Penalty: 2752.510498 Iteration 20F: 3 clusters Score -480485.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -480507.937500 Penalty: 2752.510498 Iteration 21Q: 3 clusters Score -480507.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -480532.343750 Penalty: 2752.510498 Iteration 22Q: 3 clusters Score -480532.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -480556.968750 Penalty: 2752.510498 Iteration 23Q: 3 clusters Score -480557 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -480579.406250 Penalty: 2752.510498 Iteration 24Q: 3 clusters Score -480579.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -480596.656250 Penalty: 2752.510498 Iteration 25Q: 3 clusters Score -480596.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -480613.656250 Penalty: 2752.510498 Iteration 26Q: 3 clusters Score -480613.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -480626.843750 Penalty: 2752.510498 Iteration 27Q: 3 clusters Score -480626.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -480640.843750 Penalty: 2752.510498 Iteration 28Q: 3 clusters Score -480640.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -480661.718750 Penalty: 2752.510498 Iteration 29Q: 3 clusters Score -480661.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -480682.781250 Penalty: 2752.510498 Iteration 30Q: 3 clusters Score -480682.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -480705.875000 Penalty: 2752.510498 Iteration 31Q: 3 clusters Score -480705.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -480725.375000 Penalty: 2752.510498 Iteration 32Q: 3 clusters Score -480725.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -480744.968750 Penalty: 2752.510498 Iteration 33Q: 3 clusters Score -480745 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -480759.812500 Penalty: 2752.510498 Iteration 34Q: 3 clusters Score -480759.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -480772.375000 Penalty: 2752.510498 Iteration 35Q: 3 clusters Score -480772.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -480777.968750 Penalty: 2752.510498 Iteration 36Q: 3 clusters Score -480778 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -480784.343750 Penalty: 2752.510498 Iteration 37Q: 3 clusters Score -480784.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -480789.593750 Penalty: 2752.510498 Iteration 38Q: 3 clusters Score -480789.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -480794.562500 Penalty: 2752.510498 Iteration 39Q: 3 clusters Score -480794.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -480798.375000 Penalty: 2752.510498 Iteration 40F: 3 clusters Score -480798.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -480804.250000 Penalty: 2752.510498 Iteration 41Q: 3 clusters Score -480804.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -480808.437500 Penalty: 2752.510498 Iteration 42Q: 3 clusters Score -480808.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -480812.312500 Penalty: 2752.510498 Iteration 43Q: 3 clusters Score -480812.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -480814.093750 Penalty: 2752.510498 Iteration 44Q: 3 clusters Score -480814.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -480815.750000 Penalty: 2752.510498 Iteration 45Q: 3 clusters Score -480815.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -480817.218750 Penalty: 2752.510498 Iteration 46Q: 3 clusters Score -480817.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -480819.031250 Penalty: 2752.510498 Iteration 47Q: 3 clusters Score -480819 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -480820.000000 Penalty: 2752.510498 Iteration 48Q: 3 clusters Score -480820 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -480820.000000 Penalty: 2752.510498 Iteration 49F: 3 clusters Score -480820 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 2016 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12309 members Mstep: Class 5 contains 70394 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 16959 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 1470 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 328 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 17005 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 3803 members Mstep: Class 18 contains 5158 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1926 members Mstep: Class 21 contains 2205 members Mstep: Class 22 contains 4735 members Mstep: Class 23 contains 1368 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12365 members Mstep: Class 26 contains 3797 members Mstep: Class 27 contains 1952 members Mstep: Class 28 contains 4766 members Entering Unmasked Estep ConsiderDeletion Score: -22267248.000000 Penalty: 60212.980469 Iteration 119Q: 31 clusters Score -2.226725e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 2291 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12309 members Mstep: Class 5 contains 70385 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16960 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1011 members Mstep: Class 11 contains 1469 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 331 members Mstep: Class 14 contains 260 members Mstep: Class 15 contains 17001 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 3905 members Mstep: Class 18 contains 5159 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1832 members Mstep: Class 21 contains 2205 members Mstep: Class 22 contains 4736 members Mstep: Class 23 contains 1369 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12367 members Mstep: Class 26 contains 3803 members Mstep: Class 27 contains 1953 members Mstep: Class 28 contains 4767 members Mstep: Class 29 contains 32126 members Mstep: Class 30 contains 2468 members Entering Unmasked Estep ConsiderDeletion Score: -22267740.000000 Penalty: 60212.980469 Iteration 120F: 31 clusters Score -2.226774e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 2403 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12309 members Mstep: Class 5 contains 70376 members Mstep: Class 6 contains 646 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 16961 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 1468 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 333 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 16997 members Mstep: Class 16 contains 18435 members Mstep: Class 17 contains 3917 members Mstep: Class 18 contains 5161 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1777 members Mstep: Class 21 contains 2205 members Mstep: Class 22 contains 4738 members Mstep: Class 23 contains 1370 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12369 members Mstep: Class 26 contains 3806 members Mstep: Class 27 contains 1955 members Mstep: Class 28 contains 4767 members Mstep: Class 29 contains 31955 members Mstep: Class 30 contains 2589 members Entering Unmasked Estep ConsiderDeletion Score: -22267952.000000 Penalty: 60212.980469 Iteration 121Q: 31 clusters Score -2.226795e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 2481 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70364 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16959 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1001 members Mstep: Class 11 contains 1468 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 335 members Mstep: Class 14 contains 256 members Mstep: Class 15 contains 16995 members Mstep: Class 16 contains 18440 members Mstep: Class 17 contains 3928 members Mstep: Class 18 contains 5165 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1753 members Mstep: Class 21 contains 2207 members Mstep: Class 22 contains 4738 members Mstep: Class 23 contains 1373 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12369 members Mstep: Class 26 contains 3810 members Mstep: Class 27 contains 1957 members Mstep: Class 28 contains 4767 members Mstep: Class 29 contains 31815 members Mstep: Class 30 contains 2661 members Entering Unmasked Estep ConsiderDeletion Score: -22268006.000000 Penalty: 60212.980469 Iteration 122Q: 31 clusters Score -2.226801e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 2531 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70362 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16960 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1001 members Mstep: Class 11 contains 1467 members Mstep: Class 12 contains 431 members Mstep: Class 13 contains 335 members Mstep: Class 14 contains 256 members Mstep: Class 15 contains 16991 members Mstep: Class 16 contains 18441 members Mstep: Class 17 contains 3943 members Mstep: Class 18 contains 5166 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1741 members Mstep: Class 21 contains 2208 members Mstep: Class 22 contains 4737 members Mstep: Class 23 contains 1373 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12369 members Mstep: Class 26 contains 3815 members Mstep: Class 27 contains 1958 members Mstep: Class 28 contains 4767 members Mstep: Class 29 contains 31696 members Mstep: Class 30 contains 2719 members Entering Unmasked Estep ConsiderDeletion Score: -22268002.000000 Penalty: 60212.980469 Iteration 123Q: 31 clusters Score -2.2268e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 2570 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70357 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16962 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1000 members Mstep: Class 11 contains 1467 members Mstep: Class 12 contains 431 members Mstep: Class 13 contains 337 members Mstep: Class 14 contains 255 members Mstep: Class 15 contains 16991 members Mstep: Class 16 contains 18441 members Mstep: Class 17 contains 3955 members Mstep: Class 18 contains 5167 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1731 members Mstep: Class 21 contains 2208 members Mstep: Class 22 contains 4736 members Mstep: Class 23 contains 1373 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12369 members Mstep: Class 26 contains 3817 members Mstep: Class 27 contains 1958 members Mstep: Class 28 contains 4767 members Mstep: Class 29 contains 31602 members Mstep: Class 30 contains 2765 members Entering Unmasked Estep ConsiderDeletion Score: -22268026.000000 Penalty: 60212.980469 Iteration 124Q: 31 clusters Score -2.226803e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 2589 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70350 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16964 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1000 members Mstep: Class 11 contains 1467 members Mstep: Class 12 contains 434 members Mstep: Class 13 contains 338 members Mstep: Class 14 contains 254 members Mstep: Class 15 contains 16988 members Mstep: Class 16 contains 18452 members Mstep: Class 17 contains 3964 members Mstep: Class 18 contains 5170 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1720 members Mstep: Class 21 contains 2208 members Mstep: Class 22 contains 4732 members Mstep: Class 23 contains 1373 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12369 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 1958 members Mstep: Class 28 contains 4767 members Mstep: Class 29 contains 31534 members Mstep: Class 30 contains 2794 members Entering Unmasked Estep ConsiderDeletion Score: -22268048.000000 Penalty: 60212.980469 Iteration 125Q: 31 clusters Score -2.226805e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 2596 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70343 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16964 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 1000 members Mstep: Class 11 contains 1467 members Mstep: Class 12 contains 436 members Mstep: Class 13 contains 340 members Mstep: Class 14 contains 254 members Mstep: Class 15 contains 16986 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3967 members Mstep: Class 18 contains 5171 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2208 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12369 members Mstep: Class 26 contains 3828 members Mstep: Class 27 contains 1958 members Mstep: Class 28 contains 4768 members Mstep: Class 29 contains 31490 members Mstep: Class 30 contains 2822 members Entering Unmasked Estep ConsiderDeletion Score: -22268038.000000 Penalty: 60212.980469 Iteration 126Q: 31 clusters Score -2.226804e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 2599 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70338 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16965 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 999 members Mstep: Class 11 contains 1467 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 340 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16981 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3970 members Mstep: Class 18 contains 5174 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1707 members Mstep: Class 21 contains 2208 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12369 members Mstep: Class 26 contains 3834 members Mstep: Class 27 contains 1957 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31466 members Mstep: Class 30 contains 2839 members Entering Unmasked Estep ConsiderDeletion Score: -22268062.000000 Penalty: 60212.980469 Iteration 127Q: 31 clusters Score -2.226806e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 2600 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70330 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16966 members Mstep: Class 9 contains 2579 members Mstep: Class 10 contains 999 members Mstep: Class 11 contains 1466 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 340 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16980 members Mstep: Class 16 contains 18458 members Mstep: Class 17 contains 3973 members Mstep: Class 18 contains 5179 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2208 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12370 members Mstep: Class 26 contains 3836 members Mstep: Class 27 contains 1958 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31449 members Mstep: Class 30 contains 2852 members Entering Unmasked Estep ConsiderDeletion Score: -22268080.000000 Penalty: 60212.980469 Iteration 128Q: 31 clusters Score -2.226808e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 2600 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70322 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16965 members Mstep: Class 9 contains 2580 members Mstep: Class 10 contains 999 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 340 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16981 members Mstep: Class 16 contains 18458 members Mstep: Class 17 contains 3977 members Mstep: Class 18 contains 5183 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2208 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12372 members Mstep: Class 26 contains 3837 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31431 members Mstep: Class 30 contains 2868 members Entering Unmasked Estep ConsiderDeletion Score: -22268064.000000 Penalty: 60212.980469 Iteration 129Q: 31 clusters Score -2.226806e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 2601 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70317 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16965 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 998 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 340 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16980 members Mstep: Class 16 contains 18458 members Mstep: Class 17 contains 3980 members Mstep: Class 18 contains 5185 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12372 members Mstep: Class 26 contains 3839 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31417 members Mstep: Class 30 contains 2879 members Entering Unmasked Estep ConsiderDeletion Score: -22268074.000000 Penalty: 60212.980469 Iteration 130Q: 31 clusters Score -2.226807e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 2602 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70314 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16965 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 998 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 340 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16977 members Mstep: Class 16 contains 18458 members Mstep: Class 17 contains 3982 members Mstep: Class 18 contains 5186 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12374 members Mstep: Class 26 contains 3842 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31413 members Mstep: Class 30 contains 2879 members Entering Unmasked Estep ConsiderDeletion Score: -22268068.000000 Penalty: 60212.980469 Iteration 131Q: 31 clusters Score -2.226807e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 2604 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70310 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16965 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 997 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 340 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16975 members Mstep: Class 16 contains 18458 members Mstep: Class 17 contains 3985 members Mstep: Class 18 contains 5188 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3844 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31406 members Mstep: Class 30 contains 2879 members Entering Unmasked Estep ConsiderDeletion Score: -22268088.000000 Penalty: 60212.980469 Iteration 132Q: 31 clusters Score -2.226809e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70307 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16965 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 995 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16974 members Mstep: Class 16 contains 18458 members Mstep: Class 17 contains 3986 members Mstep: Class 18 contains 5190 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3846 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31402 members Mstep: Class 30 contains 2880 members Entering Unmasked Estep ConsiderDeletion Score: -22268094.000000 Penalty: 60212.980469 Iteration 133Q: 31 clusters Score -2.226809e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70303 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16965 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 992 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 343 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16973 members Mstep: Class 16 contains 18458 members Mstep: Class 17 contains 3986 members Mstep: Class 18 contains 5192 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3848 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31401 members Mstep: Class 30 contains 2880 members Entering Unmasked Estep ConsiderDeletion Score: -22268112.000000 Penalty: 60212.980469 Iteration 134Q: 31 clusters Score -2.226811e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70301 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16965 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 990 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16973 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3989 members Mstep: Class 18 contains 5192 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3848 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31398 members Mstep: Class 30 contains 2880 members Entering Unmasked Estep ConsiderDeletion Score: -22268120.000000 Penalty: 60212.980469 Iteration 135Q: 31 clusters Score -2.226812e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70297 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16966 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 989 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16973 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3989 members Mstep: Class 18 contains 5193 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3850 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31397 members Mstep: Class 30 contains 2880 members Entering Unmasked Estep ConsiderDeletion Score: -22268122.000000 Penalty: 60212.980469 Iteration 136Q: 31 clusters Score -2.226812e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70292 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16967 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 989 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16974 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3990 members Mstep: Class 18 contains 5194 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3852 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31392 members Mstep: Class 30 contains 2880 members Entering Unmasked Estep ConsiderDeletion Score: -22268130.000000 Penalty: 60212.980469 Iteration 137Q: 31 clusters Score -2.226813e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70285 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16968 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 989 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16977 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3992 members Mstep: Class 18 contains 5195 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3854 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31388 members Mstep: Class 30 contains 2880 members Entering Unmasked Estep ConsiderDeletion Score: -22268116.000000 Penalty: 60212.980469 Iteration 138Q: 31 clusters Score -2.226812e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70277 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16970 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 989 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16979 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3993 members Mstep: Class 18 contains 5198 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3855 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31387 members Mstep: Class 30 contains 2880 members Entering Unmasked Estep ConsiderDeletion Score: -22268120.000000 Penalty: 60212.980469 Iteration 139Q: 31 clusters Score -2.226812e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70271 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16971 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 989 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16980 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3993 members Mstep: Class 18 contains 5199 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3858 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31387 members Mstep: Class 30 contains 2880 members Entering Unmasked Estep ConsiderDeletion Score: -22268126.000000 Penalty: 60212.980469 Iteration 140F: 31 clusters Score -2.226813e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70268 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16971 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 989 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16981 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3993 members Mstep: Class 18 contains 5199 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3860 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31387 members Mstep: Class 30 contains 2880 members Entering Unmasked Estep ConsiderDeletion Score: -22268128.000000 Penalty: 60212.980469 Iteration 141Q: 31 clusters Score -2.226813e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70268 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16971 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 989 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16981 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3993 members Mstep: Class 18 contains 5199 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3860 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31387 members Mstep: Class 30 contains 2880 members Entering Unmasked Estep ConsiderDeletion Score: -22268128.000000 Penalty: 60212.980469 Iteration 142F: 31 clusters Score -2.226813e+07 nChanged 0 Entering ConstructFrom: Score: -22268128.000000 Penalty: 60212.980469 Entering ConstructFrom: Trying to split cluster 1 (3787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Entering Unmasked Estep Score: -381447.812500 Penalty: 1338.890991 Iteration 0F: 2 clusters Score -381447.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -378220.468750 Penalty: 2677.781982 Iteration 0F: 3 clusters Score -378220.5 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -378963.343750 Penalty: 2677.781982 Iteration 1F: 3 clusters Score -378963.3 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -379098.875000 Penalty: 2677.781982 Iteration 2F: 3 clusters Score -379098.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -379208.937500 Penalty: 2677.781982 Iteration 3F: 3 clusters Score -379208.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -379304.718750 Penalty: 2677.781982 Iteration 4Q: 3 clusters Score -379304.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -379399.718750 Penalty: 2677.781982 Iteration 5Q: 3 clusters Score -379399.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -379483.031250 Penalty: 2677.781982 Iteration 6Q: 3 clusters Score -379483 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -379586.531250 Penalty: 2677.781982 Iteration 7Q: 3 clusters Score -379586.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -379700.968750 Penalty: 2677.781982 Iteration 8Q: 3 clusters Score -379701 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -379811.375000 Penalty: 2677.781982 Iteration 9Q: 3 clusters Score -379811.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -379915.531250 Penalty: 2677.781982 Iteration 10Q: 3 clusters Score -379915.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -380047.875000 Penalty: 2677.781982 Iteration 11Q: 3 clusters Score -380047.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -380226.937500 Penalty: 2677.781982 Iteration 12Q: 3 clusters Score -380226.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -380449.437500 Penalty: 2677.781982 Iteration 13Q: 3 clusters Score -380449.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -380683.937500 Penalty: 2677.781982 Iteration 14Q: 3 clusters Score -380683.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -380928.375000 Penalty: 2677.781982 Iteration 15Q: 3 clusters Score -380928.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -381150.343750 Penalty: 2677.781982 Iteration 16Q: 3 clusters Score -381150.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -381333.843750 Penalty: 2677.781982 Iteration 17Q: 3 clusters Score -381333.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -381500.843750 Penalty: 2677.781982 Iteration 18Q: 3 clusters Score -381500.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -381597.437500 Penalty: 2677.781982 Iteration 19Q: 3 clusters Score -381597.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -381647.937500 Penalty: 2677.781982 Iteration 20F: 3 clusters Score -381647.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -381672.312500 Penalty: 2677.781982 Iteration 21Q: 3 clusters Score -381672.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -381680.656250 Penalty: 2677.781982 Iteration 22Q: 3 clusters Score -381680.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -381683.375000 Penalty: 2677.781982 Iteration 23Q: 3 clusters Score -381683.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -381684.875000 Penalty: 2677.781982 Iteration 24Q: 3 clusters Score -381684.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -381686.875000 Penalty: 2677.781982 Iteration 25Q: 3 clusters Score -381686.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -381687.812500 Penalty: 2677.781982 Iteration 26Q: 3 clusters Score -381687.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -381687.906250 Penalty: 2677.781982 Iteration 27Q: 3 clusters Score -381687.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -381688.062500 Penalty: 2677.781982 Iteration 28Q: 3 clusters Score -381688.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -381688.750000 Penalty: 2677.781982 Iteration 29Q: 3 clusters Score -381688.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -381688.093750 Penalty: 2677.781982 Iteration 30Q: 3 clusters Score -381688.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -381688.093750 Penalty: 2677.781982 Iteration 31F: 3 clusters Score -381688.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70268 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1668 members Mstep: Class 8 contains 16971 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 989 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16981 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3993 members Mstep: Class 18 contains 5199 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3860 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31387 members Mstep: Class 30 contains 2880 members Mstep: Class 31 contains 1327 members Entering Unmasked Estep Score: -22267738.000000 Penalty: 62220.078125 Splitting cluster 1 changes total score from -22268128.000000 to -22267738.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (2605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Entering Unmasked Estep Score: -264180.468750 Penalty: 1278.093018 Iteration 0F: 2 clusters Score -264180.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -261703.171875 Penalty: 2556.186035 Iteration 0F: 3 clusters Score -261703.2 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -262215.062500 Penalty: 2556.186035 Iteration 1F: 3 clusters Score -262215.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -262310.875000 Penalty: 2556.186035 Iteration 2F: 3 clusters Score -262310.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -262370.625000 Penalty: 2556.186035 Iteration 3Q: 3 clusters Score -262370.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -262406.281250 Penalty: 2556.186035 Iteration 4Q: 3 clusters Score -262406.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -262444.562500 Penalty: 2556.186035 Iteration 5Q: 3 clusters Score -262444.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -262476.781250 Penalty: 2556.186035 Iteration 6Q: 3 clusters Score -262476.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -262507.250000 Penalty: 2556.186035 Iteration 7Q: 3 clusters Score -262507.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -262534.218750 Penalty: 2556.186035 Iteration 8Q: 3 clusters Score -262534.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -262553.312500 Penalty: 2556.186035 Iteration 9Q: 3 clusters Score -262553.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -262566.281250 Penalty: 2556.186035 Iteration 10Q: 3 clusters Score -262566.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -262573.812500 Penalty: 2556.186035 Iteration 11Q: 3 clusters Score -262573.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -262587.718750 Penalty: 2556.186035 Iteration 12Q: 3 clusters Score -262587.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -262599.750000 Penalty: 2556.186035 Iteration 13Q: 3 clusters Score -262599.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -262611.187500 Penalty: 2556.186035 Iteration 14Q: 3 clusters Score -262611.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -262620.968750 Penalty: 2556.186035 Iteration 15Q: 3 clusters Score -262621 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -262632.343750 Penalty: 2556.186035 Iteration 16Q: 3 clusters Score -262632.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -262647.531250 Penalty: 2556.186035 Iteration 17Q: 3 clusters Score -262647.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -262659.593750 Penalty: 2556.186035 Iteration 18Q: 3 clusters Score -262659.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -262669.125000 Penalty: 2556.186035 Iteration 19Q: 3 clusters Score -262669.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -262679.531250 Penalty: 2556.186035 Iteration 20F: 3 clusters Score -262679.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -262688.250000 Penalty: 2556.186035 Iteration 21Q: 3 clusters Score -262688.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -262702.781250 Penalty: 2556.186035 Iteration 22Q: 3 clusters Score -262702.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -262710.281250 Penalty: 2556.186035 Iteration 23Q: 3 clusters Score -262710.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -262717.468750 Penalty: 2556.186035 Iteration 24Q: 3 clusters Score -262717.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -262723.218750 Penalty: 2556.186035 Iteration 25Q: 3 clusters Score -262723.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -262733.531250 Penalty: 2556.186035 Iteration 26Q: 3 clusters Score -262733.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -262746.000000 Penalty: 2556.186035 Iteration 27Q: 3 clusters Score -262746 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -262760.187500 Penalty: 2556.186035 Iteration 28Q: 3 clusters Score -262760.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -262771.687500 Penalty: 2556.186035 Iteration 29Q: 3 clusters Score -262771.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -262781.812500 Penalty: 2556.186035 Iteration 30Q: 3 clusters Score -262781.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -262795.437500 Penalty: 2556.186035 Iteration 31Q: 3 clusters Score -262795.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -262809.687500 Penalty: 2556.186035 Iteration 32Q: 3 clusters Score -262809.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -262826.312500 Penalty: 2556.186035 Iteration 33Q: 3 clusters Score -262826.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -262843.750000 Penalty: 2556.186035 Iteration 34Q: 3 clusters Score -262843.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -262864.468750 Penalty: 2556.186035 Iteration 35Q: 3 clusters Score -262864.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -262888.031250 Penalty: 2556.186035 Iteration 36Q: 3 clusters Score -262888 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -262905.625000 Penalty: 2556.186035 Iteration 37Q: 3 clusters Score -262905.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -262917.062500 Penalty: 2556.186035 Iteration 38Q: 3 clusters Score -262917.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -262928.562500 Penalty: 2556.186035 Iteration 39Q: 3 clusters Score -262928.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -262942.031250 Penalty: 2556.186035 Iteration 40F: 3 clusters Score -262942 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -262954.843750 Penalty: 2556.186035 Iteration 41Q: 3 clusters Score -262954.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -262973.156250 Penalty: 2556.186035 Iteration 42Q: 3 clusters Score -262973.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -262985.031250 Penalty: 2556.186035 Iteration 43Q: 3 clusters Score -262985 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -262997.031250 Penalty: 2556.186035 Iteration 44Q: 3 clusters Score -262997 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -263006.000000 Penalty: 2556.186035 Iteration 45Q: 3 clusters Score -263006 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -263015.968750 Penalty: 2556.186035 Iteration 46Q: 3 clusters Score -263016 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -263024.343750 Penalty: 2556.186035 Iteration 47Q: 3 clusters Score -263024.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -263035.000000 Penalty: 2556.186035 Iteration 48Q: 3 clusters Score -263035 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -263047.468750 Penalty: 2556.186035 Iteration 49Q: 3 clusters Score -263047.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -263059.937500 Penalty: 2556.186035 Iteration 50Q: 3 clusters Score -263059.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -263065.968750 Penalty: 2556.186035 Iteration 51Q: 3 clusters Score -263066 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -263070.375000 Penalty: 2556.186035 Iteration 52Q: 3 clusters Score -263070.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -263074.531250 Penalty: 2556.186035 Iteration 53Q: 3 clusters Score -263074.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -263078.343750 Penalty: 2556.186035 Iteration 54Q: 3 clusters Score -263078.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -263083.781250 Penalty: 2556.186035 Iteration 55Q: 3 clusters Score -263083.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -263088.656250 Penalty: 2556.186035 Iteration 56Q: 3 clusters Score -263088.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -263093.281250 Penalty: 2556.186035 Iteration 57Q: 3 clusters Score -263093.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -263093.562500 Penalty: 2556.186035 Iteration 58Q: 3 clusters Score -263093.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -263095.750000 Penalty: 2556.186035 Iteration 59Q: 3 clusters Score -263095.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -263097.218750 Penalty: 2556.186035 Iteration 60F: 3 clusters Score -263097.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -263100.093750 Penalty: 2556.186035 Iteration 61Q: 3 clusters Score -263100.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -263100.718750 Penalty: 2556.186035 Iteration 62Q: 3 clusters Score -263100.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -263100.718750 Penalty: 2556.186035 Iteration 63F: 3 clusters Score -263100.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -16530.476562 Penalty: 863.395996 Iteration 0F: 2 clusters Score -16530.48 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 111 members Entering Unmasked Estep Score: -15840.000000 Penalty: 1726.791992 Iteration 0F: 3 clusters Score -15840 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -15894.915039 Penalty: 1726.791992 Iteration 1F: 3 clusters Score -15894.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -15920.379883 Penalty: 1726.791992 Iteration 2Q: 3 clusters Score -15920.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -15954.293945 Penalty: 1726.791992 Iteration 3Q: 3 clusters Score -15954.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -15972.117188 Penalty: 1726.791992 Iteration 4Q: 3 clusters Score -15972.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -16004.998047 Penalty: 1726.791992 Iteration 5Q: 3 clusters Score -16005 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -16030.243164 Penalty: 1726.791992 Iteration 6Q: 3 clusters Score -16030.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -16082.309570 Penalty: 1726.791992 Iteration 7Q: 3 clusters Score -16082.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -16093.839844 Penalty: 1726.791992 Iteration 8Q: 3 clusters Score -16093.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -16117.169922 Penalty: 1726.791992 Iteration 9Q: 3 clusters Score -16117.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -16144.118164 Penalty: 1726.791992 Iteration 10Q: 3 clusters Score -16144.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -16154.237305 Penalty: 1726.791992 Iteration 11Q: 3 clusters Score -16154.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -16154.237305 Penalty: 1726.791992 Iteration 12F: 3 clusters Score -16154.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (12308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12308 members Entering Unmasked Estep Score: -1233905.625000 Penalty: 1530.425781 Iteration 0F: 2 clusters Score -1233906 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -1225315.625000 Penalty: 3060.851562 Iteration 0F: 3 clusters Score -1225316 nChanged 5306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -1228119.375000 Penalty: 3060.851562 Iteration 1F: 3 clusters Score -1228119 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -1228352.375000 Penalty: 3060.851562 Iteration 2F: 3 clusters Score -1228352 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -1228534.375000 Penalty: 3060.851562 Iteration 3Q: 3 clusters Score -1228534 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -1228709.125000 Penalty: 3060.851562 Iteration 4Q: 3 clusters Score -1228709 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -1228910.625000 Penalty: 3060.851562 Iteration 5Q: 3 clusters Score -1228911 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -1229186.750000 Penalty: 3060.851562 Iteration 6Q: 3 clusters Score -1229187 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1229589.375000 Penalty: 3060.851562 Iteration 7F: 3 clusters Score -1229589 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -1230179.125000 Penalty: 3060.851562 Iteration 8F: 3 clusters Score -1230179 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -1230822.875000 Penalty: 3060.851562 Iteration 9F: 3 clusters Score -1230823 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10455 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -1231410.250000 Penalty: 3060.851562 Iteration 10F: 3 clusters Score -1231410 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -1231811.250000 Penalty: 3060.851562 Iteration 11Q: 3 clusters Score -1231811 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -1232076.375000 Penalty: 3060.851562 Iteration 12Q: 3 clusters Score -1232076 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11456 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1232271.750000 Penalty: 3060.851562 Iteration 13Q: 3 clusters Score -1232272 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11610 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -1232386.000000 Penalty: 3060.851562 Iteration 14Q: 3 clusters Score -1232386 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11706 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1232462.875000 Penalty: 3060.851562 Iteration 15Q: 3 clusters Score -1232463 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11762 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1232508.375000 Penalty: 3060.851562 Iteration 16Q: 3 clusters Score -1232508 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11800 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1232544.125000 Penalty: 3060.851562 Iteration 17Q: 3 clusters Score -1232544 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11825 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -1232563.375000 Penalty: 3060.851562 Iteration 18Q: 3 clusters Score -1232563 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11839 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1232573.875000 Penalty: 3060.851562 Iteration 19Q: 3 clusters Score -1232574 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11854 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -1232583.500000 Penalty: 3060.851562 Iteration 20F: 3 clusters Score -1232584 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11861 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1232584.875000 Penalty: 3060.851562 Iteration 21Q: 3 clusters Score -1232585 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1232593.125000 Penalty: 3060.851562 Iteration 22Q: 3 clusters Score -1232593 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11874 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1232597.000000 Penalty: 3060.851562 Iteration 23Q: 3 clusters Score -1232597 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11880 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -1232598.750000 Penalty: 3060.851562 Iteration 24Q: 3 clusters Score -1232599 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11886 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -1232602.500000 Penalty: 3060.851562 Iteration 25Q: 3 clusters Score -1232602 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1232607.375000 Penalty: 3060.851562 Iteration 26Q: 3 clusters Score -1232607 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11903 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -1232611.375000 Penalty: 3060.851562 Iteration 27Q: 3 clusters Score -1232611 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11909 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1232615.500000 Penalty: 3060.851562 Iteration 28Q: 3 clusters Score -1232616 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11914 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -1232620.000000 Penalty: 3060.851562 Iteration 29Q: 3 clusters Score -1232620 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11915 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1232619.250000 Penalty: 3060.851562 Iteration 30Q: 3 clusters Score -1232619 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11915 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1232622.250000 Penalty: 3060.851562 Iteration 31Q: 3 clusters Score -1232622 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11915 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1232623.125000 Penalty: 3060.851562 Iteration 32Q: 3 clusters Score -1232623 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1232624.250000 Penalty: 3060.851562 Iteration 33Q: 3 clusters Score -1232624 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1232624.250000 Penalty: 3060.851562 Iteration 34F: 3 clusters Score -1232624 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (70268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70268 members Entering Unmasked Estep Score: -6916933.500000 Penalty: 1813.511597 Iteration 0F: 2 clusters Score -6916934 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35228 members Mstep: Class 2 contains 35040 members Entering Unmasked Estep Score: -6869739.500000 Penalty: 3627.023193 Iteration 0F: 3 clusters Score -6869740 nChanged 33460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35862 members Mstep: Class 2 contains 34406 members Entering Unmasked Estep Score: -6888951.000000 Penalty: 3627.023193 Iteration 1F: 3 clusters Score -6888951 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36326 members Mstep: Class 2 contains 33942 members Entering Unmasked Estep Score: -6889454.000000 Penalty: 3627.023193 Iteration 2Q: 3 clusters Score -6889454 nChanged 2338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36998 members Mstep: Class 2 contains 33270 members Entering Unmasked Estep Score: -6890080.500000 Penalty: 3627.023193 Iteration 3Q: 3 clusters Score -6890080 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38017 members Mstep: Class 2 contains 32251 members Entering Unmasked Estep Score: -6890851.000000 Penalty: 3627.023193 Iteration 4Q: 3 clusters Score -6890851 nChanged 2778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39469 members Mstep: Class 2 contains 30799 members Entering Unmasked Estep Score: -6891966.500000 Penalty: 3627.023193 Iteration 5Q: 3 clusters Score -6891966 nChanged 3256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41597 members Mstep: Class 2 contains 28671 members Entering Unmasked Estep Score: -6893564.500000 Penalty: 3627.023193 Iteration 6Q: 3 clusters Score -6893564 nChanged 3869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44540 members Mstep: Class 2 contains 25728 members Entering Unmasked Estep Score: -6896036.000000 Penalty: 3627.023193 Iteration 7F: 3 clusters Score -6896036 nChanged 4360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48156 members Mstep: Class 2 contains 22112 members Entering Unmasked Estep Score: -6899191.000000 Penalty: 3627.023193 Iteration 8F: 3 clusters Score -6899191 nChanged 4562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52018 members Mstep: Class 2 contains 18250 members Entering Unmasked Estep Score: -6902929.500000 Penalty: 3627.023193 Iteration 9F: 3 clusters Score -6902930 nChanged 4010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55366 members Mstep: Class 2 contains 14902 members Entering Unmasked Estep Score: -6906315.000000 Penalty: 3627.023193 Iteration 10F: 3 clusters Score -6906315 nChanged 3234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57958 members Mstep: Class 2 contains 12310 members Entering Unmasked Estep Score: -6908907.500000 Penalty: 3627.023193 Iteration 11Q: 3 clusters Score -6908908 nChanged 2332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59744 members Mstep: Class 2 contains 10524 members Entering Unmasked Estep Score: -6910498.500000 Penalty: 3627.023193 Iteration 12Q: 3 clusters Score -6910498 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61068 members Mstep: Class 2 contains 9200 members Entering Unmasked Estep Score: -6911438.000000 Penalty: 3627.023193 Iteration 13Q: 3 clusters Score -6911438 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62156 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -6912089.000000 Penalty: 3627.023193 Iteration 14Q: 3 clusters Score -6912089 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63116 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -6912550.000000 Penalty: 3627.023193 Iteration 15Q: 3 clusters Score -6912550 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63997 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -6913041.500000 Penalty: 3627.023193 Iteration 16Q: 3 clusters Score -6913042 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64804 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -6913438.000000 Penalty: 3627.023193 Iteration 17Q: 3 clusters Score -6913438 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65522 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -6913852.000000 Penalty: 3627.023193 Iteration 18Q: 3 clusters Score -6913852 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66163 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -6914190.000000 Penalty: 3627.023193 Iteration 19Q: 3 clusters Score -6914190 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66694 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -6914472.000000 Penalty: 3627.023193 Iteration 20F: 3 clusters Score -6914472 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67128 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -6914675.500000 Penalty: 3627.023193 Iteration 21Q: 3 clusters Score -6914676 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67486 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -6914832.500000 Penalty: 3627.023193 Iteration 22Q: 3 clusters Score -6914832 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67789 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -6914989.500000 Penalty: 3627.023193 Iteration 23Q: 3 clusters Score -6914990 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68049 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -6915111.500000 Penalty: 3627.023193 Iteration 24Q: 3 clusters Score -6915112 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68268 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -6915230.000000 Penalty: 3627.023193 Iteration 25Q: 3 clusters Score -6915230 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68432 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -6915329.000000 Penalty: 3627.023193 Iteration 26Q: 3 clusters Score -6915329 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68545 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -6915384.500000 Penalty: 3627.023193 Iteration 27Q: 3 clusters Score -6915384 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68646 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -6915452.000000 Penalty: 3627.023193 Iteration 28Q: 3 clusters Score -6915452 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68733 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -6915510.000000 Penalty: 3627.023193 Iteration 29Q: 3 clusters Score -6915510 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68797 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -6915547.500000 Penalty: 3627.023193 Iteration 30Q: 3 clusters Score -6915548 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68856 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -6915628.000000 Penalty: 3627.023193 Iteration 31Q: 3 clusters Score -6915628 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68899 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -6915737.000000 Penalty: 3627.023193 Iteration 32Q: 3 clusters Score -6915737 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68918 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -6915828.500000 Penalty: 3627.023193 Iteration 33Q: 3 clusters Score -6915828 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68932 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -6915895.000000 Penalty: 3627.023193 Iteration 34Q: 3 clusters Score -6915895 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68937 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -6915937.500000 Penalty: 3627.023193 Iteration 35Q: 3 clusters Score -6915938 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68938 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -6915986.000000 Penalty: 3627.023193 Iteration 36Q: 3 clusters Score -6915986 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68929 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -6916009.000000 Penalty: 3627.023193 Iteration 37Q: 3 clusters Score -6916009 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68909 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -6916030.500000 Penalty: 3627.023193 Iteration 38Q: 3 clusters Score -6916030 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68893 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -6916042.000000 Penalty: 3627.023193 Iteration 39Q: 3 clusters Score -6916042 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68888 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -6916047.500000 Penalty: 3627.023193 Iteration 40F: 3 clusters Score -6916048 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68882 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -6916056.000000 Penalty: 3627.023193 Iteration 41Q: 3 clusters Score -6916056 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68876 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -6916064.500000 Penalty: 3627.023193 Iteration 42Q: 3 clusters Score -6916064 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68867 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -6916054.500000 Penalty: 3627.023193 Iteration 43Q: 3 clusters Score -6916054 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68862 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -6916063.000000 Penalty: 3627.023193 Iteration 44Q: 3 clusters Score -6916063 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68858 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -6916057.000000 Penalty: 3627.023193 Iteration 45Q: 3 clusters Score -6916057 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68855 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -6916058.000000 Penalty: 3627.023193 Iteration 46Q: 3 clusters Score -6916058 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68852 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -6916054.500000 Penalty: 3627.023193 Iteration 47Q: 3 clusters Score -6916054 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68847 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -6916055.500000 Penalty: 3627.023193 Iteration 48Q: 3 clusters Score -6916056 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68845 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -6916058.000000 Penalty: 3627.023193 Iteration 49Q: 3 clusters Score -6916058 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68844 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -6916053.500000 Penalty: 3627.023193 Iteration 50Q: 3 clusters Score -6916054 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68843 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -6916055.500000 Penalty: 3627.023193 Iteration 51Q: 3 clusters Score -6916056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68843 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -6916055.500000 Penalty: 3627.023193 Iteration 52F: 3 clusters Score -6916056 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (645 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Entering Unmasked Estep Score: -60784.671875 Penalty: 1051.253174 Iteration 0F: 2 clusters Score -60784.67 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 342 members Entering Unmasked Estep Score: -59682.433594 Penalty: 2102.506348 Iteration 0F: 3 clusters Score -59682.43 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -59887.507812 Penalty: 2102.506348 Iteration 1F: 3 clusters Score -59887.51 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -59942.738281 Penalty: 2102.506348 Iteration 2F: 3 clusters Score -59942.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -59968.210938 Penalty: 2102.506348 Iteration 3Q: 3 clusters Score -59968.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -59978.589844 Penalty: 2102.506348 Iteration 4Q: 3 clusters Score -59978.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -59988.835938 Penalty: 2102.506348 Iteration 5Q: 3 clusters Score -59988.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -59994.074219 Penalty: 2102.506348 Iteration 6Q: 3 clusters Score -59994.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -59997.035156 Penalty: 2102.506348 Iteration 7Q: 3 clusters Score -59997.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -60008.257812 Penalty: 2102.506348 Iteration 8Q: 3 clusters Score -60008.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -60028.699219 Penalty: 2102.506348 Iteration 9Q: 3 clusters Score -60028.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -60040.660156 Penalty: 2102.506348 Iteration 10Q: 3 clusters Score -60040.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -60051.734375 Penalty: 2102.506348 Iteration 11Q: 3 clusters Score -60051.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -60055.121094 Penalty: 2102.506348 Iteration 12Q: 3 clusters Score -60055.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -60056.519531 Penalty: 2102.506348 Iteration 13Q: 3 clusters Score -60056.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -60059.324219 Penalty: 2102.506348 Iteration 14Q: 3 clusters Score -60059.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -60072.128906 Penalty: 2102.506348 Iteration 15Q: 3 clusters Score -60072.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -60079.101562 Penalty: 2102.506348 Iteration 16Q: 3 clusters Score -60079.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -60081.359375 Penalty: 2102.506348 Iteration 17Q: 3 clusters Score -60081.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -60082.285156 Penalty: 2102.506348 Iteration 18Q: 3 clusters Score -60082.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -60082.285156 Penalty: 2102.506348 Iteration 19F: 3 clusters Score -60082.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Entering Unmasked Estep Score: -161175.609375 Penalty: 1205.649414 Iteration 0F: 2 clusters Score -161175.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -159310.875000 Penalty: 2411.298828 Iteration 0F: 3 clusters Score -159310.9 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -159850.531250 Penalty: 2411.298828 Iteration 1F: 3 clusters Score -159850.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -160162.937500 Penalty: 2411.298828 Iteration 2F: 3 clusters Score -160162.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -160551.765625 Penalty: 2411.298828 Iteration 3F: 3 clusters Score -160551.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -160848.296875 Penalty: 2411.298828 Iteration 4F: 3 clusters Score -160848.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -161062.437500 Penalty: 2411.298828 Iteration 5F: 3 clusters Score -161062.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -161221.546875 Penalty: 2411.298828 Iteration 6F: 3 clusters Score -161221.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -161359.390625 Penalty: 2411.298828 Iteration 7Q: 3 clusters Score -161359.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -161495.515625 Penalty: 2411.298828 Iteration 8Q: 3 clusters Score -161495.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -161626.640625 Penalty: 2411.298828 Iteration 9Q: 3 clusters Score -161626.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -161694.406250 Penalty: 2411.298828 Iteration 10Q: 3 clusters Score -161694.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -161742.578125 Penalty: 2411.298828 Iteration 11Q: 3 clusters Score -161742.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -161761.359375 Penalty: 2411.298828 Iteration 12Q: 3 clusters Score -161761.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -161771.000000 Penalty: 2411.298828 Iteration 13Q: 3 clusters Score -161771 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -161786.546875 Penalty: 2411.298828 Iteration 14Q: 3 clusters Score -161786.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -161806.375000 Penalty: 2411.298828 Iteration 15Q: 3 clusters Score -161806.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -161836.953125 Penalty: 2411.298828 Iteration 16Q: 3 clusters Score -161837 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -161868.375000 Penalty: 2411.298828 Iteration 17Q: 3 clusters Score -161868.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -161891.515625 Penalty: 2411.298828 Iteration 18Q: 3 clusters Score -161891.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -161908.171875 Penalty: 2411.298828 Iteration 19Q: 3 clusters Score -161908.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -161925.171875 Penalty: 2411.298828 Iteration 20F: 3 clusters Score -161925.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -161935.562500 Penalty: 2411.298828 Iteration 21Q: 3 clusters Score -161935.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -161937.906250 Penalty: 2411.298828 Iteration 22Q: 3 clusters Score -161937.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -161941.703125 Penalty: 2411.298828 Iteration 23Q: 3 clusters Score -161941.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -161942.843750 Penalty: 2411.298828 Iteration 24Q: 3 clusters Score -161942.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -161942.843750 Penalty: 2411.298828 Iteration 25F: 3 clusters Score -161942.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 2605 members Mstep: Class 3 contains 203 members Mstep: Class 4 contains 12308 members Mstep: Class 5 contains 70268 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 1299 members Mstep: Class 8 contains 16971 members Mstep: Class 9 contains 2581 members Mstep: Class 10 contains 989 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 16981 members Mstep: Class 16 contains 18459 members Mstep: Class 17 contains 3993 members Mstep: Class 18 contains 5199 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 4733 members Mstep: Class 23 contains 1372 members Mstep: Class 24 contains 3467 members Mstep: Class 25 contains 12376 members Mstep: Class 26 contains 3860 members Mstep: Class 27 contains 1959 members Mstep: Class 28 contains 4769 members Mstep: Class 29 contains 31387 members Mstep: Class 30 contains 2880 members Mstep: Class 31 contains 369 members Entering Unmasked Estep Score: -22268080.000000 Penalty: 62220.078125 Splitting cluster 7 changes total score from -22268128.000000 to -22268080.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (16971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16971 members Entering Unmasked Estep Score: -1709872.500000 Penalty: 1582.630005 Iteration 0F: 2 clusters Score -1709872 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8498 members Mstep: Class 2 contains 8473 members Entering Unmasked Estep Score: -1698241.250000 Penalty: 3165.260010 Iteration 0F: 3 clusters Score -1698241 nChanged 7576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -1702461.250000 Penalty: 3165.260010 Iteration 1F: 3 clusters Score -1702461 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8822 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -1703013.625000 Penalty: 3165.260010 Iteration 2F: 3 clusters Score -1703014 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8922 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -1703628.250000 Penalty: 3165.260010 Iteration 3F: 3 clusters Score -1703628 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8997 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -1704335.375000 Penalty: 3165.260010 Iteration 4F: 3 clusters Score -1704335 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9017 members Mstep: Class 2 contains 7954 members Entering Unmasked Estep Score: -1705131.875000 Penalty: 3165.260010 Iteration 5F: 3 clusters Score -1705132 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -1705938.625000 Penalty: 3165.260010 Iteration 6F: 3 clusters Score -1705939 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 8021 members Entering Unmasked Estep Score: -1706589.000000 Penalty: 3165.260010 Iteration 7F: 3 clusters Score -1706589 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -1707045.375000 Penalty: 3165.260010 Iteration 8Q: 3 clusters Score -1707045 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -1707296.875000 Penalty: 3165.260010 Iteration 9Q: 3 clusters Score -1707297 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8768 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -1707438.250000 Penalty: 3165.260010 Iteration 10Q: 3 clusters Score -1707438 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8700 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -1707524.000000 Penalty: 3165.260010 Iteration 11Q: 3 clusters Score -1707524 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -1707591.500000 Penalty: 3165.260010 Iteration 12Q: 3 clusters Score -1707592 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -1707649.875000 Penalty: 3165.260010 Iteration 13Q: 3 clusters Score -1707650 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 8577 members Entering Unmasked Estep Score: -1707698.250000 Penalty: 3165.260010 Iteration 14Q: 3 clusters Score -1707698 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8294 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -1707741.750000 Penalty: 3165.260010 Iteration 15Q: 3 clusters Score -1707742 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Mstep: Class 2 contains 8801 members Entering Unmasked Estep Score: -1707794.000000 Penalty: 3165.260010 Iteration 16Q: 3 clusters Score -1707794 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8055 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -1707822.625000 Penalty: 3165.260010 Iteration 17Q: 3 clusters Score -1707823 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 9031 members Entering Unmasked Estep Score: -1707857.375000 Penalty: 3165.260010 Iteration 18Q: 3 clusters Score -1707857 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -1707891.750000 Penalty: 3165.260010 Iteration 19Q: 3 clusters Score -1707892 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 9276 members Entering Unmasked Estep Score: -1707920.000000 Penalty: 3165.260010 Iteration 20F: 3 clusters Score -1707920 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7590 members Mstep: Class 2 contains 9381 members Entering Unmasked Estep Score: -1707951.250000 Penalty: 3165.260010 Iteration 21Q: 3 clusters Score -1707951 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -1707975.500000 Penalty: 3165.260010 Iteration 22Q: 3 clusters Score -1707976 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 9615 members Entering Unmasked Estep Score: -1708020.625000 Penalty: 3165.260010 Iteration 23Q: 3 clusters Score -1708021 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 9734 members Entering Unmasked Estep Score: -1708043.875000 Penalty: 3165.260010 Iteration 24Q: 3 clusters Score -1708044 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 9843 members Entering Unmasked Estep Score: -1708066.250000 Penalty: 3165.260010 Iteration 25Q: 3 clusters Score -1708066 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1708095.500000 Penalty: 3165.260010 Iteration 26Q: 3 clusters Score -1708096 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -1708116.375000 Penalty: 3165.260010 Iteration 27Q: 3 clusters Score -1708116 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -1708140.625000 Penalty: 3165.260010 Iteration 28Q: 3 clusters Score -1708141 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 10234 members Entering Unmasked Estep Score: -1708164.875000 Penalty: 3165.260010 Iteration 29Q: 3 clusters Score -1708165 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -1708184.125000 Penalty: 3165.260010 Iteration 30Q: 3 clusters Score -1708184 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -1708197.375000 Penalty: 3165.260010 Iteration 31Q: 3 clusters Score -1708197 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 10496 members Entering Unmasked Estep Score: -1708212.750000 Penalty: 3165.260010 Iteration 32Q: 3 clusters Score -1708213 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 10577 members Entering Unmasked Estep Score: -1708228.000000 Penalty: 3165.260010 Iteration 33Q: 3 clusters Score -1708228 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 10650 members Entering Unmasked Estep Score: -1708236.875000 Penalty: 3165.260010 Iteration 34Q: 3 clusters Score -1708237 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -1708246.375000 Penalty: 3165.260010 Iteration 35Q: 3 clusters Score -1708246 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 10787 members Entering Unmasked Estep Score: -1708255.500000 Penalty: 3165.260010 Iteration 36Q: 3 clusters Score -1708256 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 10856 members Entering Unmasked Estep Score: -1708264.750000 Penalty: 3165.260010 Iteration 37Q: 3 clusters Score -1708265 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -1708278.000000 Penalty: 3165.260010 Iteration 38Q: 3 clusters Score -1708278 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 10971 members Entering Unmasked Estep Score: -1708284.000000 Penalty: 3165.260010 Iteration 39Q: 3 clusters Score -1708284 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 11013 members Entering Unmasked Estep Score: -1708286.125000 Penalty: 3165.260010 Iteration 40F: 3 clusters Score -1708286 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 11049 members Entering Unmasked Estep Score: -1708288.250000 Penalty: 3165.260010 Iteration 41Q: 3 clusters Score -1708288 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 11077 members Entering Unmasked Estep Score: -1708291.375000 Penalty: 3165.260010 Iteration 42Q: 3 clusters Score -1708291 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 11110 members Entering Unmasked Estep Score: -1708291.000000 Penalty: 3165.260010 Iteration 43Q: 3 clusters Score -1708291 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 11131 members Entering Unmasked Estep Score: -1708294.500000 Penalty: 3165.260010 Iteration 44Q: 3 clusters Score -1708294 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -1708301.500000 Penalty: 3165.260010 Iteration 45Q: 3 clusters Score -1708302 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 11171 members Entering Unmasked Estep Score: -1708295.125000 Penalty: 3165.260010 Iteration 46Q: 3 clusters Score -1708295 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -1708298.625000 Penalty: 3165.260010 Iteration 47Q: 3 clusters Score -1708299 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 11210 members Entering Unmasked Estep Score: -1708302.125000 Penalty: 3165.260010 Iteration 48Q: 3 clusters Score -1708302 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 11232 members Entering Unmasked Estep Score: -1708304.875000 Penalty: 3165.260010 Iteration 49Q: 3 clusters Score -1708305 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -1708305.250000 Penalty: 3165.260010 Iteration 50Q: 3 clusters Score -1708305 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 11270 members Entering Unmasked Estep Score: -1708303.750000 Penalty: 3165.260010 Iteration 51Q: 3 clusters Score -1708304 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -1708308.250000 Penalty: 3165.260010 Iteration 52Q: 3 clusters Score -1708308 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 11317 members Entering Unmasked Estep Score: -1708313.750000 Penalty: 3165.260010 Iteration 53Q: 3 clusters Score -1708314 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 11345 members Entering Unmasked Estep Score: -1708321.750000 Penalty: 3165.260010 Iteration 54Q: 3 clusters Score -1708322 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 11370 members Entering Unmasked Estep Score: -1708321.625000 Penalty: 3165.260010 Iteration 55Q: 3 clusters Score -1708322 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 11394 members Entering Unmasked Estep Score: -1708322.750000 Penalty: 3165.260010 Iteration 56Q: 3 clusters Score -1708323 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -1708320.500000 Penalty: 3165.260010 Iteration 57Q: 3 clusters Score -1708320 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 11422 members Entering Unmasked Estep Score: -1708323.625000 Penalty: 3165.260010 Iteration 58Q: 3 clusters Score -1708324 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 11440 members Entering Unmasked Estep Score: -1708324.000000 Penalty: 3165.260010 Iteration 59Q: 3 clusters Score -1708324 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 11461 members Entering Unmasked Estep Score: -1708323.000000 Penalty: 3165.260010 Iteration 60F: 3 clusters Score -1708323 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 11489 members Entering Unmasked Estep Score: -1708331.750000 Penalty: 3165.260010 Iteration 61Q: 3 clusters Score -1708332 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 11519 members Entering Unmasked Estep Score: -1708327.875000 Penalty: 3165.260010 Iteration 62Q: 3 clusters Score -1708328 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 11545 members Entering Unmasked Estep Score: -1708330.875000 Penalty: 3165.260010 Iteration 63Q: 3 clusters Score -1708331 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 11562 members Entering Unmasked Estep Score: -1708337.750000 Penalty: 3165.260010 Iteration 64Q: 3 clusters Score -1708338 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -1708339.500000 Penalty: 3165.260010 Iteration 65Q: 3 clusters Score -1708340 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 11591 members Entering Unmasked Estep Score: -1708350.375000 Penalty: 3165.260010 Iteration 66Q: 3 clusters Score -1708350 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -1708351.250000 Penalty: 3165.260010 Iteration 67Q: 3 clusters Score -1708351 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -1708347.875000 Penalty: 3165.260010 Iteration 68Q: 3 clusters Score -1708348 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -1708349.750000 Penalty: 3165.260010 Iteration 69Q: 3 clusters Score -1708350 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -1708355.000000 Penalty: 3165.260010 Iteration 70Q: 3 clusters Score -1708355 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 11689 members Entering Unmasked Estep Score: -1708355.250000 Penalty: 3165.260010 Iteration 71Q: 3 clusters Score -1708355 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -1708354.500000 Penalty: 3165.260010 Iteration 72Q: 3 clusters Score -1708354 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 11744 members Entering Unmasked Estep Score: -1708359.625000 Penalty: 3165.260010 Iteration 73Q: 3 clusters Score -1708360 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 11774 members Entering Unmasked Estep Score: -1708358.250000 Penalty: 3165.260010 Iteration 74Q: 3 clusters Score -1708358 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 11797 members Entering Unmasked Estep Score: -1708360.125000 Penalty: 3165.260010 Iteration 75Q: 3 clusters Score -1708360 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -1708362.750000 Penalty: 3165.260010 Iteration 76Q: 3 clusters Score -1708363 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 11846 members Entering Unmasked Estep Score: -1708370.500000 Penalty: 3165.260010 Iteration 77Q: 3 clusters Score -1708370 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 11875 members Entering Unmasked Estep Score: -1708369.250000 Penalty: 3165.260010 Iteration 78Q: 3 clusters Score -1708369 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -1708376.500000 Penalty: 3165.260010 Iteration 79Q: 3 clusters Score -1708376 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -1708381.625000 Penalty: 3165.260010 Iteration 80F: 3 clusters Score -1708382 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 11965 members Entering Unmasked Estep Score: -1708383.875000 Penalty: 3165.260010 Iteration 81Q: 3 clusters Score -1708384 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 11982 members Entering Unmasked Estep Score: -1708384.500000 Penalty: 3165.260010 Iteration 82Q: 3 clusters Score -1708384 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 12000 members Entering Unmasked Estep Score: -1708384.250000 Penalty: 3165.260010 Iteration 83Q: 3 clusters Score -1708384 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 12020 members Entering Unmasked Estep Score: -1708384.625000 Penalty: 3165.260010 Iteration 84Q: 3 clusters Score -1708385 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 12044 members Entering Unmasked Estep Score: -1708384.375000 Penalty: 3165.260010 Iteration 85Q: 3 clusters Score -1708384 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 12068 members Entering Unmasked Estep Score: -1708389.625000 Penalty: 3165.260010 Iteration 86Q: 3 clusters Score -1708390 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 12093 members Entering Unmasked Estep Score: -1708390.750000 Penalty: 3165.260010 Iteration 87Q: 3 clusters Score -1708391 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 12115 members Entering Unmasked Estep Score: -1708393.875000 Penalty: 3165.260010 Iteration 88Q: 3 clusters Score -1708394 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -1708399.125000 Penalty: 3165.260010 Iteration 89Q: 3 clusters Score -1708399 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 12146 members Entering Unmasked Estep Score: -1708401.875000 Penalty: 3165.260010 Iteration 90Q: 3 clusters Score -1708402 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 12158 members Entering Unmasked Estep Score: -1708397.875000 Penalty: 3165.260010 Iteration 91Q: 3 clusters Score -1708398 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 12168 members Entering Unmasked Estep Score: -1708397.625000 Penalty: 3165.260010 Iteration 92Q: 3 clusters Score -1708398 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -1708397.625000 Penalty: 3165.260010 Iteration 93Q: 3 clusters Score -1708398 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 12180 members Entering Unmasked Estep Score: -1708399.250000 Penalty: 3165.260010 Iteration 94Q: 3 clusters Score -1708399 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 12191 members Entering Unmasked Estep Score: -1708404.875000 Penalty: 3165.260010 Iteration 95Q: 3 clusters Score -1708405 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 12207 members Entering Unmasked Estep Score: -1708405.000000 Penalty: 3165.260010 Iteration 96Q: 3 clusters Score -1708405 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 12223 members Entering Unmasked Estep Score: -1708402.875000 Penalty: 3165.260010 Iteration 97Q: 3 clusters Score -1708403 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 12242 members Entering Unmasked Estep Score: -1708407.500000 Penalty: 3165.260010 Iteration 98Q: 3 clusters Score -1708408 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 12258 members Entering Unmasked Estep Score: -1708406.750000 Penalty: 3165.260010 Iteration 99Q: 3 clusters Score -1708407 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 12274 members Entering Unmasked Estep Score: -1708412.125000 Penalty: 3165.260010 Iteration 100F: 3 clusters Score -1708412 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 12289 members Entering Unmasked Estep Score: -1708412.875000 Penalty: 3165.260010 Iteration 101Q: 3 clusters Score -1708413 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -1708415.625000 Penalty: 3165.260010 Iteration 102Q: 3 clusters Score -1708416 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 12303 members Entering Unmasked Estep Score: -1708414.500000 Penalty: 3165.260010 Iteration 103Q: 3 clusters Score -1708414 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 12309 members Entering Unmasked Estep Score: -1708412.625000 Penalty: 3165.260010 Iteration 104Q: 3 clusters Score -1708413 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -1708411.500000 Penalty: 3165.260010 Iteration 105Q: 3 clusters Score -1708412 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 12324 members Entering Unmasked Estep Score: -1708414.875000 Penalty: 3165.260010 Iteration 106Q: 3 clusters Score -1708415 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 12331 members Entering Unmasked Estep Score: -1708410.750000 Penalty: 3165.260010 Iteration 107Q: 3 clusters Score -1708411 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 12338 members Entering Unmasked Estep Score: -1708411.875000 Penalty: 3165.260010 Iteration 108Q: 3 clusters Score -1708412 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -1708412.375000 Penalty: 3165.260010 Iteration 109Q: 3 clusters Score -1708412 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 12357 members Entering Unmasked Estep Score: -1708417.000000 Penalty: 3165.260010 Iteration 110Q: 3 clusters Score -1708417 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 12373 members Entering Unmasked Estep Score: -1708417.625000 Penalty: 3165.260010 Iteration 111Q: 3 clusters Score -1708418 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 12383 members Entering Unmasked Estep Score: -1708418.375000 Penalty: 3165.260010 Iteration 112Q: 3 clusters Score -1708418 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 12398 members Entering Unmasked Estep Score: -1708418.500000 Penalty: 3165.260010 Iteration 113Q: 3 clusters Score -1708418 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 12417 members Entering Unmasked Estep Score: -1708428.500000 Penalty: 3165.260010 Iteration 114Q: 3 clusters Score -1708428 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 12430 members Entering Unmasked Estep Score: -1708432.875000 Penalty: 3165.260010 Iteration 115Q: 3 clusters Score -1708433 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 12445 members Entering Unmasked Estep Score: -1708427.500000 Penalty: 3165.260010 Iteration 116Q: 3 clusters Score -1708428 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 12452 members Entering Unmasked Estep Score: -1708427.250000 Penalty: 3165.260010 Iteration 117Q: 3 clusters Score -1708427 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 12456 members Entering Unmasked Estep Score: -1708427.250000 Penalty: 3165.260010 Iteration 118Q: 3 clusters Score -1708427 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -1708425.375000 Penalty: 3165.260010 Iteration 119Q: 3 clusters Score -1708425 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -1708425.375000 Penalty: 3165.260010 Iteration 120F: 3 clusters Score -1708425 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Entering Unmasked Estep Score: -251395.281250 Penalty: 1276.588989 Iteration 0F: 2 clusters Score -251395.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -248928.515625 Penalty: 2553.177979 Iteration 0F: 3 clusters Score -248928.5 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -249586.515625 Penalty: 2553.177979 Iteration 1F: 3 clusters Score -249586.5 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -249786.781250 Penalty: 2553.177979 Iteration 2F: 3 clusters Score -249786.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -249925.187500 Penalty: 2553.177979 Iteration 3F: 3 clusters Score -249925.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -250009.687500 Penalty: 2553.177979 Iteration 4Q: 3 clusters Score -250009.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -250070.265625 Penalty: 2553.177979 Iteration 5Q: 3 clusters Score -250070.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -250127.468750 Penalty: 2553.177979 Iteration 6Q: 3 clusters Score -250127.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -250166.500000 Penalty: 2553.177979 Iteration 7Q: 3 clusters Score -250166.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -250204.000000 Penalty: 2553.177979 Iteration 8Q: 3 clusters Score -250204 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -250244.812500 Penalty: 2553.177979 Iteration 9Q: 3 clusters Score -250244.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -250281.296875 Penalty: 2553.177979 Iteration 10Q: 3 clusters Score -250281.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -250312.140625 Penalty: 2553.177979 Iteration 11Q: 3 clusters Score -250312.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -250336.515625 Penalty: 2553.177979 Iteration 12Q: 3 clusters Score -250336.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -250356.843750 Penalty: 2553.177979 Iteration 13Q: 3 clusters Score -250356.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -250371.109375 Penalty: 2553.177979 Iteration 14Q: 3 clusters Score -250371.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -250382.390625 Penalty: 2553.177979 Iteration 15Q: 3 clusters Score -250382.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -250391.437500 Penalty: 2553.177979 Iteration 16Q: 3 clusters Score -250391.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -250396.156250 Penalty: 2553.177979 Iteration 17Q: 3 clusters Score -250396.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -250399.109375 Penalty: 2553.177979 Iteration 18Q: 3 clusters Score -250399.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -250401.312500 Penalty: 2553.177979 Iteration 19Q: 3 clusters Score -250401.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -250402.984375 Penalty: 2553.177979 Iteration 20F: 3 clusters Score -250403 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -250403.593750 Penalty: 2553.177979 Iteration 21Q: 3 clusters Score -250403.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -250403.593750 Penalty: 2553.177979 Iteration 22F: 3 clusters Score -250403.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Entering Unmasked Estep Score: -96374.843750 Penalty: 1120.712769 Iteration 0F: 2 clusters Score -96374.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -94954.390625 Penalty: 2241.425537 Iteration 0F: 3 clusters Score -94954.39 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -95210.375000 Penalty: 2241.425537 Iteration 1F: 3 clusters Score -95210.38 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -95270.453125 Penalty: 2241.425537 Iteration 2F: 3 clusters Score -95270.45 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -95301.289062 Penalty: 2241.425537 Iteration 3Q: 3 clusters Score -95301.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -95314.578125 Penalty: 2241.425537 Iteration 4Q: 3 clusters Score -95314.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -95325.000000 Penalty: 2241.425537 Iteration 5Q: 3 clusters Score -95325 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -95333.703125 Penalty: 2241.425537 Iteration 6Q: 3 clusters Score -95333.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -95336.148438 Penalty: 2241.425537 Iteration 7Q: 3 clusters Score -95336.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -95338.328125 Penalty: 2241.425537 Iteration 8Q: 3 clusters Score -95338.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -95339.890625 Penalty: 2241.425537 Iteration 9Q: 3 clusters Score -95339.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -95340.898438 Penalty: 2241.425537 Iteration 10Q: 3 clusters Score -95340.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -95341.304688 Penalty: 2241.425537 Iteration 11Q: 3 clusters Score -95341.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -95341.914062 Penalty: 2241.425537 Iteration 12Q: 3 clusters Score -95341.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -95342.492188 Penalty: 2241.425537 Iteration 13Q: 3 clusters Score -95342.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -95343.382812 Penalty: 2241.425537 Iteration 14Q: 3 clusters Score -95343.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -95343.382812 Penalty: 2241.425537 Iteration 15F: 3 clusters Score -95343.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Entering Unmasked Estep Score: -140937.828125 Penalty: 1184.561646 Iteration 0F: 2 clusters Score -140937.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -139192.187500 Penalty: 2369.123291 Iteration 0F: 3 clusters Score -139192.2 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -139547.546875 Penalty: 2369.123291 Iteration 1F: 3 clusters Score -139547.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -139708.953125 Penalty: 2369.123291 Iteration 2F: 3 clusters Score -139709 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -139811.968750 Penalty: 2369.123291 Iteration 3F: 3 clusters Score -139812 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -139893.296875 Penalty: 2369.123291 Iteration 4Q: 3 clusters Score -139893.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -139970.890625 Penalty: 2369.123291 Iteration 5Q: 3 clusters Score -139970.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -140031.890625 Penalty: 2369.123291 Iteration 6Q: 3 clusters Score -140031.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -140082.656250 Penalty: 2369.123291 Iteration 7Q: 3 clusters Score -140082.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -140114.687500 Penalty: 2369.123291 Iteration 8Q: 3 clusters Score -140114.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -140133.437500 Penalty: 2369.123291 Iteration 9Q: 3 clusters Score -140133.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -140152.093750 Penalty: 2369.123291 Iteration 10Q: 3 clusters Score -140152.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -140169.921875 Penalty: 2369.123291 Iteration 11Q: 3 clusters Score -140169.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -140188.687500 Penalty: 2369.123291 Iteration 12Q: 3 clusters Score -140188.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -140202.625000 Penalty: 2369.123291 Iteration 13Q: 3 clusters Score -140202.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -140213.468750 Penalty: 2369.123291 Iteration 14Q: 3 clusters Score -140213.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -140226.765625 Penalty: 2369.123291 Iteration 15Q: 3 clusters Score -140226.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -140239.203125 Penalty: 2369.123291 Iteration 16Q: 3 clusters Score -140239.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -140249.375000 Penalty: 2369.123291 Iteration 17Q: 3 clusters Score -140249.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -140255.656250 Penalty: 2369.123291 Iteration 18Q: 3 clusters Score -140255.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -140260.046875 Penalty: 2369.123291 Iteration 19Q: 3 clusters Score -140260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -140262.156250 Penalty: 2369.123291 Iteration 20F: 3 clusters Score -140262.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -140264.453125 Penalty: 2369.123291 Iteration 21Q: 3 clusters Score -140264.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -140265.281250 Penalty: 2369.123291 Iteration 22Q: 3 clusters Score -140265.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -140265.828125 Penalty: 2369.123291 Iteration 23Q: 3 clusters Score -140265.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -140266.031250 Penalty: 2369.123291 Iteration 24Q: 3 clusters Score -140266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -140267.671875 Penalty: 2369.123291 Iteration 25Q: 3 clusters Score -140267.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -140267.671875 Penalty: 2369.123291 Iteration 26F: 3 clusters Score -140267.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Entering Unmasked Estep Score: -37869.988281 Penalty: 987.989136 Iteration 0F: 2 clusters Score -37869.99 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 213 members Entering Unmasked Estep Score: -36873.488281 Penalty: 1975.978271 Iteration 0F: 3 clusters Score -36873.49 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -37022.628906 Penalty: 1975.978271 Iteration 1F: 3 clusters Score -37022.63 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -37055.375000 Penalty: 1975.978271 Iteration 2F: 3 clusters Score -37055.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -37068.410156 Penalty: 1975.978271 Iteration 3Q: 3 clusters Score -37068.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -37073.484375 Penalty: 1975.978271 Iteration 4Q: 3 clusters Score -37073.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -37081.542969 Penalty: 1975.978271 Iteration 5Q: 3 clusters Score -37081.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -37090.535156 Penalty: 1975.978271 Iteration 6Q: 3 clusters Score -37090.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -37096.042969 Penalty: 1975.978271 Iteration 7Q: 3 clusters Score -37096.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -37104.835938 Penalty: 1975.978271 Iteration 8Q: 3 clusters Score -37104.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -37108.914062 Penalty: 1975.978271 Iteration 9Q: 3 clusters Score -37108.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -37110.148438 Penalty: 1975.978271 Iteration 10Q: 3 clusters Score -37110.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -37110.148438 Penalty: 1975.978271 Iteration 11F: 3 clusters Score -37110.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Entering Unmasked Estep Score: -26939.220703 Penalty: 949.104248 Iteration 0F: 2 clusters Score -26939.22 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 163 members Entering Unmasked Estep Score: -26064.707031 Penalty: 1898.208496 Iteration 0F: 3 clusters Score -26064.71 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -26168.962891 Penalty: 1898.208496 Iteration 1F: 3 clusters Score -26168.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -26206.796875 Penalty: 1898.208496 Iteration 2F: 3 clusters Score -26206.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -26226.582031 Penalty: 1898.208496 Iteration 3Q: 3 clusters Score -26226.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -26246.085938 Penalty: 1898.208496 Iteration 4Q: 3 clusters Score -26246.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -26260.470703 Penalty: 1898.208496 Iteration 5Q: 3 clusters Score -26260.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26267.771484 Penalty: 1898.208496 Iteration 6Q: 3 clusters Score -26267.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26267.771484 Penalty: 1898.208496 Iteration 7F: 3 clusters Score -26267.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Entering Unmasked Estep Score: -22032.744141 Penalty: 899.175781 Iteration 0F: 2 clusters Score -22032.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -21203.693359 Penalty: 1798.351562 Iteration 0F: 3 clusters Score -21203.69 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -21290.859375 Penalty: 1798.351562 Iteration 1F: 3 clusters Score -21290.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -21319.230469 Penalty: 1798.351562 Iteration 2F: 3 clusters Score -21319.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -21346.699219 Penalty: 1798.351562 Iteration 3Q: 3 clusters Score -21346.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -21346.699219 Penalty: 1798.351562 Iteration 4F: 3 clusters Score -21346.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (16981 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16981 members Entering Unmasked Estep Score: -1632498.750000 Penalty: 1582.725586 Iteration 0F: 2 clusters Score -1632499 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 8525 members Entering Unmasked Estep Score: -1620909.875000 Penalty: 3165.451172 Iteration 0F: 3 clusters Score -1620910 nChanged 7585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -1624982.125000 Penalty: 3165.451172 Iteration 1F: 3 clusters Score -1624982 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 8711 members Entering Unmasked Estep Score: -1625343.375000 Penalty: 3165.451172 Iteration 2F: 3 clusters Score -1625343 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -1625675.375000 Penalty: 3165.451172 Iteration 3Q: 3 clusters Score -1625675 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 8692 members Entering Unmasked Estep Score: -1626003.000000 Penalty: 3165.451172 Iteration 4Q: 3 clusters Score -1626003 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 8644 members Entering Unmasked Estep Score: -1626371.625000 Penalty: 3165.451172 Iteration 5Q: 3 clusters Score -1626372 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8345 members Mstep: Class 2 contains 8636 members Entering Unmasked Estep Score: -1626790.000000 Penalty: 3165.451172 Iteration 6Q: 3 clusters Score -1626790 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 8576 members Entering Unmasked Estep Score: -1627248.750000 Penalty: 3165.451172 Iteration 7Q: 3 clusters Score -1627249 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 8531 members Entering Unmasked Estep Score: -1627832.125000 Penalty: 3165.451172 Iteration 8F: 3 clusters Score -1627832 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -1628422.000000 Penalty: 3165.451172 Iteration 9F: 3 clusters Score -1628422 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 8475 members Entering Unmasked Estep Score: -1628987.250000 Penalty: 3165.451172 Iteration 10Q: 3 clusters Score -1628987 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 8424 members Entering Unmasked Estep Score: -1629468.875000 Penalty: 3165.451172 Iteration 11Q: 3 clusters Score -1629469 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -1629807.875000 Penalty: 3165.451172 Iteration 12Q: 3 clusters Score -1629808 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8781 members Mstep: Class 2 contains 8200 members Entering Unmasked Estep Score: -1630035.125000 Penalty: 3165.451172 Iteration 13Q: 3 clusters Score -1630035 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 8079 members Entering Unmasked Estep Score: -1630181.375000 Penalty: 3165.451172 Iteration 14Q: 3 clusters Score -1630181 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -1630287.250000 Penalty: 3165.451172 Iteration 15Q: 3 clusters Score -1630287 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -1630360.250000 Penalty: 3165.451172 Iteration 16Q: 3 clusters Score -1630360 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -1630430.375000 Penalty: 3165.451172 Iteration 17Q: 3 clusters Score -1630430 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -1630487.375000 Penalty: 3165.451172 Iteration 18Q: 3 clusters Score -1630487 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9379 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -1630542.500000 Penalty: 3165.451172 Iteration 19Q: 3 clusters Score -1630542 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -1630583.250000 Penalty: 3165.451172 Iteration 20F: 3 clusters Score -1630583 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9615 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -1630634.375000 Penalty: 3165.451172 Iteration 21Q: 3 clusters Score -1630634 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -1630678.625000 Penalty: 3165.451172 Iteration 22Q: 3 clusters Score -1630679 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -1630730.375000 Penalty: 3165.451172 Iteration 23Q: 3 clusters Score -1630730 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10065 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -1630789.000000 Penalty: 3165.451172 Iteration 24Q: 3 clusters Score -1630789 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -1630856.125000 Penalty: 3165.451172 Iteration 25Q: 3 clusters Score -1630856 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10390 members Mstep: Class 2 contains 6591 members Entering Unmasked Estep Score: -1630945.625000 Penalty: 3165.451172 Iteration 26Q: 3 clusters Score -1630946 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10561 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -1631033.375000 Penalty: 3165.451172 Iteration 27Q: 3 clusters Score -1631033 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10764 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -1631153.125000 Penalty: 3165.451172 Iteration 28Q: 3 clusters Score -1631153 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10936 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -1631251.000000 Penalty: 3165.451172 Iteration 29Q: 3 clusters Score -1631251 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11080 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -1631293.750000 Penalty: 3165.451172 Iteration 30Q: 3 clusters Score -1631294 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -1631333.625000 Penalty: 3165.451172 Iteration 31Q: 3 clusters Score -1631334 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -1631349.000000 Penalty: 3165.451172 Iteration 32Q: 3 clusters Score -1631349 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11382 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -1631371.750000 Penalty: 3165.451172 Iteration 33Q: 3 clusters Score -1631372 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -1631385.750000 Penalty: 3165.451172 Iteration 34Q: 3 clusters Score -1631386 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -1631397.000000 Penalty: 3165.451172 Iteration 35Q: 3 clusters Score -1631397 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -1631408.000000 Penalty: 3165.451172 Iteration 36Q: 3 clusters Score -1631408 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -1631421.750000 Penalty: 3165.451172 Iteration 37Q: 3 clusters Score -1631422 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11720 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -1631438.750000 Penalty: 3165.451172 Iteration 38Q: 3 clusters Score -1631439 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11799 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -1631453.250000 Penalty: 3165.451172 Iteration 39Q: 3 clusters Score -1631453 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -1631462.125000 Penalty: 3165.451172 Iteration 40F: 3 clusters Score -1631462 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11922 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -1631474.125000 Penalty: 3165.451172 Iteration 41Q: 3 clusters Score -1631474 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11975 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1631481.000000 Penalty: 3165.451172 Iteration 42Q: 3 clusters Score -1631481 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12022 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -1631485.250000 Penalty: 3165.451172 Iteration 43Q: 3 clusters Score -1631485 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -1631491.625000 Penalty: 3165.451172 Iteration 44Q: 3 clusters Score -1631492 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12092 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -1631497.625000 Penalty: 3165.451172 Iteration 45Q: 3 clusters Score -1631498 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12128 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -1631503.000000 Penalty: 3165.451172 Iteration 46Q: 3 clusters Score -1631503 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12152 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -1631503.875000 Penalty: 3165.451172 Iteration 47Q: 3 clusters Score -1631504 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12175 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -1631500.625000 Penalty: 3165.451172 Iteration 48Q: 3 clusters Score -1631501 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12201 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -1631505.375000 Penalty: 3165.451172 Iteration 49Q: 3 clusters Score -1631505 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12218 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1631509.125000 Penalty: 3165.451172 Iteration 50Q: 3 clusters Score -1631509 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12235 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -1631515.750000 Penalty: 3165.451172 Iteration 51Q: 3 clusters Score -1631516 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1631515.625000 Penalty: 3165.451172 Iteration 52Q: 3 clusters Score -1631516 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1631514.625000 Penalty: 3165.451172 Iteration 53Q: 3 clusters Score -1631515 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12275 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -1631510.375000 Penalty: 3165.451172 Iteration 54Q: 3 clusters Score -1631510 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12288 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -1631514.000000 Penalty: 3165.451172 Iteration 55Q: 3 clusters Score -1631514 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -1631514.625000 Penalty: 3165.451172 Iteration 56Q: 3 clusters Score -1631515 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12308 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -1631515.125000 Penalty: 3165.451172 Iteration 57Q: 3 clusters Score -1631515 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -1631519.250000 Penalty: 3165.451172 Iteration 58Q: 3 clusters Score -1631519 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -1631519.625000 Penalty: 3165.451172 Iteration 59Q: 3 clusters Score -1631520 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12342 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -1631519.625000 Penalty: 3165.451172 Iteration 60F: 3 clusters Score -1631520 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12354 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -1631521.875000 Penalty: 3165.451172 Iteration 61Q: 3 clusters Score -1631522 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12369 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -1631521.250000 Penalty: 3165.451172 Iteration 62Q: 3 clusters Score -1631521 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1631524.375000 Penalty: 3165.451172 Iteration 63Q: 3 clusters Score -1631524 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -1631526.250000 Penalty: 3165.451172 Iteration 64Q: 3 clusters Score -1631526 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12411 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -1631524.625000 Penalty: 3165.451172 Iteration 65Q: 3 clusters Score -1631525 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12418 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1631528.750000 Penalty: 3165.451172 Iteration 66Q: 3 clusters Score -1631529 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12423 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1631528.750000 Penalty: 3165.451172 Iteration 67Q: 3 clusters Score -1631529 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12428 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1631528.500000 Penalty: 3165.451172 Iteration 68Q: 3 clusters Score -1631528 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12435 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -1631530.625000 Penalty: 3165.451172 Iteration 69Q: 3 clusters Score -1631531 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12442 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1631530.125000 Penalty: 3165.451172 Iteration 70Q: 3 clusters Score -1631530 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12447 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -1631533.375000 Penalty: 3165.451172 Iteration 71Q: 3 clusters Score -1631533 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12451 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -1631533.000000 Penalty: 3165.451172 Iteration 72Q: 3 clusters Score -1631533 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12455 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1631532.250000 Penalty: 3165.451172 Iteration 73Q: 3 clusters Score -1631532 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12459 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -1631531.750000 Penalty: 3165.451172 Iteration 74Q: 3 clusters Score -1631532 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12462 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -1631531.625000 Penalty: 3165.451172 Iteration 75Q: 3 clusters Score -1631532 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12465 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -1631532.125000 Penalty: 3165.451172 Iteration 76Q: 3 clusters Score -1631532 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1631531.500000 Penalty: 3165.451172 Iteration 77Q: 3 clusters Score -1631532 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12472 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1631531.125000 Penalty: 3165.451172 Iteration 78Q: 3 clusters Score -1631531 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12472 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1631531.125000 Penalty: 3165.451172 Iteration 79F: 3 clusters Score -1631531 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (18459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18459 members Entering Unmasked Estep Score: -1865856.375000 Penalty: 1596.287354 Iteration 0F: 2 clusters Score -1865856 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Mstep: Class 2 contains 9242 members Entering Unmasked Estep Score: -1853141.750000 Penalty: 3192.574707 Iteration 0F: 3 clusters Score -1853142 nChanged 8267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 9359 members Entering Unmasked Estep Score: -1857638.125000 Penalty: 3192.574707 Iteration 1F: 3 clusters Score -1857638 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 9529 members Entering Unmasked Estep Score: -1858046.250000 Penalty: 3192.574707 Iteration 2F: 3 clusters Score -1858046 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 9828 members Entering Unmasked Estep Score: -1858531.375000 Penalty: 3192.574707 Iteration 3F: 3 clusters Score -1858531 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8239 members Mstep: Class 2 contains 10220 members Entering Unmasked Estep Score: -1859153.750000 Penalty: 3192.574707 Iteration 4F: 3 clusters Score -1859154 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7708 members Mstep: Class 2 contains 10751 members Entering Unmasked Estep Score: -1859975.500000 Penalty: 3192.574707 Iteration 5F: 3 clusters Score -1859976 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 11421 members Entering Unmasked Estep Score: -1860969.250000 Penalty: 3192.574707 Iteration 6F: 3 clusters Score -1860969 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -1862002.125000 Penalty: 3192.574707 Iteration 7F: 3 clusters Score -1862002 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 12988 members Entering Unmasked Estep Score: -1862899.875000 Penalty: 3192.574707 Iteration 8F: 3 clusters Score -1862900 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 13627 members Entering Unmasked Estep Score: -1863611.875000 Penalty: 3192.574707 Iteration 9F: 3 clusters Score -1863612 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 14077 members Entering Unmasked Estep Score: -1864060.000000 Penalty: 3192.574707 Iteration 10Q: 3 clusters Score -1864060 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 14396 members Entering Unmasked Estep Score: -1864314.500000 Penalty: 3192.574707 Iteration 11Q: 3 clusters Score -1864314 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 14641 members Entering Unmasked Estep Score: -1864482.250000 Penalty: 3192.574707 Iteration 12Q: 3 clusters Score -1864482 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 14864 members Entering Unmasked Estep Score: -1864598.250000 Penalty: 3192.574707 Iteration 13Q: 3 clusters Score -1864598 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 15057 members Entering Unmasked Estep Score: -1864678.375000 Penalty: 3192.574707 Iteration 14Q: 3 clusters Score -1864678 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 15229 members Entering Unmasked Estep Score: -1864733.500000 Penalty: 3192.574707 Iteration 15Q: 3 clusters Score -1864734 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 15355 members Entering Unmasked Estep Score: -1864770.875000 Penalty: 3192.574707 Iteration 16Q: 3 clusters Score -1864771 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 15482 members Entering Unmasked Estep Score: -1864803.875000 Penalty: 3192.574707 Iteration 17Q: 3 clusters Score -1864804 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 15601 members Entering Unmasked Estep Score: -1864835.000000 Penalty: 3192.574707 Iteration 18Q: 3 clusters Score -1864835 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 15709 members Entering Unmasked Estep Score: -1864865.125000 Penalty: 3192.574707 Iteration 19Q: 3 clusters Score -1864865 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 15788 members Entering Unmasked Estep Score: -1864890.625000 Penalty: 3192.574707 Iteration 20F: 3 clusters Score -1864891 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 15865 members Entering Unmasked Estep Score: -1864915.000000 Penalty: 3192.574707 Iteration 21Q: 3 clusters Score -1864915 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 15933 members Entering Unmasked Estep Score: -1864931.125000 Penalty: 3192.574707 Iteration 22Q: 3 clusters Score -1864931 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 16000 members Entering Unmasked Estep Score: -1864952.500000 Penalty: 3192.574707 Iteration 23Q: 3 clusters Score -1864952 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 16058 members Entering Unmasked Estep Score: -1864968.125000 Penalty: 3192.574707 Iteration 24Q: 3 clusters Score -1864968 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 16111 members Entering Unmasked Estep Score: -1864979.375000 Penalty: 3192.574707 Iteration 25Q: 3 clusters Score -1864979 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 16168 members Entering Unmasked Estep Score: -1864995.500000 Penalty: 3192.574707 Iteration 26Q: 3 clusters Score -1864996 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 16227 members Entering Unmasked Estep Score: -1865009.000000 Penalty: 3192.574707 Iteration 27Q: 3 clusters Score -1865009 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 16288 members Entering Unmasked Estep Score: -1865022.750000 Penalty: 3192.574707 Iteration 28Q: 3 clusters Score -1865023 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 16336 members Entering Unmasked Estep Score: -1865043.500000 Penalty: 3192.574707 Iteration 29Q: 3 clusters Score -1865044 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 16380 members Entering Unmasked Estep Score: -1865055.375000 Penalty: 3192.574707 Iteration 30Q: 3 clusters Score -1865055 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 16427 members Entering Unmasked Estep Score: -1865053.500000 Penalty: 3192.574707 Iteration 31Q: 3 clusters Score -1865054 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 16465 members Entering Unmasked Estep Score: -1865064.500000 Penalty: 3192.574707 Iteration 32Q: 3 clusters Score -1865064 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 16489 members Entering Unmasked Estep Score: -1865066.125000 Penalty: 3192.574707 Iteration 33Q: 3 clusters Score -1865066 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 16518 members Entering Unmasked Estep Score: -1865072.375000 Penalty: 3192.574707 Iteration 34Q: 3 clusters Score -1865072 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 16540 members Entering Unmasked Estep Score: -1865080.375000 Penalty: 3192.574707 Iteration 35Q: 3 clusters Score -1865080 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 16563 members Entering Unmasked Estep Score: -1865082.125000 Penalty: 3192.574707 Iteration 36Q: 3 clusters Score -1865082 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 16586 members Entering Unmasked Estep Score: -1865084.125000 Penalty: 3192.574707 Iteration 37Q: 3 clusters Score -1865084 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 16605 members Entering Unmasked Estep Score: -1865086.750000 Penalty: 3192.574707 Iteration 38Q: 3 clusters Score -1865087 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 16623 members Entering Unmasked Estep Score: -1865090.125000 Penalty: 3192.574707 Iteration 39Q: 3 clusters Score -1865090 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 16640 members Entering Unmasked Estep Score: -1865094.000000 Penalty: 3192.574707 Iteration 40F: 3 clusters Score -1865094 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 16660 members Entering Unmasked Estep Score: -1865092.750000 Penalty: 3192.574707 Iteration 41Q: 3 clusters Score -1865093 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 16674 members Entering Unmasked Estep Score: -1865093.875000 Penalty: 3192.574707 Iteration 42Q: 3 clusters Score -1865094 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 16688 members Entering Unmasked Estep Score: -1865096.375000 Penalty: 3192.574707 Iteration 43Q: 3 clusters Score -1865096 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 16702 members Entering Unmasked Estep Score: -1865104.500000 Penalty: 3192.574707 Iteration 44Q: 3 clusters Score -1865104 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 16711 members Entering Unmasked Estep Score: -1865103.375000 Penalty: 3192.574707 Iteration 45Q: 3 clusters Score -1865103 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 16721 members Entering Unmasked Estep Score: -1865106.750000 Penalty: 3192.574707 Iteration 46Q: 3 clusters Score -1865107 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 16732 members Entering Unmasked Estep Score: -1865107.625000 Penalty: 3192.574707 Iteration 47Q: 3 clusters Score -1865108 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 16744 members Entering Unmasked Estep Score: -1865110.250000 Penalty: 3192.574707 Iteration 48Q: 3 clusters Score -1865110 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 16751 members Entering Unmasked Estep Score: -1865109.500000 Penalty: 3192.574707 Iteration 49Q: 3 clusters Score -1865110 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 16757 members Entering Unmasked Estep Score: -1865111.875000 Penalty: 3192.574707 Iteration 50Q: 3 clusters Score -1865112 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 16764 members Entering Unmasked Estep Score: -1865113.500000 Penalty: 3192.574707 Iteration 51Q: 3 clusters Score -1865114 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 16771 members Entering Unmasked Estep Score: -1865114.000000 Penalty: 3192.574707 Iteration 52Q: 3 clusters Score -1865114 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 16779 members Entering Unmasked Estep Score: -1865113.500000 Penalty: 3192.574707 Iteration 53Q: 3 clusters Score -1865114 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 16790 members Entering Unmasked Estep Score: -1865113.625000 Penalty: 3192.574707 Iteration 54Q: 3 clusters Score -1865114 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 16797 members Entering Unmasked Estep Score: -1865116.875000 Penalty: 3192.574707 Iteration 55Q: 3 clusters Score -1865117 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 16806 members Entering Unmasked Estep Score: -1865120.500000 Penalty: 3192.574707 Iteration 56Q: 3 clusters Score -1865120 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 16821 members Entering Unmasked Estep Score: -1865127.000000 Penalty: 3192.574707 Iteration 57Q: 3 clusters Score -1865127 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 16832 members Entering Unmasked Estep Score: -1865132.500000 Penalty: 3192.574707 Iteration 58Q: 3 clusters Score -1865132 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 16840 members Entering Unmasked Estep Score: -1865133.250000 Penalty: 3192.574707 Iteration 59Q: 3 clusters Score -1865133 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 16847 members Entering Unmasked Estep Score: -1865132.625000 Penalty: 3192.574707 Iteration 60F: 3 clusters Score -1865133 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 16858 members Entering Unmasked Estep Score: -1865135.000000 Penalty: 3192.574707 Iteration 61Q: 3 clusters Score -1865135 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 16866 members Entering Unmasked Estep Score: -1865134.125000 Penalty: 3192.574707 Iteration 62Q: 3 clusters Score -1865134 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 16872 members Entering Unmasked Estep Score: -1865137.625000 Penalty: 3192.574707 Iteration 63Q: 3 clusters Score -1865138 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 16879 members Entering Unmasked Estep Score: -1865138.375000 Penalty: 3192.574707 Iteration 64Q: 3 clusters Score -1865138 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 16883 members Entering Unmasked Estep Score: -1865141.000000 Penalty: 3192.574707 Iteration 65Q: 3 clusters Score -1865141 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 16891 members Entering Unmasked Estep Score: -1865142.500000 Penalty: 3192.574707 Iteration 66Q: 3 clusters Score -1865142 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 16893 members Entering Unmasked Estep Score: -1865143.375000 Penalty: 3192.574707 Iteration 67Q: 3 clusters Score -1865143 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 16896 members Entering Unmasked Estep Score: -1865145.375000 Penalty: 3192.574707 Iteration 68Q: 3 clusters Score -1865145 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 16899 members Entering Unmasked Estep Score: -1865143.500000 Penalty: 3192.574707 Iteration 69Q: 3 clusters Score -1865144 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 16900 members Entering Unmasked Estep Score: -1865143.875000 Penalty: 3192.574707 Iteration 70Q: 3 clusters Score -1865144 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 16899 members Entering Unmasked Estep Score: -1865143.875000 Penalty: 3192.574707 Iteration 71Q: 3 clusters Score -1865144 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 16899 members Entering Unmasked Estep Score: -1865143.875000 Penalty: 3192.574707 Iteration 72F: 3 clusters Score -1865144 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -382409.593750 Penalty: 1347.498535 Iteration 0F: 2 clusters Score -382409.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -379024.968750 Penalty: 2694.997070 Iteration 0F: 3 clusters Score -379025 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -380011.781250 Penalty: 2694.997070 Iteration 1F: 3 clusters Score -380011.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -380248.906250 Penalty: 2694.997070 Iteration 2F: 3 clusters Score -380248.9 nChanged 265 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: -380480.750000 Penalty: 2694.997070 Iteration 3F: 3 clusters Score -380480.8 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -380708.937500 Penalty: 2694.997070 Iteration 4F: 3 clusters Score -380708.9 nChanged 226 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: -380930.968750 Penalty: 2694.997070 Iteration 5F: 3 clusters Score -380931 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -381137.187500 Penalty: 2694.997070 Iteration 6F: 3 clusters Score -381137.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -381280.468750 Penalty: 2694.997070 Iteration 7Q: 3 clusters Score -381280.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -381366.093750 Penalty: 2694.997070 Iteration 8Q: 3 clusters Score -381366.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -381411.218750 Penalty: 2694.997070 Iteration 9Q: 3 clusters Score -381411.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -381439.843750 Penalty: 2694.997070 Iteration 10Q: 3 clusters Score -381439.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -381459.312500 Penalty: 2694.997070 Iteration 11Q: 3 clusters Score -381459.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -381474.437500 Penalty: 2694.997070 Iteration 12Q: 3 clusters Score -381474.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -381484.906250 Penalty: 2694.997070 Iteration 13Q: 3 clusters Score -381484.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -381491.781250 Penalty: 2694.997070 Iteration 14Q: 3 clusters Score -381491.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -381497.000000 Penalty: 2694.997070 Iteration 15Q: 3 clusters Score -381497 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -381502.343750 Penalty: 2694.997070 Iteration 16Q: 3 clusters Score -381502.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -381505.875000 Penalty: 2694.997070 Iteration 17Q: 3 clusters Score -381505.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -381508.562500 Penalty: 2694.997070 Iteration 18Q: 3 clusters Score -381508.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -381512.156250 Penalty: 2694.997070 Iteration 19Q: 3 clusters Score -381512.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -381515.062500 Penalty: 2694.997070 Iteration 20F: 3 clusters Score -381515.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -381517.906250 Penalty: 2694.997070 Iteration 21Q: 3 clusters Score -381517.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -381518.656250 Penalty: 2694.997070 Iteration 22Q: 3 clusters Score -381518.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -381518.656250 Penalty: 2694.997070 Iteration 23F: 3 clusters Score -381518.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Entering Unmasked Estep Score: -526043.437500 Penalty: 1390.386108 Iteration 0F: 2 clusters Score -526043.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -521911.750000 Penalty: 2780.772217 Iteration 0F: 3 clusters Score -521911.8 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -523005.437500 Penalty: 2780.772217 Iteration 1F: 3 clusters Score -523005.4 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -523181.875000 Penalty: 2780.772217 Iteration 2F: 3 clusters Score -523181.9 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -523324.718750 Penalty: 2780.772217 Iteration 3F: 3 clusters Score -523324.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -523426.468750 Penalty: 2780.772217 Iteration 4Q: 3 clusters Score -523426.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -523505.218750 Penalty: 2780.772217 Iteration 5Q: 3 clusters Score -523505.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -523566.906250 Penalty: 2780.772217 Iteration 6Q: 3 clusters Score -523566.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -523632.500000 Penalty: 2780.772217 Iteration 7Q: 3 clusters Score -523632.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -523706.781250 Penalty: 2780.772217 Iteration 8Q: 3 clusters Score -523706.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -523777.656250 Penalty: 2780.772217 Iteration 9Q: 3 clusters Score -523777.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -523852.125000 Penalty: 2780.772217 Iteration 10Q: 3 clusters Score -523852.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -523948.437500 Penalty: 2780.772217 Iteration 11Q: 3 clusters Score -523948.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -524054.156250 Penalty: 2780.772217 Iteration 12Q: 3 clusters Score -524054.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -524145.531250 Penalty: 2780.772217 Iteration 13Q: 3 clusters Score -524145.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -524229.187500 Penalty: 2780.772217 Iteration 14Q: 3 clusters Score -524229.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -524301.500000 Penalty: 2780.772217 Iteration 15Q: 3 clusters Score -524301.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -524351.062500 Penalty: 2780.772217 Iteration 16Q: 3 clusters Score -524351.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -524390.812500 Penalty: 2780.772217 Iteration 17Q: 3 clusters Score -524390.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -524432.562500 Penalty: 2780.772217 Iteration 18Q: 3 clusters Score -524432.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -524469.812500 Penalty: 2780.772217 Iteration 19Q: 3 clusters Score -524469.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -524499.000000 Penalty: 2780.772217 Iteration 20F: 3 clusters Score -524499 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -524522.625000 Penalty: 2780.772217 Iteration 21Q: 3 clusters Score -524522.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -524543.937500 Penalty: 2780.772217 Iteration 22Q: 3 clusters Score -524543.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -524558.937500 Penalty: 2780.772217 Iteration 23Q: 3 clusters Score -524558.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -524571.437500 Penalty: 2780.772217 Iteration 24Q: 3 clusters Score -524571.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -524587.125000 Penalty: 2780.772217 Iteration 25Q: 3 clusters Score -524587.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -524597.437500 Penalty: 2780.772217 Iteration 26Q: 3 clusters Score -524597.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -524606.812500 Penalty: 2780.772217 Iteration 27Q: 3 clusters Score -524606.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -524613.312500 Penalty: 2780.772217 Iteration 28Q: 3 clusters Score -524613.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -524624.250000 Penalty: 2780.772217 Iteration 29Q: 3 clusters Score -524624.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -524635.937500 Penalty: 2780.772217 Iteration 30Q: 3 clusters Score -524635.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -524643.812500 Penalty: 2780.772217 Iteration 31Q: 3 clusters Score -524643.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -524652.375000 Penalty: 2780.772217 Iteration 32Q: 3 clusters Score -524652.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -524657.250000 Penalty: 2780.772217 Iteration 33Q: 3 clusters Score -524657.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -524663.562500 Penalty: 2780.772217 Iteration 34Q: 3 clusters Score -524663.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -524666.500000 Penalty: 2780.772217 Iteration 35Q: 3 clusters Score -524666.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -524670.562500 Penalty: 2780.772217 Iteration 36Q: 3 clusters Score -524670.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -524673.500000 Penalty: 2780.772217 Iteration 37Q: 3 clusters Score -524673.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -524675.937500 Penalty: 2780.772217 Iteration 38Q: 3 clusters Score -524675.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -524679.500000 Penalty: 2780.772217 Iteration 39Q: 3 clusters Score -524679.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -524682.250000 Penalty: 2780.772217 Iteration 40F: 3 clusters Score -524682.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -524684.500000 Penalty: 2780.772217 Iteration 41Q: 3 clusters Score -524684.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -524687.250000 Penalty: 2780.772217 Iteration 42Q: 3 clusters Score -524687.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -524688.625000 Penalty: 2780.772217 Iteration 43Q: 3 clusters Score -524688.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -524689.500000 Penalty: 2780.772217 Iteration 44Q: 3 clusters Score -524689.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -524692.062500 Penalty: 2780.772217 Iteration 45Q: 3 clusters Score -524692.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -524695.437500 Penalty: 2780.772217 Iteration 46Q: 3 clusters Score -524695.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -524698.875000 Penalty: 2780.772217 Iteration 47Q: 3 clusters Score -524698.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -524705.125000 Penalty: 2780.772217 Iteration 48Q: 3 clusters Score -524705.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -524706.125000 Penalty: 2780.772217 Iteration 49Q: 3 clusters Score -524706.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -524707.937500 Penalty: 2780.772217 Iteration 50Q: 3 clusters Score -524707.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -524708.375000 Penalty: 2780.772217 Iteration 51Q: 3 clusters Score -524708.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -524708.500000 Penalty: 2780.772217 Iteration 52Q: 3 clusters Score -524708.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -524708.500000 Penalty: 2780.772217 Iteration 53F: 3 clusters Score -524708.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Entering Unmasked Estep Score: -133166.593750 Penalty: 1175.671021 Iteration 0F: 2 clusters Score -133166.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -131473.609375 Penalty: 2351.342041 Iteration 0F: 3 clusters Score -131473.6 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -131867.562500 Penalty: 2351.342041 Iteration 1F: 3 clusters Score -131867.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -131972.687500 Penalty: 2351.342041 Iteration 2F: 3 clusters Score -131972.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -132024.468750 Penalty: 2351.342041 Iteration 3Q: 3 clusters Score -132024.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -132064.500000 Penalty: 2351.342041 Iteration 4Q: 3 clusters Score -132064.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -132094.062500 Penalty: 2351.342041 Iteration 5Q: 3 clusters Score -132094.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -132116.640625 Penalty: 2351.342041 Iteration 6Q: 3 clusters Score -132116.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -132130.984375 Penalty: 2351.342041 Iteration 7Q: 3 clusters Score -132131 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -132139.265625 Penalty: 2351.342041 Iteration 8Q: 3 clusters Score -132139.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -132143.343750 Penalty: 2351.342041 Iteration 9Q: 3 clusters Score -132143.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -132148.296875 Penalty: 2351.342041 Iteration 10Q: 3 clusters Score -132148.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -132150.625000 Penalty: 2351.342041 Iteration 11Q: 3 clusters Score -132150.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -132153.250000 Penalty: 2351.342041 Iteration 12Q: 3 clusters Score -132153.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -132156.265625 Penalty: 2351.342041 Iteration 13Q: 3 clusters Score -132156.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -132158.671875 Penalty: 2351.342041 Iteration 14Q: 3 clusters Score -132158.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -132159.046875 Penalty: 2351.342041 Iteration 15Q: 3 clusters Score -132159 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -132159.828125 Penalty: 2351.342041 Iteration 16Q: 3 clusters Score -132159.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -132162.296875 Penalty: 2351.342041 Iteration 17Q: 3 clusters Score -132162.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -132165.718750 Penalty: 2351.342041 Iteration 18Q: 3 clusters Score -132165.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -132168.687500 Penalty: 2351.342041 Iteration 19Q: 3 clusters Score -132168.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -132170.125000 Penalty: 2351.342041 Iteration 20F: 3 clusters Score -132170.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -132171.875000 Penalty: 2351.342041 Iteration 21Q: 3 clusters Score -132171.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -132173.359375 Penalty: 2351.342041 Iteration 22Q: 3 clusters Score -132173.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -132174.203125 Penalty: 2351.342041 Iteration 23Q: 3 clusters Score -132174.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -132177.203125 Penalty: 2351.342041 Iteration 24Q: 3 clusters Score -132177.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -132179.109375 Penalty: 2351.342041 Iteration 25Q: 3 clusters Score -132179.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -132180.421875 Penalty: 2351.342041 Iteration 26Q: 3 clusters Score -132180.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -132180.906250 Penalty: 2351.342041 Iteration 27Q: 3 clusters Score -132180.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -132180.906250 Penalty: 2351.342041 Iteration 28F: 3 clusters Score -132180.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Entering Unmasked Estep Score: -169082.140625 Penalty: 1209.595337 Iteration 0F: 2 clusters Score -169082.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -167176.968750 Penalty: 2419.190674 Iteration 0F: 3 clusters Score -167177 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -167595.843750 Penalty: 2419.190674 Iteration 1F: 3 clusters Score -167595.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -167714.765625 Penalty: 2419.190674 Iteration 2F: 3 clusters Score -167714.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -167772.093750 Penalty: 2419.190674 Iteration 3Q: 3 clusters Score -167772.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -167808.984375 Penalty: 2419.190674 Iteration 4Q: 3 clusters Score -167809 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -167839.937500 Penalty: 2419.190674 Iteration 5Q: 3 clusters Score -167839.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -167872.656250 Penalty: 2419.190674 Iteration 6Q: 3 clusters Score -167872.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -167905.359375 Penalty: 2419.190674 Iteration 7Q: 3 clusters Score -167905.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -167941.375000 Penalty: 2419.190674 Iteration 8Q: 3 clusters Score -167941.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -167990.375000 Penalty: 2419.190674 Iteration 9Q: 3 clusters Score -167990.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -168026.859375 Penalty: 2419.190674 Iteration 10Q: 3 clusters Score -168026.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -168040.625000 Penalty: 2419.190674 Iteration 11Q: 3 clusters Score -168040.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -168046.515625 Penalty: 2419.190674 Iteration 12Q: 3 clusters Score -168046.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -168052.421875 Penalty: 2419.190674 Iteration 13Q: 3 clusters Score -168052.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -168055.187500 Penalty: 2419.190674 Iteration 14Q: 3 clusters Score -168055.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -168057.265625 Penalty: 2419.190674 Iteration 15Q: 3 clusters Score -168057.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -168059.687500 Penalty: 2419.190674 Iteration 16Q: 3 clusters Score -168059.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -168062.562500 Penalty: 2419.190674 Iteration 17Q: 3 clusters Score -168062.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -168064.437500 Penalty: 2419.190674 Iteration 18Q: 3 clusters Score -168064.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -168064.437500 Penalty: 2419.190674 Iteration 19F: 3 clusters Score -168064.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Entering Unmasked Estep Score: -224071.390625 Penalty: 1251.297974 Iteration 0F: 2 clusters Score -224071.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -221841.187500 Penalty: 2502.595947 Iteration 0F: 3 clusters Score -221841.2 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -222298.500000 Penalty: 2502.595947 Iteration 1F: 3 clusters Score -222298.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -222407.562500 Penalty: 2502.595947 Iteration 2F: 3 clusters Score -222407.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -222462.015625 Penalty: 2502.595947 Iteration 3Q: 3 clusters Score -222462 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -222492.328125 Penalty: 2502.595947 Iteration 4Q: 3 clusters Score -222492.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -222515.203125 Penalty: 2502.595947 Iteration 5Q: 3 clusters Score -222515.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -222531.328125 Penalty: 2502.595947 Iteration 6Q: 3 clusters Score -222531.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -222542.171875 Penalty: 2502.595947 Iteration 7Q: 3 clusters Score -222542.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -222551.484375 Penalty: 2502.595947 Iteration 8Q: 3 clusters Score -222551.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -222562.171875 Penalty: 2502.595947 Iteration 9Q: 3 clusters Score -222562.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -222572.625000 Penalty: 2502.595947 Iteration 10Q: 3 clusters Score -222572.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -222586.015625 Penalty: 2502.595947 Iteration 11Q: 3 clusters Score -222586 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -222598.218750 Penalty: 2502.595947 Iteration 12Q: 3 clusters Score -222598.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -222609.484375 Penalty: 2502.595947 Iteration 13Q: 3 clusters Score -222609.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -222620.515625 Penalty: 2502.595947 Iteration 14Q: 3 clusters Score -222620.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -222630.515625 Penalty: 2502.595947 Iteration 15Q: 3 clusters Score -222630.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -222638.890625 Penalty: 2502.595947 Iteration 16Q: 3 clusters Score -222638.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -222648.906250 Penalty: 2502.595947 Iteration 17Q: 3 clusters Score -222648.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -222654.609375 Penalty: 2502.595947 Iteration 18Q: 3 clusters Score -222654.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -222660.390625 Penalty: 2502.595947 Iteration 19Q: 3 clusters Score -222660.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -222665.625000 Penalty: 2502.595947 Iteration 20F: 3 clusters Score -222665.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -222669.828125 Penalty: 2502.595947 Iteration 21Q: 3 clusters Score -222669.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -222672.265625 Penalty: 2502.595947 Iteration 22Q: 3 clusters Score -222672.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -222675.703125 Penalty: 2502.595947 Iteration 23Q: 3 clusters Score -222675.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -222679.078125 Penalty: 2502.595947 Iteration 24Q: 3 clusters Score -222679.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -222682.000000 Penalty: 2502.595947 Iteration 25Q: 3 clusters Score -222682 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -222683.750000 Penalty: 2502.595947 Iteration 26Q: 3 clusters Score -222683.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -222685.437500 Penalty: 2502.595947 Iteration 27Q: 3 clusters Score -222685.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -222686.296875 Penalty: 2502.595947 Iteration 28Q: 3 clusters Score -222686.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -222686.453125 Penalty: 2502.595947 Iteration 29Q: 3 clusters Score -222686.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -222687.968750 Penalty: 2502.595947 Iteration 30Q: 3 clusters Score -222688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -222688.625000 Penalty: 2502.595947 Iteration 31Q: 3 clusters Score -222688.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -222691.187500 Penalty: 2502.595947 Iteration 32Q: 3 clusters Score -222691.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -222692.421875 Penalty: 2502.595947 Iteration 33Q: 3 clusters Score -222692.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -222693.234375 Penalty: 2502.595947 Iteration 34Q: 3 clusters Score -222693.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -222693.656250 Penalty: 2502.595947 Iteration 35Q: 3 clusters Score -222693.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -222693.656250 Penalty: 2502.595947 Iteration 36F: 3 clusters Score -222693.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Entering Unmasked Estep Score: -473536.500000 Penalty: 1375.126099 Iteration 0F: 2 clusters Score -473536.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -469719.593750 Penalty: 2750.252197 Iteration 0F: 3 clusters Score -469719.6 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -470790.562500 Penalty: 2750.252197 Iteration 1F: 3 clusters Score -470790.6 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -471008.937500 Penalty: 2750.252197 Iteration 2F: 3 clusters Score -471008.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -471138.062500 Penalty: 2750.252197 Iteration 3F: 3 clusters Score -471138.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -471218.437500 Penalty: 2750.252197 Iteration 4Q: 3 clusters Score -471218.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -471285.343750 Penalty: 2750.252197 Iteration 5Q: 3 clusters Score -471285.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -471349.562500 Penalty: 2750.252197 Iteration 6Q: 3 clusters Score -471349.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -471401.218750 Penalty: 2750.252197 Iteration 7Q: 3 clusters Score -471401.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -471437.656250 Penalty: 2750.252197 Iteration 8Q: 3 clusters Score -471437.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -471476.843750 Penalty: 2750.252197 Iteration 9Q: 3 clusters Score -471476.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -471516.031250 Penalty: 2750.252197 Iteration 10Q: 3 clusters Score -471516 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -471544.093750 Penalty: 2750.252197 Iteration 11Q: 3 clusters Score -471544.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -471568.093750 Penalty: 2750.252197 Iteration 12Q: 3 clusters Score -471568.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -471596.343750 Penalty: 2750.252197 Iteration 13Q: 3 clusters Score -471596.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -471621.968750 Penalty: 2750.252197 Iteration 14Q: 3 clusters Score -471622 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -471635.062500 Penalty: 2750.252197 Iteration 15Q: 3 clusters Score -471635.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -471647.375000 Penalty: 2750.252197 Iteration 16Q: 3 clusters Score -471647.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -471657.750000 Penalty: 2750.252197 Iteration 17Q: 3 clusters Score -471657.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -471670.187500 Penalty: 2750.252197 Iteration 18Q: 3 clusters Score -471670.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -471682.531250 Penalty: 2750.252197 Iteration 19Q: 3 clusters Score -471682.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -471705.500000 Penalty: 2750.252197 Iteration 20F: 3 clusters Score -471705.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -471736.375000 Penalty: 2750.252197 Iteration 21Q: 3 clusters Score -471736.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -471765.187500 Penalty: 2750.252197 Iteration 22Q: 3 clusters Score -471765.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -471782.625000 Penalty: 2750.252197 Iteration 23Q: 3 clusters Score -471782.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -471804.906250 Penalty: 2750.252197 Iteration 24Q: 3 clusters Score -471804.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -471826.312500 Penalty: 2750.252197 Iteration 25Q: 3 clusters Score -471826.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -471842.812500 Penalty: 2750.252197 Iteration 26Q: 3 clusters Score -471842.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -471861.156250 Penalty: 2750.252197 Iteration 27Q: 3 clusters Score -471861.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -471889.875000 Penalty: 2750.252197 Iteration 28Q: 3 clusters Score -471889.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -471922.875000 Penalty: 2750.252197 Iteration 29Q: 3 clusters Score -471922.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -471958.687500 Penalty: 2750.252197 Iteration 30Q: 3 clusters Score -471958.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -471978.218750 Penalty: 2750.252197 Iteration 31Q: 3 clusters Score -471978.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -471993.218750 Penalty: 2750.252197 Iteration 32Q: 3 clusters Score -471993.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -472007.687500 Penalty: 2750.252197 Iteration 33Q: 3 clusters Score -472007.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -472017.406250 Penalty: 2750.252197 Iteration 34Q: 3 clusters Score -472017.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -472026.875000 Penalty: 2750.252197 Iteration 35Q: 3 clusters Score -472026.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -472034.000000 Penalty: 2750.252197 Iteration 36Q: 3 clusters Score -472034 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -472042.406250 Penalty: 2750.252197 Iteration 37Q: 3 clusters Score -472042.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -472048.906250 Penalty: 2750.252197 Iteration 38Q: 3 clusters Score -472048.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -472055.875000 Penalty: 2750.252197 Iteration 39Q: 3 clusters Score -472055.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -472063.562500 Penalty: 2750.252197 Iteration 40F: 3 clusters Score -472063.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -472068.343750 Penalty: 2750.252197 Iteration 41Q: 3 clusters Score -472068.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -472073.562500 Penalty: 2750.252197 Iteration 42Q: 3 clusters Score -472073.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -472083.156250 Penalty: 2750.252197 Iteration 43Q: 3 clusters Score -472083.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -472092.718750 Penalty: 2750.252197 Iteration 44Q: 3 clusters Score -472092.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -472099.437500 Penalty: 2750.252197 Iteration 45Q: 3 clusters Score -472099.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -472112.031250 Penalty: 2750.252197 Iteration 46Q: 3 clusters Score -472112 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -472126.562500 Penalty: 2750.252197 Iteration 47Q: 3 clusters Score -472126.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -472134.906250 Penalty: 2750.252197 Iteration 48Q: 3 clusters Score -472134.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -472149.968750 Penalty: 2750.252197 Iteration 49Q: 3 clusters Score -472150 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -472165.781250 Penalty: 2750.252197 Iteration 50Q: 3 clusters Score -472165.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -472176.187500 Penalty: 2750.252197 Iteration 51Q: 3 clusters Score -472176.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -472186.156250 Penalty: 2750.252197 Iteration 52Q: 3 clusters Score -472186.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -472193.531250 Penalty: 2750.252197 Iteration 53Q: 3 clusters Score -472193.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -472203.062500 Penalty: 2750.252197 Iteration 54Q: 3 clusters Score -472203.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -472214.468750 Penalty: 2750.252197 Iteration 55Q: 3 clusters Score -472214.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -472227.187500 Penalty: 2750.252197 Iteration 56Q: 3 clusters Score -472227.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -472242.718750 Penalty: 2750.252197 Iteration 57Q: 3 clusters Score -472242.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -472252.187500 Penalty: 2750.252197 Iteration 58Q: 3 clusters Score -472252.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -472258.718750 Penalty: 2750.252197 Iteration 59Q: 3 clusters Score -472258.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -472265.531250 Penalty: 2750.252197 Iteration 60F: 3 clusters Score -472265.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -472270.875000 Penalty: 2750.252197 Iteration 61Q: 3 clusters Score -472270.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -472274.093750 Penalty: 2750.252197 Iteration 62Q: 3 clusters Score -472274.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -472277.093750 Penalty: 2750.252197 Iteration 63Q: 3 clusters Score -472277.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -472279.562500 Penalty: 2750.252197 Iteration 64Q: 3 clusters Score -472279.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -472281.718750 Penalty: 2750.252197 Iteration 65Q: 3 clusters Score -472281.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -472283.406250 Penalty: 2750.252197 Iteration 66Q: 3 clusters Score -472283.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -472285.843750 Penalty: 2750.252197 Iteration 67Q: 3 clusters Score -472285.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -472287.625000 Penalty: 2750.252197 Iteration 68Q: 3 clusters Score -472287.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -472289.968750 Penalty: 2750.252197 Iteration 69Q: 3 clusters Score -472290 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -472292.062500 Penalty: 2750.252197 Iteration 70Q: 3 clusters Score -472292.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -472293.531250 Penalty: 2750.252197 Iteration 71Q: 3 clusters Score -472293.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -472293.093750 Penalty: 2750.252197 Iteration 72Q: 3 clusters Score -472293.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -472294.312500 Penalty: 2750.252197 Iteration 73Q: 3 clusters Score -472294.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -472296.031250 Penalty: 2750.252197 Iteration 74Q: 3 clusters Score -472296 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -472297.531250 Penalty: 2750.252197 Iteration 75Q: 3 clusters Score -472297.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -472300.750000 Penalty: 2750.252197 Iteration 76Q: 3 clusters Score -472300.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -472304.187500 Penalty: 2750.252197 Iteration 77Q: 3 clusters Score -472304.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -472306.812500 Penalty: 2750.252197 Iteration 78Q: 3 clusters Score -472306.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -472310.062500 Penalty: 2750.252197 Iteration 79Q: 3 clusters Score -472310.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -472311.781250 Penalty: 2750.252197 Iteration 80F: 3 clusters Score -472311.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -472312.937500 Penalty: 2750.252197 Iteration 81Q: 3 clusters Score -472312.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -472314.656250 Penalty: 2750.252197 Iteration 82Q: 3 clusters Score -472314.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -472316.750000 Penalty: 2750.252197 Iteration 83Q: 3 clusters Score -472316.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -472318.437500 Penalty: 2750.252197 Iteration 84Q: 3 clusters Score -472318.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -472322.093750 Penalty: 2750.252197 Iteration 85Q: 3 clusters Score -472322.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -472325.843750 Penalty: 2750.252197 Iteration 86Q: 3 clusters Score -472325.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -472328.593750 Penalty: 2750.252197 Iteration 87Q: 3 clusters Score -472328.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -472330.812500 Penalty: 2750.252197 Iteration 88Q: 3 clusters Score -472330.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -472334.093750 Penalty: 2750.252197 Iteration 89Q: 3 clusters Score -472334.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -472338.531250 Penalty: 2750.252197 Iteration 90Q: 3 clusters Score -472338.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -472341.343750 Penalty: 2750.252197 Iteration 91Q: 3 clusters Score -472341.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -472344.812500 Penalty: 2750.252197 Iteration 92Q: 3 clusters Score -472344.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -472347.031250 Penalty: 2750.252197 Iteration 93Q: 3 clusters Score -472347 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -472348.531250 Penalty: 2750.252197 Iteration 94Q: 3 clusters Score -472348.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -472348.593750 Penalty: 2750.252197 Iteration 95Q: 3 clusters Score -472348.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -472348.593750 Penalty: 2750.252197 Iteration 96F: 3 clusters Score -472348.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Entering Unmasked Estep Score: -126425.898438 Penalty: 1173.904053 Iteration 0F: 2 clusters Score -126425.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -124723.070312 Penalty: 2347.808105 Iteration 0F: 3 clusters Score -124723.1 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -125080.429688 Penalty: 2347.808105 Iteration 1F: 3 clusters Score -125080.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -125168.289062 Penalty: 2347.808105 Iteration 2F: 3 clusters Score -125168.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -125215.921875 Penalty: 2347.808105 Iteration 3Q: 3 clusters Score -125215.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -125251.828125 Penalty: 2347.808105 Iteration 4Q: 3 clusters Score -125251.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -125277.890625 Penalty: 2347.808105 Iteration 5Q: 3 clusters Score -125277.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -125306.835938 Penalty: 2347.808105 Iteration 6Q: 3 clusters Score -125306.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -125345.648438 Penalty: 2347.808105 Iteration 7Q: 3 clusters Score -125345.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -125376.500000 Penalty: 2347.808105 Iteration 8Q: 3 clusters Score -125376.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -125411.265625 Penalty: 2347.808105 Iteration 9Q: 3 clusters Score -125411.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -125460.125000 Penalty: 2347.808105 Iteration 10Q: 3 clusters Score -125460.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -125540.265625 Penalty: 2347.808105 Iteration 11Q: 3 clusters Score -125540.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -125637.007812 Penalty: 2347.808105 Iteration 12Q: 3 clusters Score -125637 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -125742.593750 Penalty: 2347.808105 Iteration 13Q: 3 clusters Score -125742.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -125840.640625 Penalty: 2347.808105 Iteration 14Q: 3 clusters Score -125840.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -125885.234375 Penalty: 2347.808105 Iteration 15Q: 3 clusters Score -125885.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -125928.601562 Penalty: 2347.808105 Iteration 16Q: 3 clusters Score -125928.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -125970.164062 Penalty: 2347.808105 Iteration 17Q: 3 clusters Score -125970.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -126004.164062 Penalty: 2347.808105 Iteration 18Q: 3 clusters Score -126004.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -126025.953125 Penalty: 2347.808105 Iteration 19Q: 3 clusters Score -126026 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -126039.210938 Penalty: 2347.808105 Iteration 20F: 3 clusters Score -126039.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -126048.781250 Penalty: 2347.808105 Iteration 21Q: 3 clusters Score -126048.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -126056.375000 Penalty: 2347.808105 Iteration 22Q: 3 clusters Score -126056.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -126062.187500 Penalty: 2347.808105 Iteration 23Q: 3 clusters Score -126062.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -126064.960938 Penalty: 2347.808105 Iteration 24Q: 3 clusters Score -126065 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -126067.429688 Penalty: 2347.808105 Iteration 25Q: 3 clusters Score -126067.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -126069.210938 Penalty: 2347.808105 Iteration 26Q: 3 clusters Score -126069.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -126070.242188 Penalty: 2347.808105 Iteration 27Q: 3 clusters Score -126070.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -126070.242188 Penalty: 2347.808105 Iteration 28F: 3 clusters Score -126070.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Entering Unmasked Estep Score: -338513.375000 Penalty: 1324.544800 Iteration 0F: 2 clusters Score -338513.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -335436.718750 Penalty: 2649.089600 Iteration 0F: 3 clusters Score -335436.7 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -336277.812500 Penalty: 2649.089600 Iteration 1F: 3 clusters Score -336277.8 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -336464.843750 Penalty: 2649.089600 Iteration 2F: 3 clusters Score -336464.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -336569.968750 Penalty: 2649.089600 Iteration 3F: 3 clusters Score -336570 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -336633.312500 Penalty: 2649.089600 Iteration 4Q: 3 clusters Score -336633.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -336670.812500 Penalty: 2649.089600 Iteration 5Q: 3 clusters Score -336670.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -336704.468750 Penalty: 2649.089600 Iteration 6Q: 3 clusters Score -336704.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -336728.531250 Penalty: 2649.089600 Iteration 7Q: 3 clusters Score -336728.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -336743.812500 Penalty: 2649.089600 Iteration 8Q: 3 clusters Score -336743.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -336756.406250 Penalty: 2649.089600 Iteration 9Q: 3 clusters Score -336756.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -336766.937500 Penalty: 2649.089600 Iteration 10Q: 3 clusters Score -336766.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -336779.593750 Penalty: 2649.089600 Iteration 11Q: 3 clusters Score -336779.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -336789.125000 Penalty: 2649.089600 Iteration 12Q: 3 clusters Score -336789.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -336794.406250 Penalty: 2649.089600 Iteration 13Q: 3 clusters Score -336794.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -336800.343750 Penalty: 2649.089600 Iteration 14Q: 3 clusters Score -336800.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -336809.687500 Penalty: 2649.089600 Iteration 15Q: 3 clusters Score -336809.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -336817.937500 Penalty: 2649.089600 Iteration 16Q: 3 clusters Score -336817.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -336826.906250 Penalty: 2649.089600 Iteration 17Q: 3 clusters Score -336826.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -336834.218750 Penalty: 2649.089600 Iteration 18Q: 3 clusters Score -336834.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -336843.375000 Penalty: 2649.089600 Iteration 19Q: 3 clusters Score -336843.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -336852.281250 Penalty: 2649.089600 Iteration 20F: 3 clusters Score -336852.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -336859.500000 Penalty: 2649.089600 Iteration 21Q: 3 clusters Score -336859.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -336867.000000 Penalty: 2649.089600 Iteration 22Q: 3 clusters Score -336867 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -336872.468750 Penalty: 2649.089600 Iteration 23Q: 3 clusters Score -336872.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -336879.093750 Penalty: 2649.089600 Iteration 24Q: 3 clusters Score -336879.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -336886.187500 Penalty: 2649.089600 Iteration 25Q: 3 clusters Score -336886.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -336895.125000 Penalty: 2649.089600 Iteration 26Q: 3 clusters Score -336895.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -336902.281250 Penalty: 2649.089600 Iteration 27Q: 3 clusters Score -336902.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -336911.406250 Penalty: 2649.089600 Iteration 28Q: 3 clusters Score -336911.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -336926.468750 Penalty: 2649.089600 Iteration 29Q: 3 clusters Score -336926.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -336940.906250 Penalty: 2649.089600 Iteration 30Q: 3 clusters Score -336940.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -336961.718750 Penalty: 2649.089600 Iteration 31Q: 3 clusters Score -336961.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -336982.812500 Penalty: 2649.089600 Iteration 32Q: 3 clusters Score -336982.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -337009.125000 Penalty: 2649.089600 Iteration 33Q: 3 clusters Score -337009.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -337033.687500 Penalty: 2649.089600 Iteration 34Q: 3 clusters Score -337033.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -337058.718750 Penalty: 2649.089600 Iteration 35Q: 3 clusters Score -337058.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -337081.843750 Penalty: 2649.089600 Iteration 36Q: 3 clusters Score -337081.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -337105.562500 Penalty: 2649.089600 Iteration 37Q: 3 clusters Score -337105.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -337126.218750 Penalty: 2649.089600 Iteration 38Q: 3 clusters Score -337126.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -337147.656250 Penalty: 2649.089600 Iteration 39Q: 3 clusters Score -337147.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -337168.625000 Penalty: 2649.089600 Iteration 40F: 3 clusters Score -337168.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -337187.062500 Penalty: 2649.089600 Iteration 41Q: 3 clusters Score -337187.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -337204.343750 Penalty: 2649.089600 Iteration 42Q: 3 clusters Score -337204.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -337222.343750 Penalty: 2649.089600 Iteration 43Q: 3 clusters Score -337222.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -337234.218750 Penalty: 2649.089600 Iteration 44Q: 3 clusters Score -337234.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -337250.718750 Penalty: 2649.089600 Iteration 45Q: 3 clusters Score -337250.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -337264.718750 Penalty: 2649.089600 Iteration 46Q: 3 clusters Score -337264.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -337277.343750 Penalty: 2649.089600 Iteration 47Q: 3 clusters Score -337277.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -337291.343750 Penalty: 2649.089600 Iteration 48Q: 3 clusters Score -337291.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -337307.812500 Penalty: 2649.089600 Iteration 49Q: 3 clusters Score -337307.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -337315.593750 Penalty: 2649.089600 Iteration 50Q: 3 clusters Score -337315.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -337324.968750 Penalty: 2649.089600 Iteration 51Q: 3 clusters Score -337325 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -337334.625000 Penalty: 2649.089600 Iteration 52Q: 3 clusters Score -337334.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -337345.531250 Penalty: 2649.089600 Iteration 53Q: 3 clusters Score -337345.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -337358.781250 Penalty: 2649.089600 Iteration 54Q: 3 clusters Score -337358.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -337364.718750 Penalty: 2649.089600 Iteration 55Q: 3 clusters Score -337364.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -337370.031250 Penalty: 2649.089600 Iteration 56Q: 3 clusters Score -337370 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -337373.031250 Penalty: 2649.089600 Iteration 57Q: 3 clusters Score -337373 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -337374.625000 Penalty: 2649.089600 Iteration 58Q: 3 clusters Score -337374.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -337375.312500 Penalty: 2649.089600 Iteration 59Q: 3 clusters Score -337375.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -337375.187500 Penalty: 2649.089600 Iteration 60F: 3 clusters Score -337375.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -337375.500000 Penalty: 2649.089600 Iteration 61Q: 3 clusters Score -337375.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -337377.187500 Penalty: 2649.089600 Iteration 62Q: 3 clusters Score -337377.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -337378.906250 Penalty: 2649.089600 Iteration 63Q: 3 clusters Score -337378.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -337379.656250 Penalty: 2649.089600 Iteration 64Q: 3 clusters Score -337379.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -337380.031250 Penalty: 2649.089600 Iteration 65Q: 3 clusters Score -337380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -337380.875000 Penalty: 2649.089600 Iteration 66Q: 3 clusters Score -337380.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -337381.343750 Penalty: 2649.089600 Iteration 67Q: 3 clusters Score -337381.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -337381.937500 Penalty: 2649.089600 Iteration 68Q: 3 clusters Score -337381.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -337382.343750 Penalty: 2649.089600 Iteration 69Q: 3 clusters Score -337382.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -337383.625000 Penalty: 2649.089600 Iteration 70Q: 3 clusters Score -337383.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -337387.000000 Penalty: 2649.089600 Iteration 71Q: 3 clusters Score -337387 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -337389.062500 Penalty: 2649.089600 Iteration 72Q: 3 clusters Score -337389.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -337390.375000 Penalty: 2649.089600 Iteration 73Q: 3 clusters Score -337390.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -337391.031250 Penalty: 2649.089600 Iteration 74Q: 3 clusters Score -337391 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -337392.625000 Penalty: 2649.089600 Iteration 75Q: 3 clusters Score -337392.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -337394.687500 Penalty: 2649.089600 Iteration 76Q: 3 clusters Score -337394.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -337394.656250 Penalty: 2649.089600 Iteration 77Q: 3 clusters Score -337394.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -337395.312500 Penalty: 2649.089600 Iteration 78Q: 3 clusters Score -337395.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -337395.312500 Penalty: 2649.089600 Iteration 79F: 3 clusters Score -337395.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (12376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12376 members Entering Unmasked Estep Score: -1254326.500000 Penalty: 1531.321045 Iteration 0F: 2 clusters Score -1254326 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -1245676.875000 Penalty: 3062.642090 Iteration 0F: 3 clusters Score -1245677 nChanged 5462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -1248582.500000 Penalty: 3062.642090 Iteration 1F: 3 clusters Score -1248582 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -1248879.250000 Penalty: 3062.642090 Iteration 2F: 3 clusters Score -1248879 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -1249126.125000 Penalty: 3062.642090 Iteration 3Q: 3 clusters Score -1249126 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -1249369.500000 Penalty: 3062.642090 Iteration 4Q: 3 clusters Score -1249370 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -1249688.250000 Penalty: 3062.642090 Iteration 5Q: 3 clusters Score -1249688 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -1250073.500000 Penalty: 3062.642090 Iteration 6Q: 3 clusters Score -1250074 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -1250567.125000 Penalty: 3062.642090 Iteration 7F: 3 clusters Score -1250567 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1251149.625000 Penalty: 3062.642090 Iteration 8F: 3 clusters Score -1251150 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -1251622.750000 Penalty: 3062.642090 Iteration 9Q: 3 clusters Score -1251623 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -1251960.625000 Penalty: 3062.642090 Iteration 10Q: 3 clusters Score -1251961 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9336 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -1252241.000000 Penalty: 3062.642090 Iteration 11Q: 3 clusters Score -1252241 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9472 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -1252395.750000 Penalty: 3062.642090 Iteration 12Q: 3 clusters Score -1252396 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9593 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -1252504.375000 Penalty: 3062.642090 Iteration 13Q: 3 clusters Score -1252504 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -1252591.250000 Penalty: 3062.642090 Iteration 14Q: 3 clusters Score -1252591 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -1252659.875000 Penalty: 3062.642090 Iteration 15Q: 3 clusters Score -1252660 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9889 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -1252719.750000 Penalty: 3062.642090 Iteration 16Q: 3 clusters Score -1252720 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9975 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1252776.375000 Penalty: 3062.642090 Iteration 17Q: 3 clusters Score -1252776 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -1252817.500000 Penalty: 3062.642090 Iteration 18Q: 3 clusters Score -1252818 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10119 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -1252852.000000 Penalty: 3062.642090 Iteration 19Q: 3 clusters Score -1252852 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10187 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -1252886.375000 Penalty: 3062.642090 Iteration 20F: 3 clusters Score -1252886 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10238 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -1252903.875000 Penalty: 3062.642090 Iteration 21Q: 3 clusters Score -1252904 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10276 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -1252918.250000 Penalty: 3062.642090 Iteration 22Q: 3 clusters Score -1252918 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10313 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -1252935.250000 Penalty: 3062.642090 Iteration 23Q: 3 clusters Score -1252935 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10348 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -1252945.375000 Penalty: 3062.642090 Iteration 24Q: 3 clusters Score -1252945 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -1252958.375000 Penalty: 3062.642090 Iteration 25Q: 3 clusters Score -1252958 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -1252970.750000 Penalty: 3062.642090 Iteration 26Q: 3 clusters Score -1252971 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10460 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1252980.500000 Penalty: 3062.642090 Iteration 27Q: 3 clusters Score -1252980 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1252983.250000 Penalty: 3062.642090 Iteration 28Q: 3 clusters Score -1252983 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10506 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -1252991.250000 Penalty: 3062.642090 Iteration 29Q: 3 clusters Score -1252991 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10525 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -1252995.000000 Penalty: 3062.642090 Iteration 30Q: 3 clusters Score -1252995 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10544 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -1252996.250000 Penalty: 3062.642090 Iteration 31Q: 3 clusters Score -1252996 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -1253005.375000 Penalty: 3062.642090 Iteration 32Q: 3 clusters Score -1253005 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1253008.000000 Penalty: 3062.642090 Iteration 33Q: 3 clusters Score -1253008 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10585 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -1253009.750000 Penalty: 3062.642090 Iteration 34Q: 3 clusters Score -1253010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10596 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1253014.125000 Penalty: 3062.642090 Iteration 35Q: 3 clusters Score -1253014 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -1253018.125000 Penalty: 3062.642090 Iteration 36Q: 3 clusters Score -1253018 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -1253021.250000 Penalty: 3062.642090 Iteration 37Q: 3 clusters Score -1253021 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -1253025.625000 Penalty: 3062.642090 Iteration 38Q: 3 clusters Score -1253026 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10669 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1253029.375000 Penalty: 3062.642090 Iteration 39Q: 3 clusters Score -1253029 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1253032.375000 Penalty: 3062.642090 Iteration 40F: 3 clusters Score -1253032 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10688 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -1253035.000000 Penalty: 3062.642090 Iteration 41Q: 3 clusters Score -1253035 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10696 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -1253037.250000 Penalty: 3062.642090 Iteration 42Q: 3 clusters Score -1253037 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10706 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -1253041.750000 Penalty: 3062.642090 Iteration 43Q: 3 clusters Score -1253042 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -1253043.125000 Penalty: 3062.642090 Iteration 44Q: 3 clusters Score -1253043 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -1253047.250000 Penalty: 3062.642090 Iteration 45Q: 3 clusters Score -1253047 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -1253045.625000 Penalty: 3062.642090 Iteration 46Q: 3 clusters Score -1253046 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10737 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1253045.875000 Penalty: 3062.642090 Iteration 47Q: 3 clusters Score -1253046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10739 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -1253046.000000 Penalty: 3062.642090 Iteration 48Q: 3 clusters Score -1253046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -1253046.875000 Penalty: 3062.642090 Iteration 49Q: 3 clusters Score -1253047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10742 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -1253047.375000 Penalty: 3062.642090 Iteration 50Q: 3 clusters Score -1253047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10743 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -1253048.375000 Penalty: 3062.642090 Iteration 51Q: 3 clusters Score -1253048 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10745 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -1253047.125000 Penalty: 3062.642090 Iteration 52Q: 3 clusters Score -1253047 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10747 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -1253047.750000 Penalty: 3062.642090 Iteration 53Q: 3 clusters Score -1253048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1253047.375000 Penalty: 3062.642090 Iteration 54Q: 3 clusters Score -1253047 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10750 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1253046.500000 Penalty: 3062.642090 Iteration 55Q: 3 clusters Score -1253046 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10750 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1253046.500000 Penalty: 3062.642090 Iteration 56F: 3 clusters Score -1253046 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (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: -358527.406250 Penalty: 1341.993652 Iteration 0F: 2 clusters Score -358527.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -355263.031250 Penalty: 2683.987305 Iteration 0F: 3 clusters Score -355263 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -356075.875000 Penalty: 2683.987305 Iteration 1F: 3 clusters Score -356075.9 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -356227.875000 Penalty: 2683.987305 Iteration 2F: 3 clusters Score -356227.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -356340.250000 Penalty: 2683.987305 Iteration 3Q: 3 clusters Score -356340.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -356464.437500 Penalty: 2683.987305 Iteration 4Q: 3 clusters Score -356464.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -356597.312500 Penalty: 2683.987305 Iteration 5Q: 3 clusters Score -356597.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -356707.343750 Penalty: 2683.987305 Iteration 6Q: 3 clusters Score -356707.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -356784.906250 Penalty: 2683.987305 Iteration 7Q: 3 clusters Score -356784.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -356857.906250 Penalty: 2683.987305 Iteration 8Q: 3 clusters Score -356857.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -356947.875000 Penalty: 2683.987305 Iteration 9Q: 3 clusters Score -356947.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -357032.031250 Penalty: 2683.987305 Iteration 10Q: 3 clusters Score -357032 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -357115.218750 Penalty: 2683.987305 Iteration 11Q: 3 clusters Score -357115.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -357188.718750 Penalty: 2683.987305 Iteration 12Q: 3 clusters Score -357188.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -357252.781250 Penalty: 2683.987305 Iteration 13Q: 3 clusters Score -357252.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -357320.687500 Penalty: 2683.987305 Iteration 14Q: 3 clusters Score -357320.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -357381.250000 Penalty: 2683.987305 Iteration 15Q: 3 clusters Score -357381.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -357433.531250 Penalty: 2683.987305 Iteration 16Q: 3 clusters Score -357433.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -357475.937500 Penalty: 2683.987305 Iteration 17Q: 3 clusters Score -357475.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -357504.281250 Penalty: 2683.987305 Iteration 18Q: 3 clusters Score -357504.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -357532.468750 Penalty: 2683.987305 Iteration 19Q: 3 clusters Score -357532.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -357558.312500 Penalty: 2683.987305 Iteration 20F: 3 clusters Score -357558.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -357582.781250 Penalty: 2683.987305 Iteration 21Q: 3 clusters Score -357582.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -357614.125000 Penalty: 2683.987305 Iteration 22Q: 3 clusters Score -357614.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -357629.656250 Penalty: 2683.987305 Iteration 23Q: 3 clusters Score -357629.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -357641.218750 Penalty: 2683.987305 Iteration 24Q: 3 clusters Score -357641.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -357649.406250 Penalty: 2683.987305 Iteration 25Q: 3 clusters Score -357649.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -357654.031250 Penalty: 2683.987305 Iteration 26Q: 3 clusters Score -357654 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -357657.312500 Penalty: 2683.987305 Iteration 27Q: 3 clusters Score -357657.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -357663.312500 Penalty: 2683.987305 Iteration 28Q: 3 clusters Score -357663.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -357667.437500 Penalty: 2683.987305 Iteration 29Q: 3 clusters Score -357667.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -357673.812500 Penalty: 2683.987305 Iteration 30Q: 3 clusters Score -357673.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -357675.500000 Penalty: 2683.987305 Iteration 31Q: 3 clusters Score -357675.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -357676.812500 Penalty: 2683.987305 Iteration 32Q: 3 clusters Score -357676.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -357679.468750 Penalty: 2683.987305 Iteration 33Q: 3 clusters Score -357679.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -357681.281250 Penalty: 2683.987305 Iteration 34Q: 3 clusters Score -357681.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -357684.250000 Penalty: 2683.987305 Iteration 35Q: 3 clusters Score -357684.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -357685.531250 Penalty: 2683.987305 Iteration 36Q: 3 clusters Score -357685.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -357688.812500 Penalty: 2683.987305 Iteration 37Q: 3 clusters Score -357688.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -357691.531250 Penalty: 2683.987305 Iteration 38Q: 3 clusters Score -357691.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -357696.312500 Penalty: 2683.987305 Iteration 39Q: 3 clusters Score -357696.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -357696.500000 Penalty: 2683.987305 Iteration 40F: 3 clusters Score -357696.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -357697.968750 Penalty: 2683.987305 Iteration 41Q: 3 clusters Score -357698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -357698.406250 Penalty: 2683.987305 Iteration 42Q: 3 clusters Score -357698.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -357698.406250 Penalty: 2683.987305 Iteration 43F: 3 clusters Score -357698.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (1959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Entering Unmasked Estep Score: -193486.984375 Penalty: 1231.780762 Iteration 0F: 2 clusters Score -193487 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -191420.171875 Penalty: 2463.561523 Iteration 0F: 3 clusters Score -191420.2 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -191849.578125 Penalty: 2463.561523 Iteration 1F: 3 clusters Score -191849.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -191955.515625 Penalty: 2463.561523 Iteration 2F: 3 clusters Score -191955.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -192032.531250 Penalty: 2463.561523 Iteration 3Q: 3 clusters Score -192032.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -192108.765625 Penalty: 2463.561523 Iteration 4Q: 3 clusters Score -192108.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -192197.515625 Penalty: 2463.561523 Iteration 5Q: 3 clusters Score -192197.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -192264.359375 Penalty: 2463.561523 Iteration 6Q: 3 clusters Score -192264.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -192322.500000 Penalty: 2463.561523 Iteration 7Q: 3 clusters Score -192322.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -192370.937500 Penalty: 2463.561523 Iteration 8Q: 3 clusters Score -192370.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -192417.718750 Penalty: 2463.561523 Iteration 9Q: 3 clusters Score -192417.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -192458.000000 Penalty: 2463.561523 Iteration 10Q: 3 clusters Score -192458 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -192500.968750 Penalty: 2463.561523 Iteration 11Q: 3 clusters Score -192501 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -192542.078125 Penalty: 2463.561523 Iteration 12Q: 3 clusters Score -192542.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -192588.859375 Penalty: 2463.561523 Iteration 13Q: 3 clusters Score -192588.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -192619.125000 Penalty: 2463.561523 Iteration 14Q: 3 clusters Score -192619.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -192647.484375 Penalty: 2463.561523 Iteration 15Q: 3 clusters Score -192647.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -192683.343750 Penalty: 2463.561523 Iteration 16Q: 3 clusters Score -192683.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -192721.609375 Penalty: 2463.561523 Iteration 17Q: 3 clusters Score -192721.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -192756.921875 Penalty: 2463.561523 Iteration 18Q: 3 clusters Score -192756.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -192794.531250 Penalty: 2463.561523 Iteration 19Q: 3 clusters Score -192794.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -192823.906250 Penalty: 2463.561523 Iteration 20F: 3 clusters Score -192823.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -192850.687500 Penalty: 2463.561523 Iteration 21Q: 3 clusters Score -192850.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -192859.843750 Penalty: 2463.561523 Iteration 22Q: 3 clusters Score -192859.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -192861.765625 Penalty: 2463.561523 Iteration 23Q: 3 clusters Score -192861.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -192863.453125 Penalty: 2463.561523 Iteration 24Q: 3 clusters Score -192863.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -192863.453125 Penalty: 2463.561523 Iteration 25F: 3 clusters Score -192863.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (4769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Entering Unmasked Estep Score: -482171.281250 Penalty: 1376.357422 Iteration 0F: 2 clusters Score -482171.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -478308.531250 Penalty: 2752.714844 Iteration 0F: 3 clusters Score -478308.5 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -479383.343750 Penalty: 2752.714844 Iteration 1F: 3 clusters Score -479383.3 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -479567.843750 Penalty: 2752.714844 Iteration 2F: 3 clusters Score -479567.8 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -479691.500000 Penalty: 2752.714844 Iteration 3Q: 3 clusters Score -479691.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -479801.781250 Penalty: 2752.714844 Iteration 4Q: 3 clusters Score -479801.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -479880.031250 Penalty: 2752.714844 Iteration 5Q: 3 clusters Score -479880 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -479935.968750 Penalty: 2752.714844 Iteration 6Q: 3 clusters Score -479936 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -479977.625000 Penalty: 2752.714844 Iteration 7Q: 3 clusters Score -479977.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -480010.750000 Penalty: 2752.714844 Iteration 8Q: 3 clusters Score -480010.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -480042.718750 Penalty: 2752.714844 Iteration 9Q: 3 clusters Score -480042.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -480082.093750 Penalty: 2752.714844 Iteration 10Q: 3 clusters Score -480082.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -480119.656250 Penalty: 2752.714844 Iteration 11Q: 3 clusters Score -480119.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -480158.312500 Penalty: 2752.714844 Iteration 12Q: 3 clusters Score -480158.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -480202.125000 Penalty: 2752.714844 Iteration 13Q: 3 clusters Score -480202.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -480252.250000 Penalty: 2752.714844 Iteration 14Q: 3 clusters Score -480252.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -480312.187500 Penalty: 2752.714844 Iteration 15Q: 3 clusters Score -480312.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -480375.718750 Penalty: 2752.714844 Iteration 16Q: 3 clusters Score -480375.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -480451.562500 Penalty: 2752.714844 Iteration 17Q: 3 clusters Score -480451.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -480538.312500 Penalty: 2752.714844 Iteration 18Q: 3 clusters Score -480538.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -480632.843750 Penalty: 2752.714844 Iteration 19Q: 3 clusters Score -480632.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -480718.437500 Penalty: 2752.714844 Iteration 20F: 3 clusters Score -480718.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -480796.062500 Penalty: 2752.714844 Iteration 21Q: 3 clusters Score -480796.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -480870.500000 Penalty: 2752.714844 Iteration 22Q: 3 clusters Score -480870.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -480938.843750 Penalty: 2752.714844 Iteration 23Q: 3 clusters Score -480938.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -480990.531250 Penalty: 2752.714844 Iteration 24Q: 3 clusters Score -480990.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -481027.625000 Penalty: 2752.714844 Iteration 25Q: 3 clusters Score -481027.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -481059.718750 Penalty: 2752.714844 Iteration 26Q: 3 clusters Score -481059.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -481077.187500 Penalty: 2752.714844 Iteration 27Q: 3 clusters Score -481077.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -481088.437500 Penalty: 2752.714844 Iteration 28Q: 3 clusters Score -481088.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -481090.437500 Penalty: 2752.714844 Iteration 29Q: 3 clusters Score -481090.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -481091.250000 Penalty: 2752.714844 Iteration 30Q: 3 clusters Score -481091.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -481091.781250 Penalty: 2752.714844 Iteration 31Q: 3 clusters Score -481091.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -481091.843750 Penalty: 2752.714844 Iteration 32Q: 3 clusters Score -481091.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -481092.281250 Penalty: 2752.714844 Iteration 33Q: 3 clusters Score -481092.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -481093.812500 Penalty: 2752.714844 Iteration 34Q: 3 clusters Score -481093.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -481097.500000 Penalty: 2752.714844 Iteration 35Q: 3 clusters Score -481097.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -481099.968750 Penalty: 2752.714844 Iteration 36Q: 3 clusters Score -481100 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -481101.750000 Penalty: 2752.714844 Iteration 37Q: 3 clusters Score -481101.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -481104.500000 Penalty: 2752.714844 Iteration 38Q: 3 clusters Score -481104.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -481106.812500 Penalty: 2752.714844 Iteration 39Q: 3 clusters Score -481106.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -481107.375000 Penalty: 2752.714844 Iteration 40F: 3 clusters Score -481107.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -481110.125000 Penalty: 2752.714844 Iteration 41Q: 3 clusters Score -481110.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -481111.281250 Penalty: 2752.714844 Iteration 42Q: 3 clusters Score -481111.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -481111.937500 Penalty: 2752.714844 Iteration 43Q: 3 clusters Score -481111.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -481111.687500 Penalty: 2752.714844 Iteration 44Q: 3 clusters Score -481111.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -481111.812500 Penalty: 2752.714844 Iteration 45Q: 3 clusters Score -481111.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -481112.812500 Penalty: 2752.714844 Iteration 46Q: 3 clusters Score -481112.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -481113.375000 Penalty: 2752.714844 Iteration 47Q: 3 clusters Score -481113.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -481113.843750 Penalty: 2752.714844 Iteration 48Q: 3 clusters Score -481113.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -481113.843750 Penalty: 2752.714844 Iteration 49F: 3 clusters Score -481113.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (31387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31387 members Entering Unmasked Estep Score: -3098992.750000 Penalty: 1682.549194 Iteration 0F: 2 clusters Score -3098993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15754 members Mstep: Class 2 contains 15633 members Entering Unmasked Estep Score: -3077848.250000 Penalty: 3365.098389 Iteration 0F: 3 clusters Score -3077848 nChanged 14552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16428 members Mstep: Class 2 contains 14959 members Entering Unmasked Estep Score: -3086086.500000 Penalty: 3365.098389 Iteration 1F: 3 clusters Score -3086086 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16764 members Mstep: Class 2 contains 14623 members Entering Unmasked Estep Score: -3086623.750000 Penalty: 3365.098389 Iteration 2Q: 3 clusters Score -3086624 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17259 members Mstep: Class 2 contains 14128 members Entering Unmasked Estep Score: -3087335.500000 Penalty: 3365.098389 Iteration 3Q: 3 clusters Score -3087336 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17912 members Mstep: Class 2 contains 13475 members Entering Unmasked Estep Score: -3088313.250000 Penalty: 3365.098389 Iteration 4F: 3 clusters Score -3088313 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18811 members Mstep: Class 2 contains 12576 members Entering Unmasked Estep Score: -3089563.500000 Penalty: 3365.098389 Iteration 5F: 3 clusters Score -3089564 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19761 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -3090815.500000 Penalty: 3365.098389 Iteration 6F: 3 clusters Score -3090816 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20682 members Mstep: Class 2 contains 10705 members Entering Unmasked Estep Score: -3092021.000000 Penalty: 3365.098389 Iteration 7F: 3 clusters Score -3092021 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21499 members Mstep: Class 2 contains 9888 members Entering Unmasked Estep Score: -3093246.500000 Penalty: 3365.098389 Iteration 8F: 3 clusters Score -3093246 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22241 members Mstep: Class 2 contains 9146 members Entering Unmasked Estep Score: -3094417.500000 Penalty: 3365.098389 Iteration 9Q: 3 clusters Score -3094418 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22877 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -3095278.500000 Penalty: 3365.098389 Iteration 10Q: 3 clusters Score -3095278 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23418 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -3095788.750000 Penalty: 3365.098389 Iteration 11Q: 3 clusters Score -3095789 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23872 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -3096049.500000 Penalty: 3365.098389 Iteration 12Q: 3 clusters Score -3096050 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24279 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -3096268.000000 Penalty: 3365.098389 Iteration 13Q: 3 clusters Score -3096268 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24669 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -3096446.000000 Penalty: 3365.098389 Iteration 14Q: 3 clusters Score -3096446 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25070 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -3096615.500000 Penalty: 3365.098389 Iteration 15Q: 3 clusters Score -3096616 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25440 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -3096754.500000 Penalty: 3365.098389 Iteration 16Q: 3 clusters Score -3096754 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25779 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -3096876.000000 Penalty: 3365.098389 Iteration 17Q: 3 clusters Score -3096876 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26114 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -3096995.250000 Penalty: 3365.098389 Iteration 18Q: 3 clusters Score -3096995 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26429 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -3097099.250000 Penalty: 3365.098389 Iteration 19Q: 3 clusters Score -3097099 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26727 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -3097200.500000 Penalty: 3365.098389 Iteration 20F: 3 clusters Score -3097200 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27001 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -3097277.250000 Penalty: 3365.098389 Iteration 21Q: 3 clusters Score -3097277 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27218 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -3097334.750000 Penalty: 3365.098389 Iteration 22Q: 3 clusters Score -3097335 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27420 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -3097408.000000 Penalty: 3365.098389 Iteration 23Q: 3 clusters Score -3097408 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27623 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -3097469.750000 Penalty: 3365.098389 Iteration 24Q: 3 clusters Score -3097470 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27810 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -3097529.750000 Penalty: 3365.098389 Iteration 25Q: 3 clusters Score -3097530 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27986 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -3097567.250000 Penalty: 3365.098389 Iteration 26Q: 3 clusters Score -3097567 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28174 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -3097641.750000 Penalty: 3365.098389 Iteration 27Q: 3 clusters Score -3097642 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28356 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -3097703.250000 Penalty: 3365.098389 Iteration 28Q: 3 clusters Score -3097703 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28519 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -3097761.500000 Penalty: 3365.098389 Iteration 29Q: 3 clusters Score -3097762 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28671 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -3097835.000000 Penalty: 3365.098389 Iteration 30Q: 3 clusters Score -3097835 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28797 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -3097893.750000 Penalty: 3365.098389 Iteration 31Q: 3 clusters Score -3097894 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28893 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -3097927.750000 Penalty: 3365.098389 Iteration 32Q: 3 clusters Score -3097928 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28969 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -3097957.000000 Penalty: 3365.098389 Iteration 33Q: 3 clusters Score -3097957 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29064 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -3097978.500000 Penalty: 3365.098389 Iteration 34Q: 3 clusters Score -3097978 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29141 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -3097998.250000 Penalty: 3365.098389 Iteration 35Q: 3 clusters Score -3097998 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29198 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -3098018.000000 Penalty: 3365.098389 Iteration 36Q: 3 clusters Score -3098018 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29244 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -3098029.500000 Penalty: 3365.098389 Iteration 37Q: 3 clusters Score -3098030 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29292 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -3098030.500000 Penalty: 3365.098389 Iteration 38Q: 3 clusters Score -3098030 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29336 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -3098042.250000 Penalty: 3365.098389 Iteration 39Q: 3 clusters Score -3098042 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29368 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -3098043.250000 Penalty: 3365.098389 Iteration 40F: 3 clusters Score -3098043 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29388 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -3098044.750000 Penalty: 3365.098389 Iteration 41Q: 3 clusters Score -3098045 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29413 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -3098057.750000 Penalty: 3365.098389 Iteration 42Q: 3 clusters Score -3098058 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29433 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -3098051.500000 Penalty: 3365.098389 Iteration 43Q: 3 clusters Score -3098052 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29449 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -3098057.750000 Penalty: 3365.098389 Iteration 44Q: 3 clusters Score -3098058 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29471 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -3098058.250000 Penalty: 3365.098389 Iteration 45Q: 3 clusters Score -3098058 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29490 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -3098062.750000 Penalty: 3365.098389 Iteration 46Q: 3 clusters Score -3098063 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29504 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -3098064.250000 Penalty: 3365.098389 Iteration 47Q: 3 clusters Score -3098064 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29512 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -3098065.000000 Penalty: 3365.098389 Iteration 48Q: 3 clusters Score -3098065 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29521 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -3098066.250000 Penalty: 3365.098389 Iteration 49Q: 3 clusters Score -3098066 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29530 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -3098070.000000 Penalty: 3365.098389 Iteration 50Q: 3 clusters Score -3098070 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29537 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -3098076.500000 Penalty: 3365.098389 Iteration 51Q: 3 clusters Score -3098076 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29545 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -3098081.750000 Penalty: 3365.098389 Iteration 52Q: 3 clusters Score -3098082 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29554 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -3098082.750000 Penalty: 3365.098389 Iteration 53Q: 3 clusters Score -3098083 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29561 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -3098080.250000 Penalty: 3365.098389 Iteration 54Q: 3 clusters Score -3098080 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29569 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -3098086.500000 Penalty: 3365.098389 Iteration 55Q: 3 clusters Score -3098086 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29582 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -3098081.250000 Penalty: 3365.098389 Iteration 56Q: 3 clusters Score -3098081 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29591 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -3098079.750000 Penalty: 3365.098389 Iteration 57Q: 3 clusters Score -3098080 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29600 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -3098083.500000 Penalty: 3365.098389 Iteration 58Q: 3 clusters Score -3098084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29603 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -3098083.500000 Penalty: 3365.098389 Iteration 59Q: 3 clusters Score -3098084 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29607 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -3098085.250000 Penalty: 3365.098389 Iteration 60F: 3 clusters Score -3098085 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29611 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -3098083.000000 Penalty: 3365.098389 Iteration 61Q: 3 clusters Score -3098083 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29617 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -3098084.000000 Penalty: 3365.098389 Iteration 62Q: 3 clusters Score -3098084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29618 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -3098085.250000 Penalty: 3365.098389 Iteration 63Q: 3 clusters Score -3098085 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29621 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -3098083.000000 Penalty: 3365.098389 Iteration 64Q: 3 clusters Score -3098083 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29630 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -3098085.750000 Penalty: 3365.098389 Iteration 65Q: 3 clusters Score -3098086 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29637 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -3098085.500000 Penalty: 3365.098389 Iteration 66Q: 3 clusters Score -3098086 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29640 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -3098083.000000 Penalty: 3365.098389 Iteration 67Q: 3 clusters Score -3098083 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29644 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -3098086.500000 Penalty: 3365.098389 Iteration 68Q: 3 clusters Score -3098086 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29646 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -3098087.250000 Penalty: 3365.098389 Iteration 69Q: 3 clusters Score -3098087 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29646 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -3098087.250000 Penalty: 3365.098389 Iteration 70F: 3 clusters Score -3098087 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Entering Unmasked Estep Score: -293540.125000 Penalty: 1294.401123 Iteration 0F: 2 clusters Score -293540.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -290858.250000 Penalty: 2588.802246 Iteration 0F: 3 clusters Score -290858.2 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -291485.500000 Penalty: 2588.802246 Iteration 1F: 3 clusters Score -291485.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -291599.625000 Penalty: 2588.802246 Iteration 2F: 3 clusters Score -291599.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -291664.593750 Penalty: 2588.802246 Iteration 3Q: 3 clusters Score -291664.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -291715.625000 Penalty: 2588.802246 Iteration 4Q: 3 clusters Score -291715.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -291751.781250 Penalty: 2588.802246 Iteration 5Q: 3 clusters Score -291751.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -291780.875000 Penalty: 2588.802246 Iteration 6Q: 3 clusters Score -291780.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -291812.968750 Penalty: 2588.802246 Iteration 7Q: 3 clusters Score -291813 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -291837.031250 Penalty: 2588.802246 Iteration 8Q: 3 clusters Score -291837 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -291855.687500 Penalty: 2588.802246 Iteration 9Q: 3 clusters Score -291855.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -291865.000000 Penalty: 2588.802246 Iteration 10Q: 3 clusters Score -291865 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -291874.500000 Penalty: 2588.802246 Iteration 11Q: 3 clusters Score -291874.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -291885.531250 Penalty: 2588.802246 Iteration 12Q: 3 clusters Score -291885.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -291899.250000 Penalty: 2588.802246 Iteration 13Q: 3 clusters Score -291899.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -291910.125000 Penalty: 2588.802246 Iteration 14Q: 3 clusters Score -291910.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -291920.062500 Penalty: 2588.802246 Iteration 15Q: 3 clusters Score -291920.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -291934.000000 Penalty: 2588.802246 Iteration 16Q: 3 clusters Score -291934 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -291948.281250 Penalty: 2588.802246 Iteration 17Q: 3 clusters Score -291948.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -291963.500000 Penalty: 2588.802246 Iteration 18Q: 3 clusters Score -291963.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -291980.781250 Penalty: 2588.802246 Iteration 19Q: 3 clusters Score -291980.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -291994.531250 Penalty: 2588.802246 Iteration 20F: 3 clusters Score -291994.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -292009.375000 Penalty: 2588.802246 Iteration 21Q: 3 clusters Score -292009.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -292028.781250 Penalty: 2588.802246 Iteration 22Q: 3 clusters Score -292028.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -292043.031250 Penalty: 2588.802246 Iteration 23Q: 3 clusters Score -292043 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -292061.125000 Penalty: 2588.802246 Iteration 24Q: 3 clusters Score -292061.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -292080.718750 Penalty: 2588.802246 Iteration 25Q: 3 clusters Score -292080.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -292097.437500 Penalty: 2588.802246 Iteration 26Q: 3 clusters Score -292097.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -292109.000000 Penalty: 2588.802246 Iteration 27Q: 3 clusters Score -292109 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -292121.750000 Penalty: 2588.802246 Iteration 28Q: 3 clusters Score -292121.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -292134.375000 Penalty: 2588.802246 Iteration 29Q: 3 clusters Score -292134.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -292144.625000 Penalty: 2588.802246 Iteration 30Q: 3 clusters Score -292144.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -292151.718750 Penalty: 2588.802246 Iteration 31Q: 3 clusters Score -292151.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -292161.656250 Penalty: 2588.802246 Iteration 32Q: 3 clusters Score -292161.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -292174.406250 Penalty: 2588.802246 Iteration 33Q: 3 clusters Score -292174.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -292192.406250 Penalty: 2588.802246 Iteration 34Q: 3 clusters Score -292192.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -292212.343750 Penalty: 2588.802246 Iteration 35Q: 3 clusters Score -292212.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -292234.125000 Penalty: 2588.802246 Iteration 36Q: 3 clusters Score -292234.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -292250.218750 Penalty: 2588.802246 Iteration 37Q: 3 clusters Score -292250.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -292266.031250 Penalty: 2588.802246 Iteration 38Q: 3 clusters Score -292266 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -292273.093750 Penalty: 2588.802246 Iteration 39Q: 3 clusters Score -292273.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -292283.750000 Penalty: 2588.802246 Iteration 40F: 3 clusters Score -292283.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -292292.562500 Penalty: 2588.802246 Iteration 41Q: 3 clusters Score -292292.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -292301.781250 Penalty: 2588.802246 Iteration 42Q: 3 clusters Score -292301.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -292306.500000 Penalty: 2588.802246 Iteration 43Q: 3 clusters Score -292306.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -292311.250000 Penalty: 2588.802246 Iteration 44Q: 3 clusters Score -292311.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -292318.343750 Penalty: 2588.802246 Iteration 45Q: 3 clusters Score -292318.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -292327.312500 Penalty: 2588.802246 Iteration 46Q: 3 clusters Score -292327.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -292332.812500 Penalty: 2588.802246 Iteration 47Q: 3 clusters Score -292332.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -292337.875000 Penalty: 2588.802246 Iteration 48Q: 3 clusters Score -292337.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -292342.343750 Penalty: 2588.802246 Iteration 49Q: 3 clusters Score -292342.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -292345.406250 Penalty: 2588.802246 Iteration 50Q: 3 clusters Score -292345.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -292347.125000 Penalty: 2588.802246 Iteration 51Q: 3 clusters Score -292347.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -292348.812500 Penalty: 2588.802246 Iteration 52Q: 3 clusters Score -292348.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -292349.000000 Penalty: 2588.802246 Iteration 53Q: 3 clusters Score -292349 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -292348.906250 Penalty: 2588.802246 Iteration 54Q: 3 clusters Score -292348.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -292349.562500 Penalty: 2588.802246 Iteration 55Q: 3 clusters Score -292349.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -292349.781250 Penalty: 2588.802246 Iteration 56Q: 3 clusters Score -292349.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -292349.781250 Penalty: 2588.802246 Iteration 57F: 3 clusters Score -292349.8 nChanged 0 --- Evaluating fit on full set of 693839 points --- Entering Unmasked Estep Score: -66851252.000000 Penalty: 65568.726562 25->31 Clusters: Score -66851252.000000, best is -66893864.000000 Main iterations: 0 (time per=infms) Total iterations: 33406 (time per=77.002038ms) Iterations metric 2: 388247584768.000000 (time per=6.625489ns) Iterations metric 3: 9317983977472.000000 (time per=276.060796ps) That took 2572.330078 seconds.